diff --git a/sample-apps/Ctrl Z/.gitignore b/sample-apps/Ctrl Z/.gitignore
new file mode 100644
index 000000000..3f6d959a5
--- /dev/null
+++ b/sample-apps/Ctrl Z/.gitignore	
@@ -0,0 +1,31 @@
+# ESP-IDF
+build/
+managed_components/
+sdkconfig
+sdkconfig.old
+dependencies.lock
+
+# IDE
+.vscode/
+.idea/
+
+# Python
+__pycache__/
+*.pyc
+
+# Logs
+*.log
+
+# OS
+Thumbs.db
+.DS_Store
+
+# Environment
+.env
+
+# Guardian Bridge output
+backend/guardian_bridge/guardian_data.jsonl
+
+# Python cache
+__pycache__/
+*.pyc
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/README.md b/sample-apps/Ctrl Z/README.md
new file mode 100644
index 000000000..5c2c8916d
--- /dev/null
+++ b/sample-apps/Ctrl Z/README.md	
@@ -0,0 +1,24 @@
+# GuardianSense AI
+
+GuardianSense AI is an ambient wellness monitoring system built using ESP32 CSI and NitroStack.
+
+## Hardware
+
+- ESP32 DevKit V1 (CSI Sender)
+- ESP32-S3 (CSI Receiver)
+
+## Current Status
+
+- ✅ ESP-IDF configured
+- ✅ CSI Sender working
+- ✅ CSI Receiver working
+- ✅ Live CSI packets verified
+
+## Next Milestones
+
+- CSI Parser
+- Motion Detection
+- Respiration Estimation
+- Guardian Core Engine
+- NitroStack Integration
+- Dashboard
diff --git a/sample-apps/Ctrl Z/ai/.gitkeep b/sample-apps/Ctrl Z/ai/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/architecture/.gitkeep b/sample-apps/Ctrl Z/architecture/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/backend/.gitkeep b/sample-apps/Ctrl Z/backend/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.agents/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.antigravity/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.claude/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.codex/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.copilot/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.cursor/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.env.example b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.env.example
new file mode 100644
index 000000000..4628cbff6
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.env.example	
@@ -0,0 +1,13 @@
+# NitroStack Configuration
+NITRO_LOG_LEVEL=info
+NITROSTACK_APP_MODE=universal
+
+# Server Transport Configuration (Optional)
+# =============================================================================
+# MCP_TRANSPORT_TYPE: Toggles transport mode. Values: stdio | http | dual.
+# Defaults to 'stdio' in development and 'dual' in production/NODE_ENV=production.
+# =============================================================================
+# MCP_TRANSPORT_TYPE=stdio
+# PORT=3000
+# HOST=localhost
+# ENABLE_CORS=true
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gemini/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gitignore b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gitignore
new file mode 100644
index 000000000..b5b5532bc
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.gitignore	
@@ -0,0 +1,57 @@
+# Dependencies
+node_modules/
+src/widgets/node_modules/
+
+# Build outputs
+dist/
+src/widgets/.next/
+src/widgets/out/
+
+# Environment files
+.env
+.env.local
+.env.*.local
+
+# IDE
+.idea/
+.vscode/
+*.swp
+*.swo
+*~
+
+# OS files
+.DS_Store
+Thumbs.db
+
+# Logs
+*.log
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+
+# Runtime data
+pids/
+*.pid
+*.seed
+*.pid.lock
+
+# Coverage
+coverage/
+.nyc_output/
+
+# Uploads
+uploads/
+
+# TypeScript cache
+*.tsbuildinfo
+
+# Optional npm cache
+.npm/
+
+# Optional eslint cache
+.eslintcache
+
+# OAuth tokens/secrets (never commit these!)
+*.pem
+*.key
+tokens.json
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/auth-security/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/auth-security/SKILL.md
new file mode 100644
index 000000000..17256a3e2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/auth-security/SKILL.md	
@@ -0,0 +1,141 @@
+---
+name: nitrostack-auth-security
+description: Best practices for implementing JWT, API Keys, OAuth 2.1, and RBAC in a NitroStack application.
+---
+
+## When to Use
+Use this skill when configuring security modules, implementing user authentication, restricting tool access via guards, or handling sensitive tokens.
+
+---
+
+## 1. JSON Web Tokens (JWT)
+To secure tools with JWT authentication:
+
+### Register `JWTModule`:
+```typescript
+import { JWTModule, Module, McpApp } from '@nitrostack/core';
+
+@McpApp({
+  server: { name: 'my-server', version: '1.0.0' }
+})
+@Module({
+  imports: [
+    JWTModule.forRoot({
+      secret: process.env.JWT_SECRET!,
+      expiresIn: '7d',
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### Write a `JWTGuard`:
+```typescript
+import { Guard, ExecutionContext, Injectable, ConfigService } from '@nitrostack/core';
+import * as jwt from 'jsonwebtoken';
+
+@Injectable()
+export class JWTGuard implements Guard {
+  constructor(private config: ConfigService) {}
+
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const token = this.extractToken(context);
+    if (!token) return false;
+
+    try {
+      const secret = this.config.get('JWT_SECRET');
+      const payload = jwt.verify(token, secret) as any;
+      context.auth = {
+        subject: payload.sub,
+        role: payload.role,
+        token,
+      };
+      return true;
+    } catch {
+      return false;
+    }
+  }
+
+  private extractToken(context: ExecutionContext): string | null {
+    const auth = context.metadata?.authorization;
+    if (auth?.startsWith('Bearer ')) {
+      return auth.substring(7);
+    }
+    return null;
+  }
+}
+```
+
+---
+
+## 2. API Key Authentication
+Use `ApiKeyModule` for service-to-service validation.
+
+### Register `ApiKeyModule`:
+```typescript
+import { ApiKeyModule, Module } from '@nitrostack/core';
+
+@Module({
+  imports: [
+    ApiKeyModule.forRoot({
+      keysEnvPrefix: 'API_KEY', // Reads API_KEY_1, API_KEY_2, etc.
+      headerName: 'x-api-key',
+      hashed: false,
+    }),
+  ]
+})
+export class AppModule {}
+```
+
+### API Key Guard:
+```typescript
+import { Guard, ExecutionContext, ApiKeyModule } from '@nitrostack/core';
+
+export class ApiKeyGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const apiKey = context.metadata?.['x-api-key'] || context.metadata?.apiKey;
+    if (!apiKey) return false;
+
+    const isValid = await ApiKeyModule.validate(apiKey as string);
+    if (isValid) {
+      context.auth = {
+        subject: `apikey_${(apiKey as string).substring(0, 10)}`,
+        scopes: ['*'],
+      };
+      return true;
+    }
+    return false;
+  }
+}
+```
+
+---
+
+## 3. Role-Based Access Control (RBAC)
+Chain guards sequentially to implement user-role authorization.
+
+```typescript
+import { Injectable, Guard, ExecutionContext, UseGuards, Tool, z } from '@nitrostack/core';
+import { JWTGuard } from './jwt.guard.js';
+
+@Injectable()
+export class AdminGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    // Requires JWTGuard to have populated context.auth first
+    return context.auth?.role === 'admin';
+  }
+}
+
+// Applying chained guards to a tool
+export class SystemTools {
+  @Tool({
+    name: 'reset_database',
+    description: 'Dangerous action: wipes database. Admin only.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(JWTGuard, AdminGuard) // Chain auth first, then role check
+  async resetDatabase() {
+    return { success: true };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/mcp-app-architecture/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/mcp-app-architecture/SKILL.md
new file mode 100644
index 000000000..fda31bdee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/mcp-app-architecture/SKILL.md	
@@ -0,0 +1,176 @@
+---
+name: nitrostack-mcp-app-architecture
+description: Best practices and guidelines for bootstrapping, defining modules, using dependency injection, managing server lifecycles, and handling events in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill whenever you are bootstrapping a new NitroStack MCP server, creating modules, injecting services, or handling application lifecycle events.
+
+## Bootstrapping a NitroStack App
+A NitroStack application is initialized with the `@McpApp` decorator on a root class, accompanied by a root `@Module`.
+
+```typescript
+import { McpApp, Module } from '@nitrostack/core';
+import { DatabaseModule } from './database/database.module.js';
+import { UsersModule } from './users/users.module.js';
+
+@McpApp({
+  module: AppModule,
+  server: {
+    name: 'user-management-server',
+    version: '1.0.0',
+  },
+})
+@Module({
+  imports: [DatabaseModule, UsersModule],
+})
+export class AppModule {}
+```
+
+## Modules
+Modules organize your application structure. Use the `@Module` decorator to define imports, exports, and providers.
+
+* **`imports`**: Other modules whose exported providers should be available in this module.
+* **`providers`**: Services, tools, resources, or prompts that should be instantiated and managed by the DI container within this module.
+* **`exports`**: Providers defined in this module that should be visible to other modules importing this one.
+
+```typescript
+import { Module } from '@nitrostack/core';
+import { UsersService } from './users.service.js';
+import { UsersTools } from './users.tools.js';
+
+@Module({
+  providers: [UsersService, UsersTools],
+  exports: [UsersService],
+})
+
+## Controllers
+Use the `@ControllerDecorator` (or alias it as `@Controller`) to group tools, resources, and prompts together. Controllers are automatically registered as singletons in the DI container.
+
+### Key Controller Options:
+* **`prefix`**: A string prefix applied to every `@Tool` defined in this controller. For example, `@ControllerDecorator('github')` prefixing a tool named `create_issue` exposes it to MCP clients as `github_create_issue`.
+
+```typescript
+import { ControllerDecorator as Controller, Tool, ExecutionContext } from '@nitrostack/core';
+
+@Controller('github')
+export class GitHubController {
+  @Tool({
+    name: 'create_issue',
+    description: 'Create an issue in a repository',
+    inputSchema: z.object({ /* ... */ })
+  })
+  async createIssue(input: any, ctx: ExecutionContext) {
+    // Exposed to clients as "github_create_issue"
+  }
+}
+```
+
+## Dependency Injection (DI)
+NitroStack uses a robust dependency injection container to manage class instances and lifecycles.
+
+### Injection Lifecycles
+1. **Singleton (Default)**: A single instance is shared across the entire application.
+2. **Transient**: A new instance is created every time it is resolved/injected.
+3. **Scoped**: A new instance is created per incoming request or context.
+
+```typescript
+import { Injectable, Scope } from '@nitrostack/core';
+
+@Injectable({ scope: Scope.SINGLETON })
+export class UsersService {
+  constructor(private readonly db: DatabaseService) {}
+  
+  async getUser(id: string) {
+    return this.db.query('SELECT * FROM users WHERE id = $1', [id]);
+  }
+}
+```
+
+## Lifecycles and Hooks
+Implement NestJS-style lifecycle interfaces on modules, controllers, or providers to hook into application state changes:
+
+* **`OnModuleInit`** (`onModuleInit`): Called after modules have initialized but before the server starts listening.
+* **`OnApplicationBootstrap`** (`onApplicationBootstrap`): Called once the server is fully started and listening.
+* **`OnModuleDestroy`** (`onModuleDestroy`): Called when the module or application is shutting down.
+* **`BeforeApplicationShutdown`** (`beforeApplicationShutdown(signal?: string)`): Called before the application starts shutting down. Receives the OS signal (e.g. `SIGINT`).
+* **`OnApplicationShutdown`** (`onApplicationShutdown(signal?: string)`): Called during shutdown. Receives the OS signal.
+
+```typescript
+import { 
+  Injectable, 
+  OnModuleInit, 
+  OnApplicationBootstrap,
+  OnModuleDestroy, 
+  BeforeApplicationShutdown,
+  OnApplicationShutdown 
+} from '@nitrostack/core';
+
+@Injectable()
+export class DatabaseService 
+  implements OnModuleInit, OnApplicationBootstrap, OnModuleDestroy, BeforeApplicationShutdown, OnApplicationShutdown 
+{
+  async onModuleInit() {
+    await this.connect();
+  }
+
+  async onApplicationBootstrap() {
+    console.log('App ready to handle connections.');
+  }
+
+  async onModuleDestroy() {
+    await this.cleanupPendingQueries();
+  }
+
+  async beforeApplicationShutdown(signal?: string) {
+    console.log(`Shutting down soon (signal: ${signal}).`);
+  }
+
+  async onApplicationShutdown(signal?: string) {
+    await this.disconnect();
+  }
+}
+```
+
+---
+
+## Eventing System (`emitEvent` and `@OnEvent`)
+NitroStack includes an internal eventing system to decouple components. A service or tool can emit an event using `emitEvent`, and any injectable class (like a handler service or controller) can subscribe using the `@OnEvent` decorator.
+
+### 1. Emitting Events
+Call `emitEvent` to dispatch an event payload asynchronously.
+
+```typescript
+import { Injectable, emitEvent } from '@nitrostack/core';
+
+@Injectable()
+export class SpaceShipService {
+  async launchShip(shipId: string) {
+    // Process launch...
+    
+    // Dispatch event
+    emitEvent('ship.launched', {
+      shipId,
+      timestamp: new Date().toISOString(),
+    });
+  }
+}
+```
+
+### 2. Listening to Events
+Decorate a method inside any `@Injectable()` class with `@OnEvent('event_pattern')` to register it as an event handler.
+
+```typescript
+import { Injectable, OnEvent } from '@nitrostack/core';
+
+@Injectable({ deps: [] })
+export class FlightLogHandler {
+  @OnEvent('ship.launched')
+  async logLaunch(data: { shipId: string; timestamp: string }) {
+    console.error(`🚀 [EVENT] Ship ${data.shipId} was successfully launched at ${data.timestamp}`);
+  }
+}
+```
+
+> [!NOTE]
+> For the `@OnEvent` decorator to register properly, the containing class must be declared as a provider inside an active module.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/middleware-pipeline/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/middleware-pipeline/SKILL.md
new file mode 100644
index 000000000..dabe295ac
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/middleware-pipeline/SKILL.md	
@@ -0,0 +1,235 @@
+---
+name: nitrostack-middleware-pipeline
+description: Best practices for implementing and applying Guards, Interceptors, Middleware, Pipes, and Exception Filters in the NitroStack SDK.
+---
+
+## When to Use
+Use this skill when implementing request validation, authorization checks, response mapping, logging, error handling, or performance tracking on NitroStack tool methods.
+
+---
+
+## 1. Guards (`Guard` and `@UseGuards`)
+Guards determine if a request should be processed by a tool handler based on authentication, authorization, or other conditions.
+
+### Interface:
+```typescript
+import { Guard, ExecutionContext } from '@nitrostack/core';
+
+export interface Guard {
+  canActivate(context: ExecutionContext): boolean | Promise<boolean>;
+}
+```
+
+### Example:
+```typescript
+import { Guard, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class RolesGuard implements Guard {
+  async canActivate(context: ExecutionContext): Promise<boolean> {
+    const userRoles = context.clientMetadata?.roles || [];
+    return userRoles.includes('admin');
+  }
+}
+```
+
+Apply the guard using `@UseGuards(...)`:
+```typescript
+import { Tool, UseGuards, z } from '@nitrostack/core';
+import { RolesGuard } from './roles.guard.js';
+
+export class AdminTools {
+  @Tool({
+    name: 'delete_system_logs',
+    description: 'Delete all system logs from the server.',
+    inputSchema: z.object({}),
+  })
+  @UseGuards(RolesGuard)
+  async deleteLogs() {
+    return { success: true };
+  }
+}
+```
+
+---
+
+## 2. Interceptors (`InterceptorInterface` and `@UseInterceptors`)
+Interceptors can transform/intercept input arguments or mapped output from a tool method execution.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface InterceptorInterface {
+  intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { InterceptorInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class TimingInterceptor implements InterceptorInterface {
+  async intercept(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    const start = Date.now();
+    const result = await next();
+    const duration = Date.now() - start;
+    context.logger.info(`Execution took ${duration}ms`);
+    return {
+      ...result,
+      _meta: { durationMs: duration }
+    };
+  }
+}
+```
+
+---
+
+## 3. Exception Filters (`ExceptionFilterInterface` and `@UseFilters`)
+Exception filters catch any errors thrown within guards, interceptors, or the tool handlers themselves, mapping them into user-friendly JSON payloads.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext): unknown | Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { ExceptionFilterInterface, ExecutionContext, Injectable } from '@nitrostack/core';
+
+@Injectable()
+export class CustomExceptionFilter implements ExceptionFilterInterface {
+  catch(exception: unknown, context: ExecutionContext) {
+    const message = exception instanceof Error ? exception.message : 'Unknown error';
+    return {
+      error: true,
+      message,
+      timestamp: new Date().toISOString()
+    };
+  }
+}
+```
+
+Apply the filter using `@UseFilters(...)` on a tool method:
+
+```typescript
+import { Tool, UseFilters, z } from '@nitrostack/core';
+import { CustomExceptionFilter } from './custom-exception.filter.js';
+
+export class LoggingTools {
+  @Tool({
+    name: 'generate_report',
+    description: 'Generates system usage reports.',
+    inputSchema: z.object({}),
+  })
+  @UseFilters(CustomExceptionFilter)
+  async generateReport() {
+    throw new Error('Report generation is not implemented yet.');
+  }
+}
+```
+
+---
+
+## 4. Middleware (`MiddlewareInterface`, `@Middleware` and `@UseMiddleware`)
+Middleware executes before the request reaches the tool handler, and can wrap the handler execution by invoking `next()`.
+
+### Interface:
+```typescript
+import { ExecutionContext } from '@nitrostack/core';
+
+export interface MiddlewareInterface {
+  use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown>;
+}
+```
+
+### Example:
+```typescript
+import { Middleware, MiddlewareInterface, ExecutionContext } from '@nitrostack/core';
+
+@Middleware()
+export class LoggingMiddleware implements MiddlewareInterface {
+  async use(context: ExecutionContext, next: () => Promise<unknown>): Promise<unknown> {
+    context.logger.info(`Entering tool: ${context.toolName}`);
+    try {
+      const result = await next();
+      context.logger.info(`Exiting tool: ${context.toolName}`);
+      return result;
+    } catch (error) {
+      context.logger.error(`Error in tool: ${error}`);
+      throw error;
+    }
+  }
+}
+```
+
+Apply the middleware using `@UseMiddleware(...)` on a tool method:
+```typescript
+import { Tool, UseMiddleware, z } from '@nitrostack/core';
+import { LoggingMiddleware } from './logging.middleware.js';
+
+export class StationTools {
+  @Tool({
+    name: 'fetch_logs',
+    description: 'Fetch station operations logs.',
+    inputSchema: z.object({}),
+  })
+  @UseMiddleware(LoggingMiddleware)
+  async fetchLogs() {
+    return { status: 'operational' };
+  }
+}
+```
+
+---
+
+## 5. Pipes (`PipeInterface`, `@Pipe` and `@UsePipes`)
+Pipes are used to transform or validate input arguments before they reach the tool handler method.
+
+### Interface:
+```typescript
+import { ArgumentMetadata } from '@nitrostack/core';
+
+export interface PipeInterface<T = unknown, R = unknown> {
+  transform(value: T, metadata: ArgumentMetadata): R | Promise<R>;
+}
+```
+
+### Example:
+```typescript
+import { Pipe, PipeInterface, ArgumentMetadata } from '@nitrostack/core';
+
+@Pipe()
+export class TrimPipe implements PipeInterface<Record<string, unknown>, Record<string, unknown>> {
+  transform(value: Record<string, unknown>, metadata: ArgumentMetadata) {
+    const trimmed: Record<string, unknown> = {};
+    for (const [key, val] of Object.entries(value)) {
+      trimmed[key] = typeof val === 'string' ? val.trim() : val;
+    }
+    return trimmed;
+  }
+}
+```
+
+Apply the pipe using `@UsePipes(...)` on a tool method:
+```typescript
+import { Tool, UsePipes, z } from '@nitrostack/core';
+import { TrimPipe } from './trim.pipe.js';
+
+export class MessagingTools {
+  @Tool({
+    name: 'send_message',
+    description: 'Send a message to other stations.',
+    inputSchema: z.object({ text: z.string() }),
+  })
+  @UsePipes(TrimPipe)
+  async sendMessage(input: { text: string }) {
+    return { sentText: input.text };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/tools-resources-prompts/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/tools-resources-prompts/SKILL.md
new file mode 100644
index 000000000..bf34b732d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/tools-resources-prompts/SKILL.md	
@@ -0,0 +1,287 @@
+---
+name: nitrostack-tools-resources-prompts
+description: Guidelines and patterns for defining Tools, Resources, and Prompts in a NitroStack application with schema validation via Zod, including caching, rate-limiting, and base64 file uploads.
+---
+
+## When to Use
+Use this skill whenever you are defining, editing, or validating tools, resources, or prompts on a NitroStack MCP server.
+
+## Defining Tools with `@Tool`
+An MCP tool exposes a function that an AI client can invoke. Decorate a service or controller method with `@Tool`.
+
+### Key Tool Options:
+* `name`: Kebab-case or snake_case unique identifier.
+* `description`: Detailed description explaining when and how the client should use it.
+* `inputSchema`: A Zod object schema for strict validation of inputs.
+* `outputSchema` (optional): Zod schema validating the output structure.
+
+```typescript
+import { ToolDecorator as Tool, ControllerDecorator as Controller, InitialTool, z, ExecutionContext } from '@nitrostack/core';
+
+@Controller('weather')
+export class WeatherService {
+  @Tool({
+    name: 'get_current_weather',
+    description: 'Get the current weather forecast for a specific city.',
+    inputSchema: z.object({
+      city: z.string().describe('The name of the city, e.g., San Francisco'),
+      unit: z.enum(['celsius', 'fahrenheit']).default('celsius'),
+    }),
+  })
+  @InitialTool() // Auto-invoked when the AI client initializes/starts
+  async getWeather(
+    input: { city: string; unit: 'celsius' | 'fahrenheit' },
+    ctx: ExecutionContext
+  ) {
+    ctx.logger.info(`Fetching weather for ${input.city}`);
+    // implementation
+    return {
+      city: input.city,
+      temp: 22,
+      condition: 'Sunny',
+    };
+  }
+}
+```
+
+## Defining Resources with `@Resource`
+An MCP resource exposes static or dynamic data files/URIs that the AI client can read.
+
+### Key Resource Options:
+* `uri`: URI pattern (e.g., `git://{owner}/{repo}/file` or static `app://config`).
+* `name`: Unique name of the resource.
+* `description`: Explanation of what data this resource provides.
+* `mimeType`: Mime type of the response (e.g., `text/plain`, `application/json`).
+
+```typescript
+import { Resource, ExecutionContext } from '@nitrostack/core';
+
+export class ConfigResources {
+  @Resource({
+    uri: 'app://settings',
+    name: 'Application Settings',
+    description: 'System-wide configuration settings and parameters.',
+    mimeType: 'application/json',
+  })
+  async getSettings(ctx: ExecutionContext) {
+    return {
+      environment: 'development',
+      debugMode: true,
+    };
+  }
+}
+```
+
+## Defining Prompts with `@Prompt`
+An MCP prompt exposes reusable templates or instruction sets that guide LLMs.
+
+### Key Prompt Options:
+* `name`: Name of the prompt.
+* `description`: Describes what task this prompt helps accomplish.
+* `arguments`: Declares parameters the client can supply to customize the prompt template.
+
+```typescript
+import { Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class PromptTemplates {
+  @Prompt({
+    name: 'code_review',
+    description: 'Provide an intensive code review for a given code snippet.',
+    arguments: [
+      { name: 'language', description: 'The programming language, e.g., TypeScript', required: true },
+      { name: 'code', description: 'The code snippet to review', required: true },
+    ],
+  })
+  async getCodeReviewPrompt(
+    args: { language: string; code: string },
+    ctx: ExecutionContext
+  ) {
+    return {
+      messages: [
+        {
+          role: 'user',
+          content: `You are an expert software engineer. Review this ${args.language} code:\n\n${args.code}`,
+        },
+      ],
+    };
+  }
+}
+```
+
+---
+
+## Tool Policies: Caching (`@Cache`) and Rate Limiting (`@RateLimit`)
+You can control tool execution behaviors (such as performance optimization and throttling) using method decorators.
+
+### 1. Caching with `@Cache`
+Use `@Cache` to cache tool execution outputs for a specified duration (TTL in seconds). This reduces database or API overhead for frequent identical requests.
+
+#### Options:
+* `ttl`: Cache time-to-live in seconds (required).
+* `key` (optional): Custom function `(input: any, context?: any) => string` that returns a unique cache key based on inputs. If not defined, a key is auto-generated from serialized input arguments.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, Cache, z } from '@nitrostack/core';
+
+export class StationTools {
+  @Tool({
+    name: 'get_system_status',
+    description: 'Fetch real-time station metrics. Response is cached.',
+    inputSchema: z.object({}),
+  })
+  @Cache({ ttl: 60 }) // Caches status for 60 seconds
+  async getSystemStatus() {
+    return { temperature: 21.5, oxygen: 0.98 };
+  }
+
+  @Tool({
+    name: 'get_crew_status',
+    description: 'Fetch status of a crew member. Cached by crew ID.',
+    inputSchema: z.object({ id: z.string() }),
+  })
+  @Cache({
+    ttl: 300,
+    key: (input) => `crew:status:${input.id}`
+  })
+  async getCrewStatus(input: { id: string }) {
+    // ...
+  }
+}
+```
+
+### 2. Rate Limiting with `@RateLimit`
+Use `@RateLimit` to restrict the number of tool invocations within a specified time window to prevent client abuse.
+
+#### Options:
+* `requests`: Number of allowed requests in the window (required).
+* `window`: Throttling duration window (required). Supports formats like `'1s'`, `'1m'`, `'1h'`.
+* `key` (optional): Custom function `(context: ExecutionContext) => string` to group rate limits. Useful for rate-limiting per user role or API key.
+
+#### Example:
+```typescript
+import { ToolDecorator as Tool, RateLimit, z, ExecutionContext } from '@nitrostack/core';
+
+export class DiagnosticTools {
+  @Tool({
+    name: 'run_deep_diagnostic',
+    description: 'Run intensive diagnostics. Rate limited.',
+    inputSchema: z.object({}),
+  })
+  @RateLimit({ requests: 3, window: '1m' }) // Max 3 requests per minute globally
+  async runDeepDiagnostic() {
+    return { diagnosticReport: 'All systems operational.' };
+  }
+
+  @Tool({
+    name: 'request_supply_drop',
+    description: 'Request inventory supplies. Rate limited per user.',
+    inputSchema: z.object({ item: z.string() }),
+  })
+  @RateLimit({
+    requests: 5,
+    window: '1h',
+    key: (ctx: ExecutionContext) => ctx.auth?.subject || 'anonymous'
+  })
+  async requestSupply(input: { item: string }, ctx: ExecutionContext) {
+    // ...
+  }
+}
+```
+
+---
+
+## Handling File Uploads in Tools
+NitroStack supports file uploads from MCP clients (like NitroStudio) by passing the file as a base64-encoded string inside a tool's input parameters.
+
+### 1. Declaring Input Schema for File Uploads
+To accept an uploaded file, define three Zod fields in your tool's `inputSchema`:
+* `file_name`: The name of the file (e.g. `report.csv`).
+* `file_type`: The MIME type (e.g. `text/csv`).
+* `file_content`: The base64-encoded string containing the file data.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+
+export class FileTools {
+  @Tool({
+    name: 'upload_document',
+    description: 'Upload a text document or image.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async uploadDocument(input: any, ctx: ExecutionContext) {
+    // Processing logic
+  }
+}
+```
+
+### 2. Decoding Base64 Payloads
+File uploads can arrive in two formats depending on the client:
+1. **Data URL format**: `data:image/png;base64,iVBORw0KGgo...`
+2. **Raw Base64 format**: `iVBORw0KGgo...`
+
+Use the following universal decoder pattern to parse either format into a Node `Buffer`:
+
+```typescript
+import * as fs from 'fs';
+import * as path from 'path';
+
+function decodeBase64File(content: string): Buffer {
+  const matches = content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+  
+  if (matches && matches.length === 3) {
+    // Data URL format - decode matches[2]
+    return Buffer.from(matches[2], 'base64');
+  } else {
+    // Raw base64 format - decode input directly
+    return Buffer.from(content, 'base64');
+  }
+}
+```
+
+### 3. Secure File Saving Example
+Always validate the directory paths to prevent directory traversal attacks when saving files to disk.
+
+```typescript
+import { ToolDecorator as Tool, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+const UPLOAD_DIR = path.join(process.cwd(), 'uploads');
+
+export class SecureUploadTools {
+  @Tool({
+    name: 'save_uploaded_file',
+    description: 'Decodes and saves an uploaded file securely.',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content'),
+    })
+  })
+  async saveFile(input: any, ctx: ExecutionContext) {
+    // Ensure uploads directory exists
+    if (!fs.existsSync(UPLOAD_DIR)) {
+      fs.mkdirSync(UPLOAD_DIR, { recursive: true });
+    }
+
+    // Secure destination path to prevent path traversal
+    const safeName = path.basename(input.file_name);
+    const filePath = path.join(UPLOAD_DIR, safeName);
+    if (!filePath.startsWith(UPLOAD_DIR)) {
+      throw new Error('Invalid file path detected (path traversal).');
+    }
+
+    // Decode and write to disk
+    const buffer = decodeBase64File(input.file_content);
+    fs.writeFileSync(filePath, buffer);
+
+    ctx.logger.info(`Successfully saved file: ${safeName}`);
+    return { success: true, path: filePath };
+  }
+}
+```
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/ui-widgets/SKILL.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/ui-widgets/SKILL.md
new file mode 100644
index 000000000..55b7af712
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/.opencode/skills/ui-widgets/SKILL.md	
@@ -0,0 +1,251 @@
+---
+name: nitrostack-ui-widgets
+description: Best practices for linking tools to interactive frontend widgets using @Widget and @nitrostack/widgets SDK (including state sync, tool calling, display modes, media queries, and chat actions).
+---
+
+## When to Use
+Use this skill when designing, building, or modifying interactive user interface widgets that display custom React content inside AI clients or NitroStudio.
+
+---
+
+## 1. Backend Definition (`@Widget`)
+To display a React-based widget for a tool's output, decorate the tool method with `@Widget`.
+
+### Options:
+* **String Route**: A simple string representing the route identifier in the frontend React app (e.g. `'product-card'`).
+* **Object Route**: Object including:
+  * `route` (required): The route path.
+  * `domain` (optional): Allowed sandbox domain.
+  * `csp` (optional): Content Security Policy guidelines.
+
+### Example:
+```typescript
+import { Tool, Widget, z } from '@nitrostack/core';
+
+export class CatalogTools {
+  @Tool({
+    name: 'fetch_product',
+    description: 'Get product information by barcode.',
+    inputSchema: z.object({ barcode: z.string() }),
+  })
+  @Widget('product-details') // Maps to the "product-details" frontend component
+  async fetchProduct(input: { barcode: string }) {
+    return {
+      name: 'Super Nitro Energy Drink',
+      price: 2.99,
+      sku: input.barcode,
+    };
+  }
+}
+```
+
+---
+
+## 2. Frontend React Widget (`@nitrostack/widgets`)
+In your React widget frontend application (typically a Next.js client component), use the `useWidgetSDK` hook to receive input data from the client host.
+
+### React Component Example:
+```tsx
+'use client';
+
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+interface ProductData {
+  name: string;
+  price: number;
+  sku: string;
+}
+
+export default function ProductDetailsWidget() {
+  const { isReady, getToolOutput, theme } = useWidgetSDK();
+  const data = getToolOutput<ProductData>();
+
+  if (!isReady) {
+    return <div className="loading">Connecting to host...</div>;
+  }
+
+  if (!data) {
+    return <div className="error">No product data received.</div>;
+  }
+
+  return (
+    <div className={`product-card ${theme === 'dark' ? 'dark' : 'light'}`}>
+      <h3>{data.name}</h3>
+      <p className="price">${data.price.toFixed(2)}</p>
+      <span className="sku">SKU: {data.sku}</span>
+    </div>
+  );
+}
+```
+
+---
+
+## 3. State Management & Synchronization (`useWidgetState`)
+Use `useWidgetState` to manage and persist client-side widget state (e.g. selected tabs, filter values, input states). This state automatically synchronizes with the host application context, persisting it across page re-renders.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetState } from '@nitrostack/widgets';
+
+export default function StationPanelWidget() {
+  const [state, setState] = useWidgetState(() => ({
+    selectedTab: 'overview',
+    showExtendedInfo: false,
+  }));
+
+  return (
+    <div>
+      <button onClick={() => setState({ ...state, selectedTab: 'alerts' })}>
+        View Alerts
+      </button>
+      <p>Current Tab: {state?.selectedTab}</p>
+    </div>
+  );
+}
+```
+
+---
+
+## 4. Calling Core Tools from Widgets (`callTool`)
+You can invoke other backend MCP tools directly from the frontend widget using `callTool`. This is useful for tool chaining or triggering detailed audits.
+
+### Example:
+```tsx
+import React, { useState } from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function SystemDiagnostics() {
+  const { callTool, isReady } = useWidgetSDK();
+  const [isRunning, setIsRunning] = useState(false);
+  const [result, setResult] = useState<string | null>(null);
+
+  const runDiagnostic = async () => {
+    if (!isReady) return;
+    setIsRunning(true);
+    try {
+      const response = await callTool('run_diagnostic', { system: 'oxygen_scrubber' });
+      setResult(response.result as string);
+    } catch (err) {
+      setResult('Diagnostic execution failed.');
+    } finally {
+      setIsRunning(false);
+    }
+  };
+
+  return (
+    <button onClick={runDiagnostic} disabled={isRunning}>
+      {isRunning ? 'Running...' : 'Run Diagnostics'}
+    </button>
+  );
+}
+```
+
+---
+
+## 5. Layout & Display Controls
+Widgets can dynamically request size mode changes (fullscreen, inline, picture-in-picture) and adapt layouts to safe areas (dynamic islands/notches) or maximum height constraints.
+
+### Key Methods:
+* `requestFullscreen()`: Switch host widget display to fullscreen.
+* `requestInline()`: Switch host widget display back to inline.
+* `requestPip()`: Float widget in Picture-in-Picture.
+* `requestClose()`: Dismiss the widget completely.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function StatusBoard() {
+  const { 
+    requestFullscreen, 
+    requestInline, 
+    requestClose,
+    displayMode,   // Reactive property ('fullscreen' | 'inline' | 'pip')
+    maxHeight,     // Reactive maxHeight constraint (in pixels)
+    getSafeArea    // Insets data: { top, right, bottom, left }
+  } = useWidgetSDK();
+
+  const safeArea = getSafeArea() || { top: 0, bottom: 0 };
+
+  return (
+    <div style={{ maxHeight: maxHeight || 400, paddingTop: safeArea.top }}>
+      <h3>Mode: {displayMode}</h3>
+      <button onClick={requestFullscreen}>Fullscreen</button>
+      <button onClick={requestInline}>Collapse</button>
+      <button onClick={requestClose}>Dismiss Widget</button>
+    </div>
+  );
+}
+```
+
+---
+
+## 6. Chat Navigation & Actions
+Widgets can interact with the host chat pane using external browser links and follow-up prompts.
+
+### Key Methods:
+* `openExternal(url)`: Open the target URL safely in the user's primary external browser.
+* `sendFollowUpMessage(prompt)`: Insert a message into the chat flow, automatically submitting it to the LLM agent.
+
+### Example:
+```tsx
+import React from 'react';
+import { useWidgetSDK } from '@nitrostack/widgets';
+
+export default function MissionControl() {
+  const { openExternal, sendFollowUpMessage } = useWidgetSDK();
+
+  return (
+    <div>
+      {/* Open external documentation */}
+      <button onClick={() => openExternal('https://docs.nitrostack.dev')}>
+        Open Manual
+      </button>
+
+      {/* Ask LLM agent directly from the widget */}
+      <button onClick={() => sendFollowUpMessage('Analyze mission failures from last week')}>
+        Ask Agent to Analyze
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 7. Media & Accessibility Queries
+The SDK provides helper utilities to query target client capabilities for styling or accessibility.
+
+### Key Utilities:
+* `prefersReducedMotion()`: Returns `true` if client settings specify reduced motion. Disable animations.
+* `isPrimarilyTouchDevice()`: Returns `true` if the device has a coarse pointer (e.g. touch/mobile). Increase button target sizes.
+* `isHoverAvailable()`: Returns `true` if pointer supports hover states.
+* `prefersDarkColorScheme()`: Returns `true` if the system theme is dark.
+
+### Example:
+```tsx
+import React from 'react';
+import { isPrimarilyTouchDevice, prefersReducedMotion } from '@nitrostack/widgets';
+
+export default function AccessiblePanel() {
+  const isTouch = isPrimarilyTouchDevice();
+  const reducedMotion = prefersReducedMotion();
+
+  return (
+    <div className={reducedMotion ? 'no-animations' : 'smooth-transitions'}>
+      <button style={{ padding: isTouch ? '16px' : '8px' }}>
+        Interactive Button
+      </button>
+    </div>
+  );
+}
+```
+
+---
+
+## 8. Testing Widgets
+* Open your project in **NitroStudio** for visual preview.
+* Invoke the tool from the AI chat or testing pane to verify the widget updates instantly with the returned JSON structure.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/README.md b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/README.md
new file mode 100644
index 000000000..9dba89505
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/README.md	
@@ -0,0 +1,49 @@
+# NitroStack Starter Template
+
+Minimal template for learning NitroStack fundamentals with a calculator-focused
+MCP server and basic widgets.
+
+## What This Template Includes
+
+- `calculator` module with tools, resources, and prompts
+- TypeScript + Zod validation setup
+- Widget-ready project structure
+- Production-friendly npm scripts
+
+## Quick Start
+
+```bash
+npx @nitrostack/cli init my-server --template typescript-starter
+cd my-server
+npm run dev
+```
+
+## Common Commands
+
+```bash
+npm run dev
+npm run build
+npm start
+```
+
+## NitroStudio
+
+NitroStudio is the recommended way to test and debug this template during
+development.
+
+- Download: <https://nitrostack.ai/studio>
+- Studio: <https://nitrostack.ai/studio>
+
+## Links
+
+- Docs: <https://docs.nitrostack.ai>
+- Templates docs: <https://docs.nitrostack.ai/templates/01-starter-template>
+- Main repository: <https://github.com/nitrocloudofficial/nitrostack>
+
+## Community
+
+- Discord: <https://discord.gg/uVWey6UhuD>
+- X: <https://x.com/nitrostackai>
+- YouTube: <https://www.youtube.com/@nitrostackai>
+- LinkedIn: <https://linkedin.com/company/nitrostack-ai/>
+- GitHub: <https://github.com/nitrostackai>
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/_smoke_test.mjs b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/_smoke_test.mjs
new file mode 100644
index 000000000..f65dd9b02
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/_smoke_test.mjs	
@@ -0,0 +1,136 @@
+import { spawn } from "node:child_process";
+import http from "node:http";
+import WebSocket from "ws";
+
+const API_PORT = 5000;
+const WS_PORT = 8080;
+const BASE = `http://localhost:${API_PORT}`;
+
+function get(path) {
+  return new Promise((resolve, reject) => {
+    http
+      .get(`${BASE}${path}`, (res) => {
+        let body = "";
+        res.on("data", (c) => (body += c));
+        res.on("end", () => resolve(JSON.parse(body)));
+      })
+      .on("error", reject);
+  });
+}
+
+function post(path, body) {
+  return new Promise((resolve, reject) => {
+    const data = JSON.stringify(body);
+    const req = http.request(
+      `${BASE}${path}`,
+      { method: "POST", headers: { "Content-Type": "application/json" } },
+      (res) => {
+        let out = "";
+        res.on("data", (c) => (out += c));
+        res.on("end", () => resolve(JSON.parse(out)));
+      }
+    );
+    req.on("error", reject);
+    req.write(data);
+    req.end();
+  });
+}
+
+async function waitForServer(timeoutMs = 15000) {
+  const start = Date.now();
+  while (Date.now() - start < timeoutMs) {
+    try {
+      await get("/api/health");
+      return;
+    } catch {
+      await new Promise((r) => setTimeout(r, 300));
+    }
+  }
+  throw new Error("Server did not become ready in time");
+}
+
+async function main() {
+  const server = spawn("node", ["dist/api/server.js"], {
+    stdio: "inherit",
+    cwd: process.cwd(),
+  });
+
+  let failed = false;
+  try {
+    await waitForServer();
+    console.log("[smoke] server ready");
+
+    await post("/api/device/register", {
+      id: "ESP32_S3_001",
+      name: "Guardian Bridge",
+    });
+    await post("/api/monitoring/start", { deviceId: "ESP32_S3_001" });
+
+    const ws = new WebSocket(`ws://localhost:${WS_PORT}`);
+    const liveUpdate = new Promise((resolve) => {
+      ws.on("message", (data) => {
+        const msg = JSON.parse(data.toString());
+        if (msg.event === "LIVE_UPDATE") resolve(msg.data);
+      });
+    });
+    await new Promise((r) => ws.on("open", r));
+
+    const packet = {
+      deviceId: "ESP32_S3_001",
+      timestamp: new Date().toISOString(),
+      rawPacket: {
+        id: 1,
+        mac: "1a:00:00:00:00:00",
+        rssi: -36,
+        channel: 11,
+        noise_floor: -90,
+        len: 5,
+        local_timestamp: 12345,
+        csi: [10, -20, 30, 5, -8, 12, -4, 3, -1, 9],
+        schema: "s3",
+      },
+    };
+    const bridgeResult = await post("/api/bridge", packet);
+    console.log("[smoke] /api/bridge ->", JSON.stringify(bridgeResult));
+
+    const liveData = await liveUpdate;
+    console.log("[smoke] LIVE_UPDATE ->", JSON.stringify(liveData));
+
+    const live = await get("/api/live");
+    const monitor = await get("/api/monitor");
+    const alert = await get("/api/alert");
+    const health = await get("/api/health");
+    const csi = await get("/api/csi/latest");
+
+    console.log("[smoke] /api/live      ->", JSON.stringify(live));
+    console.log("[smoke] /api/monitor   ->", JSON.stringify(monitor));
+    console.log("[smoke] /api/alert     ->", JSON.stringify(alert));
+    console.log("[smoke] /api/health    ->", JSON.stringify(health));
+    console.log("[smoke] /api/csi/latest ->", JSON.stringify(csi));
+
+    const checks = [
+      ["bridge processed", bridgeResult?.processed === true],
+      ["live respiration set", typeof live.respiration === "number"],
+      ["monitor packet rate > 0", monitor.packetRate > 0],
+      ["health websocketClients >= 1", health.websocketClients >= 1],
+      ["csi amplitudes length", Array.isArray(csi.amplitudes) && csi.amplitudes.length === 10],
+      ["alert has time field", typeof alert.time === "string"],
+    ];
+
+    failed = checks.some(([, ok]) => !ok);
+    for (const [name, ok] of checks) {
+      console.log(`[smoke] ${ok ? "PASS" : "FAIL"} ${name}`);
+    }
+
+    ws.close();
+  } catch (err) {
+    failed = true;
+    console.error("[smoke] ERROR:", err);
+  } finally {
+    server.kill();
+  }
+
+  process.exit(failed ? 1 : 0);
+}
+
+main();
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package-lock.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package-lock.json
new file mode 100644
index 000000000..1a1a20f1f
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package-lock.json	
@@ -0,0 +1,4691 @@
+{
+  "name": "GuardianSenseBackend",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "GuardianSenseBackend",
+      "version": "1.0.0",
+      "dependencies": {
+        "@modelcontextprotocol/ext-apps": ">=0.1.0",
+        "@nitrostack/core": "^1",
+        "cors": "^2.8.6",
+        "dotenv": "^16.3.1",
+        "express": "^5.2.1",
+        "ws": "^8.21.1",
+        "zod": "^3.22.4"
+      },
+      "devDependencies": {
+        "@nitrostack/cli": "^1",
+        "@types/cors": "^2.8.19",
+        "@types/express": "^5.0.6",
+        "@types/node": "^22.10.0",
+        "@types/ws": "^8.18.1",
+        "typescript": "^5.3.3"
+      }
+    },
+    "node_modules/@colors/colors": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/@colors/colors/-/colors-1.6.0.tgz",
+      "integrity": "sha512-Ir+AOibqzrIsL6ajt3Rz3LskB7OiMVHqltZmspbW/TJuTVuyOMirVqAkjfY6JISiLHgyNqicAC8AyHHGzNd/dA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.1.90"
+      }
+    },
+    "node_modules/@dabh/diagnostics": {
+      "version": "2.0.8",
+      "resolved": "https://registry.npmjs.org/@dabh/diagnostics/-/diagnostics-2.0.8.tgz",
+      "integrity": "sha512-R4MSXTVnuMzGD7bzHdW2ZhhdPC/igELENcq5IjEverBvq5hn1SXCWcsi6eSsdWP0/Ur+SItRRjAktmdoX/8R/Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@so-ric/colorspace": "^1.1.6",
+        "enabled": "2.0.x",
+        "kuler": "^2.0.0"
+      }
+    },
+    "node_modules/@esbuild/aix-ppc64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/aix-ppc64/-/aix-ppc64-0.24.2.tgz",
+      "integrity": "sha512-thpVCb/rhxE/BnMLQ7GReQLLN8q9qbHmI55F4489/ByVg2aQaQ6kbcLb6FHkocZzQhxc4gx0sCk0tJkKBFzDhA==",
+      "cpu": [
+        "ppc64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "aix"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-arm": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm/-/android-arm-0.24.2.tgz",
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+      "cpu": [
+        "arm"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-arm64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-arm64/-/android-arm64-0.24.2.tgz",
+      "integrity": "sha512-cNLgeqCqV8WxfcTIOeL4OAtSmL8JjcN6m09XIgro1Wi7cF4t/THaWEa7eL5CMoMBdjoHOTh/vwTO/o2TRXIyzg==",
+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/android-x64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/android-x64/-/android-x64-0.24.2.tgz",
+      "integrity": "sha512-B6Q0YQDqMx9D7rvIcsXfmJfvUYLoP722bgfBlO5cGvNVb5V/+Y7nhBE3mHV9OpxBf4eAS2S68KZztiPaWq4XYw==",
+      "cpu": [
+        "x64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "android"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/darwin-arm64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-arm64/-/darwin-arm64-0.24.2.tgz",
+      "integrity": "sha512-kj3AnYWc+CekmZnS5IPu9D+HWtUI49hbnyqk0FLEJDbzCIQt7hg7ucF1SQAilhtYpIujfaHr6O0UHlzzSPdOeA==",
+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/darwin-x64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/darwin-x64/-/darwin-x64-0.24.2.tgz",
+      "integrity": "sha512-WeSrmwwHaPkNR5H3yYfowhZcbriGqooyu3zI/3GGpF8AyUdsrrP0X6KumITGA9WOyiJavnGZUwPGvxvwfWPHIA==",
+      "cpu": [
+        "x64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/@esbuild/freebsd-arm64": {
+      "version": "0.24.2",
+      "resolved": "https://registry.npmjs.org/@esbuild/freebsd-arm64/-/freebsd-arm64-0.24.2.tgz",
+      "integrity": "sha512-UN8HXjtJ0k/Mj6a9+5u6+2eZ2ERD7Edt1Q9IZiB5UZAIdPnVKDoG7mdTVGhHJIeEml60JteamR3qhsr1r8gXvg==",
+      "cpu": [
+        "arm64"
+      ],
+      "dev": true,
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "freebsd"
+      ],
+      "engines": {
+        "node": ">=18"
+      }
+    },
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diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package.json
new file mode 100644
index 000000000..2674aa1bd
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/package.json	
@@ -0,0 +1,37 @@
+{
+  "name": "GuardianSenseBackend",
+  "version": "1.0.0",
+  "private": true,
+  "type": "module",
+  "description": "GuardianSense AI Backend using NitroStack",
+  "scripts": {
+    "dev": "nitrostack-cli dev",
+    "build": "nitrostack-cli build",
+    "start": "npm run build && nitrostack-cli start",
+    "start:prod": "nitrostack-cli start",
+    "upgrade": "nitrostack-cli upgrade",
+    "install:all": "nitrostack-cli install",
+    "widget": "npm --prefix src/widgets"
+  },
+  "dependencies": {
+    "@modelcontextprotocol/ext-apps": ">=0.1.0",
+    "@nitrostack/core": "^1",
+    "cors": "^2.8.6",
+    "dotenv": "^16.3.1",
+    "express": "^5.2.1",
+    "ws": "^8.21.1",
+    "zod": "^3.22.4"
+  },
+  "devDependencies": {
+    "@nitrostack/cli": "^1",
+    "@types/cors": "^2.8.19",
+    "@types/express": "^5.0.6",
+    "@types/node": "^22.10.0",
+    "@types/ws": "^8.18.1",
+    "typescript": "^5.3.3"
+  },
+  "author": "Lalthlamuana Darkim",
+  "nitrostack": {
+    "skillsVersion": "1.0.0"
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/context.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/context.ts
new file mode 100644
index 000000000..ed8908b66
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/context.ts	
@@ -0,0 +1,18 @@
+import { SessionManager } from "../services/session-manager.js";
+import { DeviceRegistry } from "../services/device-registry.js";
+import { GuardianStateManager } from "../services/guardian-state-manager.js";
+import { GuardianCore } from "../services/guardian-core.js";
+import { GuardianWebSocketServer } from "../websocket/websocket-server.js";
+
+export const sessionManager = new SessionManager();
+export const deviceRegistry = new DeviceRegistry();
+export const guardianStateManager = new GuardianStateManager();
+
+export const websocketServer = new GuardianWebSocketServer(8080);
+
+export const guardianCore = new GuardianCore(
+    deviceRegistry,
+    sessionManager,
+    guardianStateManager,
+    websocketServer
+);
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/server.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/server.ts
new file mode 100644
index 000000000..200f874d5
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/api/server.ts	
@@ -0,0 +1,217 @@
+import { getAlert, getAlertHistory } from "../services/alert-state.js";
+import { getMonitorState } from "../services/monitor-state.js";
+import {
+  getLiveVitals,
+  getRespirationHistory,
+} from "../services/live-state.js";
+import { getCsiRingBuffer, getLatestCsiAmplitudes } from "../services/csi-ring-buffer.js";
+import { packetRateTracker } from "../services/packet-rate-tracker.js";
+import express from "express";
+import cors from "cors";
+
+import {
+    guardianCore,
+    deviceRegistry,
+    sessionManager,
+    guardianStateManager,
+    websocketServer
+} from "./context.js";
+
+const app = express();
+
+app.use(cors());
+app.use(express.json());
+
+/**
+ * GET /api/status
+ */
+app.get("/api/status", (req, res) => {
+    res.json(guardianStateManager.getState());
+});
+
+/**
+ * GET /api/devices
+ */
+app.get("/api/devices", (req, res) => {
+    res.json(deviceRegistry.getAllDevices());
+});
+
+/**
+ * GET /api/sessions
+ */
+app.get("/api/sessions", (req, res) => {
+    res.json(sessionManager.getAllSessions());
+});
+
+/**
+ * POST /api/bridge
+ */
+app.post("/api/bridge", (req, res) => {
+
+    try {
+
+        const result = guardianCore.processBridgeMessage(req.body);
+
+        res.json(result);
+
+    } catch (err) {
+
+        res.status(500).json({
+            success: false,
+            error: err instanceof Error ? err.message : "Unknown error"
+        });
+
+    }
+
+});
+app.post("/api/device/register", (req, res) => {
+
+    const { id, name } = req.body;
+
+    if (!id || !name) {
+        return res.status(400).json({
+            success: false,
+            message: "id and name are required"
+        });
+    }
+
+    const device = deviceRegistry.registerDevice(id, name);
+
+    guardianStateManager.updateState({
+        connectedDevices: deviceRegistry.getAllDevices().length
+    });
+
+    res.json({
+        success: true,
+        device
+    });
+    websocketServer.broadcast({
+    event: "DEVICE_REGISTERED",
+    device
+});
+
+});
+app.post("/api/device/heartbeat", (req, res) => {
+
+    const { id } = req.body;
+
+    if (!id) {
+        return res.status(400).json({
+            success: false,
+            message: "id is required"
+        });
+    }
+
+    deviceRegistry.updateHeartbeat(id);
+
+    guardianStateManager.updateState({
+        connectedDevices: deviceRegistry.getAllDevices().length
+    });
+
+    res.json({
+        success: true
+    });
+    websocketServer.broadcast({
+    event: "DEVICE_HEARTBEAT",
+    id
+});
+
+});
+
+const PORT = 5000;
+app.post("/api/monitoring/start", (req, res) => {
+
+    const { deviceId } = req.body;
+
+    if (!deviceId) {
+        return res.status(400).json({
+            success: false,
+            message: "deviceId is required"
+        });
+    }
+
+    const session = sessionManager.createSession(deviceId);
+
+    guardianStateManager.updateState({
+        monitoringActive: true,
+        activeSessions: sessionManager.getAllSessions().filter(s => s.monitoring).length
+    });
+
+    res.json({
+        success: true,
+        session
+    });
+    websocketServer.broadcast({
+    event: "SESSION_STARTED",
+    session
+});
+
+});
+app.post("/api/monitoring/stop", (req, res) => {
+
+    const { sessionId } = req.body;
+
+    if (!sessionId) {
+        return res.status(400).json({
+            success: false,
+            message: "sessionId is required"
+        });
+    }
+
+    const stopped = sessionManager.stopSession(sessionId);
+
+    guardianStateManager.updateState({
+        monitoringActive: false,
+        activeSessions: sessionManager.getAllSessions().filter(s => s.monitoring).length
+    });
+
+    res.json({
+        success: stopped
+    });
+    websocketServer.broadcast({
+    event: "SESSION_STOPPED",
+    sessionId
+});
+
+});
+app.get("/api/live", (req, res) => {
+  res.json(getLiveVitals());
+});
+app.get("/api/live-history", (req, res) => {
+  res.json(getRespirationHistory());
+});
+app.get("/api/monitor", (req, res) => {
+  res.json(getMonitorState());
+});
+app.get("/api/alert", (req, res) => {
+  res.json(getAlert());
+});
+app.get("/api/alert/history", (req, res) => {
+  res.json(getAlertHistory());
+});
+app.get("/api/health", (req, res) => {
+  const state = guardianStateManager.getState();
+  res.json({
+    online: state.backendOnline,
+    websocketClients: websocketServer.clientCount,
+    connectedDevices: state.connectedDevices,
+    activeSessions: state.activeSessions,
+    monitoringActive: state.monitoringActive,
+    packetRate: packetRateTracker.getRate(),
+    uptimeSeconds: Math.round(process.uptime()),
+  });
+});
+app.get("/api/csi/latest", (req, res) => {
+  res.json({ amplitudes: getLatestCsiAmplitudes() });
+});
+app.get("/api/csi/history", (req, res) => {
+  res.json(getCsiRingBuffer());
+});
+app.get("/api/packet-rate", (req, res) => {
+  res.json({ packetRate: packetRateTracker.getRate() });
+});
+app.listen(PORT, () => {
+
+    console.log(`Guardian REST API running on http://localhost:${PORT}`);
+
+});
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/app.module.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/app.module.ts
new file mode 100644
index 000000000..de8e2cc64
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/app.module.ts	
@@ -0,0 +1,35 @@
+import { McpApp, Module, ConfigModule } from '@nitrostack/core';
+import { CalculatorModule } from './modules/calculator/calculator.module.js';
+import { SystemHealthCheck } from './health/system.health.js';
+import { GuardianModule } from './modules/guardian/guardian.module.js';
+/**
+ * Root Application Module
+ * 
+ * This is the main module that bootstraps the MCP server.
+ * It registers all feature modules and health checks.
+ */
+@McpApp({
+  module: AppModule,
+  server: {
+   name: 'guardiansense-backend',
+    version: '1.0.0'
+  },
+  logging: {
+    level: 'info'
+  }
+})
+@Module({
+  name: 'app',
+  description: 'Root application module',
+  imports: [
+  ConfigModule.forRoot(),
+  CalculatorModule,
+  GuardianModule
+],
+  providers: [
+    // Health Checks
+    SystemHealthCheck,
+  ]
+})
+export class AppModule {}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/health/system.health.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/health/system.health.ts
new file mode 100644
index 000000000..5065cffb4
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/health/system.health.ts	
@@ -0,0 +1,55 @@
+import { HealthCheck, HealthCheckInterface, HealthCheckResult } from '@nitrostack/core';
+
+/**
+ * System Health Check
+ * 
+ * Monitors system resources and uptime
+ */
+@HealthCheck({ 
+  name: 'system', 
+  description: 'System resource and uptime check',
+  interval: 30 // Check every 30 seconds
+})
+export class SystemHealthCheck implements HealthCheckInterface {
+  private startTime: number;
+
+  constructor() {
+    this.startTime = Date.now();
+  }
+
+  async check(): Promise<HealthCheckResult> {
+    try {
+      const memoryUsage = process.memoryUsage();
+      const uptime = Date.now() - this.startTime;
+      const uptimeSeconds = Math.floor(uptime / 1000);
+      
+      // Convert memory to MB
+      const memoryUsedMB = Math.round(memoryUsage.heapUsed / 1024 / 1024);
+      const memoryTotalMB = Math.round(memoryUsage.heapTotal / 1024 / 1024);
+      
+      // Consider unhealthy if memory usage is > 90%
+      const memoryPercent = (memoryUsage.heapUsed / memoryUsage.heapTotal) * 100;
+      const isHealthy = memoryPercent < 90;
+      
+      return {
+        status: isHealthy ? 'up' : 'degraded',
+        message: isHealthy 
+          ? 'System is healthy' 
+          : 'High memory usage detected',
+        details: {
+          uptime: `${uptimeSeconds}s`,
+          memory: `${memoryUsedMB}MB / ${memoryTotalMB}MB (${Math.round(memoryPercent)}%)`,
+          pid: process.pid,
+          nodeVersion: process.version,
+        },
+      };
+    } catch (error: any) {
+      return {
+        status: 'down',
+        message: 'System health check failed',
+        details: error.message,
+      };
+    }
+  }
+}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/index.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/index.ts
new file mode 100644
index 000000000..433dda1a7
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/index.ts	
@@ -0,0 +1,31 @@
+/**
+ * Calculator MCP Server
+ * 
+ * Main entry point for the MCP server.
+ * Uses the @McpApp decorator pattern for clean, NestJS-style architecture.
+ * 
+ * Transport Configuration:
+ * - Development (NODE_ENV=development): STDIO only
+ * - Production (NODE_ENV=production): Dual transport (STDIO + HTTP SSE)
+ */
+
+import 'dotenv/config';
+import { McpApplicationFactory } from '@nitrostack/core';
+import { AppModule } from './app.module.js';
+
+// Start Express REST API
+import './api/server.js';
+/**
+ * Bootstrap the application
+ */
+async function bootstrap() {
+  // Create and start the MCP server
+  const server = await McpApplicationFactory.create(AppModule);
+  await server.start();
+}
+
+// Start the application
+bootstrap().catch((error) => {
+  console.error('❌ Failed to start server:', error);
+  process.exit(1);
+});
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.module.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.module.ts
new file mode 100644
index 000000000..9e4872fbb
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.module.ts	
@@ -0,0 +1,12 @@
+import { Module } from '@nitrostack/core';
+import { CalculatorTools } from './calculator.tools.js';
+import { CalculatorResources } from './calculator.resources.js';
+import { CalculatorPrompts } from './calculator.prompts.js';
+
+@Module({
+  name: 'calculator',
+  description: 'Basic arithmetic calculator',
+  controllers: [CalculatorTools, CalculatorResources, CalculatorPrompts]
+})
+export class CalculatorModule {}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.prompts.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.prompts.ts
new file mode 100644
index 000000000..ad9ae3505
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.prompts.ts	
@@ -0,0 +1,73 @@
+import { PromptDecorator as Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class CalculatorPrompts {
+  @Prompt({
+    name: 'calculator_help',
+    description: 'Get help with calculator operations',
+    arguments: [
+      {
+        name: 'operation',
+        description: 'The operation to get help with (optional)',
+        required: false
+      }
+    ]
+  })
+  async getHelp(args: any, ctx: ExecutionContext) {
+    ctx.logger.info('Generating calculator help prompt');
+
+    const operation = args.operation;
+
+    if (operation) {
+      // Help for specific operation
+      const helpText = this.getOperationHelp(operation);
+      return [
+        {
+          role: 'user' as const,
+          content: `How do I use the ${operation} operation in the calculator?`
+        },
+        {
+          role: 'assistant' as const,
+          content: helpText
+        }
+      ];
+    }
+
+    // General help
+    return [
+      {
+        role: 'user' as const,
+        content: 'How do I use the calculator?'
+      },
+      {
+        role: 'assistant' as const,
+        content: `The calculator supports four basic operations:
+
+1. **Addition** - Add two numbers together
+   Example: calculate(operation="add", a=5, b=3) = 8
+
+2. **Subtraction** - Subtract one number from another
+   Example: calculate(operation="subtract", a=10, b=4) = 6
+
+3. **Multiplication** - Multiply two numbers
+   Example: calculate(operation="multiply", a=6, b=7) = 42
+
+4. **Division** - Divide one number by another
+   Example: calculate(operation="divide", a=20, b=5) = 4
+
+Just call the 'calculate' tool with the operation and two numbers!`
+      }
+    ];
+  }
+
+  private getOperationHelp(operation: string): string {
+    const helps: Record<string, string> = {
+      add: 'Use addition to sum two numbers. Call calculate(operation="add", a=5, b=3) to get 8.',
+      subtract: 'Use subtraction to find the difference. Call calculate(operation="subtract", a=10, b=4) to get 6.',
+      multiply: 'Use multiplication to find the product. Call calculate(operation="multiply", a=6, b=7) to get 42.',
+      divide: 'Use division to find the quotient. Call calculate(operation="divide", a=20, b=5) to get 4. Note: Cannot divide by zero!'
+    };
+
+    return helps[operation] || 'Unknown operation. Available operations: add, subtract, multiply, divide.';
+  }
+}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.resources.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.resources.ts
new file mode 100644
index 000000000..77637251b
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.resources.ts	
@@ -0,0 +1,59 @@
+import { ResourceDecorator as Resource, Widget, ExecutionContext } from '@nitrostack/core';
+
+export class CalculatorResources {
+  @Resource({
+    uri: 'calculator://operations',
+    name: 'Calculator Operations',
+    description: 'List of available calculator operations',
+    mimeType: 'application/json',
+    examples: {
+      response: {
+        operations: [
+          { name: 'add', symbol: '+', description: 'Addition' },
+          { name: 'subtract', symbol: '-', description: 'Subtraction' },
+          { name: 'multiply', symbol: '×', description: 'Multiplication' },
+          { name: 'divide', symbol: '÷', description: 'Division' }
+        ]
+      }
+    }
+  })
+  async getOperations(uri: string, ctx: ExecutionContext) {
+    ctx.logger.info('Fetching calculator operations');
+
+    const operations = [
+      {
+        name: 'add',
+        symbol: '+',
+        description: 'Addition',
+        example: '5 + 3 = 8'
+      },
+      {
+        name: 'subtract',
+        symbol: '-',
+        description: 'Subtraction',
+        example: '10 - 4 = 6'
+      },
+      {
+        name: 'multiply',
+        symbol: '×',
+        description: 'Multiplication',
+        example: '6 × 7 = 42'
+      },
+      {
+        name: 'divide',
+        symbol: '÷',
+        description: 'Division',
+        example: '20 ÷ 5 = 4'
+      }
+    ];
+
+    return {
+      contents: [{
+        uri,
+        mimeType: 'application/json',
+        text: JSON.stringify({ operations }, null, 2)
+      }]
+    };
+  }
+}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.tools.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.tools.ts
new file mode 100644
index 000000000..38ce863f5
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/calculator/calculator.tools.ts	
@@ -0,0 +1,166 @@
+import { ToolDecorator as Tool, Widget, ExecutionContext, z } from '@nitrostack/core';
+import * as fs from 'fs';
+import * as path from 'path';
+
+export class CalculatorTools {
+  @Tool({
+    name: 'calculate',
+    description: 'Perform basic arithmetic calculations',
+    inputSchema: z.object({
+      operation: z.enum(['add', 'subtract', 'multiply', 'divide']).describe('The operation to perform'),
+      a: z.number().describe('First number'),
+      b: z.number().describe('Second number')
+    }),
+    examples: {
+      request: {
+        operation: 'add',
+        a: 5,
+        b: 3
+      },
+      response: {
+        operation: 'add',
+        a: 5,
+        b: 3,
+        result: 8,
+        expression: '5 + 3 = 8'
+      }
+    }
+  })
+  @Widget('calculator-result')
+  async calculate(input: any, ctx: ExecutionContext) {
+    ctx.logger.info('Performing calculation', {
+      operation: input.operation,
+      a: input.a,
+      b: input.b
+    });
+
+    let result: number;
+    let symbol: string;
+
+    switch (input.operation) {
+      case 'add':
+        result = input.a + input.b;
+        symbol = '+';
+        break;
+      case 'subtract':
+        result = input.a - input.b;
+        symbol = '-';
+        break;
+      case 'multiply':
+        result = input.a * input.b;
+        symbol = '×';
+        break;
+      case 'divide':
+        if (input.b === 0) {
+          throw new Error('Cannot divide by zero');
+        }
+        result = input.a / input.b;
+        symbol = '÷';
+        break;
+      default:
+        throw new Error('Invalid operation');
+    }
+
+    return {
+      operation: input.operation,
+      a: input.a,
+      b: input.b,
+      result,
+      expression: `${input.a} ${symbol} ${input.b} = ${result}`
+    };
+  }
+
+  @Tool({
+    name: 'convert_temperature',
+    description: 'Convert temperature units based on file content or direct input. Supports Celsius (C) and Fahrenheit (F).',
+    inputSchema: z.object({
+      file_name: z.string().describe('Name of the uploaded file'),
+      file_type: z.string().describe('MIME type of the uploaded file'),
+      file_content: z.string().describe('Base64 encoded file content. Will be injected by system.'),
+      value: z.number().optional().describe('Temperature value to convert'),
+      from_unit: z.enum(['C', 'F']).optional().describe('Unit to convert from (C or F)'),
+      to_unit: z.enum(['C', 'F']).optional().describe('Unit to convert to (C or F)')
+    })
+  })
+  async convertTemperature(input: any, ctx: ExecutionContext) {
+    ctx.logger.info('Processing temperature file', {
+      name: input.file_name,
+      type: input.file_type,
+      value: input.value,
+      from: input.from_unit,
+      to: input.to_unit
+    });
+
+    // Save file to uploads directory
+    const uploadsDir = path.join(process.cwd(), 'uploads');
+    if (!fs.existsSync(uploadsDir)) {
+      fs.mkdirSync(uploadsDir, { recursive: true });
+    }
+
+    const filePath = path.join(uploadsDir, input.file_name);
+
+    // Decode base64
+    if (input.file_content) {
+      try {
+        const matches = input.file_content.match(/^data:([A-Za-z-+\/]+);base64,(.+)$/);
+        let buffer;
+
+        if (matches && matches.length === 3) {
+          buffer = Buffer.from(matches[2], 'base64');
+        } else {
+          buffer = Buffer.from(input.file_content, 'base64');
+        }
+
+        fs.writeFileSync(filePath, buffer);
+        ctx.logger.info(`Saved file to ${filePath}`);
+      } catch (e) {
+        ctx.logger.error('Failed to save file', { error: e instanceof Error ? e.message : String(e) });
+      }
+    }
+
+    const fileStats = {
+      name: input.file_name,
+      type: input.file_type,
+      saved_path: filePath,
+      status: 'saved'
+    };
+
+    let result: number | null = null;
+    let message = `Successfully processed and saved file ${input.file_name}`;
+
+    // Perform conversion logic
+    if (input.value !== undefined && input.from_unit && input.to_unit) {
+      try {
+        message += `. Converting ${input.value}°${input.from_unit} to ${input.to_unit}`;
+
+        if (input.from_unit === input.to_unit) {
+          result = input.value;
+        } else if (input.from_unit === 'C' && input.to_unit === 'F') {
+          result = (input.value * 9 / 5) + 32;
+        } else if (input.from_unit === 'F' && input.to_unit === 'C') {
+          result = (input.value - 32) * 5 / 9;
+        } else {
+          throw new Error('Unsupported unit conversion');
+        }
+
+        // Round to 2 decimal places
+        if (result !== null) {
+          result = Math.round(result * 100) / 100;
+          message += `. Result: ${result}°${input.to_unit}`;
+        }
+      } catch (e: any) {
+        message += `. Conversion failed: ${e.message}`;
+      }
+    } else {
+      message += `. No valid conversion parameters detected from manual input or file extraction.`;
+    }
+
+    return {
+      status: 'success',
+      message,
+      file_info: fileStats,
+      conversion_result: result !== null ? { value: result, unit: input.to_unit } : null,
+      original_value: input.value !== undefined ? { value: input.value, unit: input.from_unit } : null
+    };
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.module.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.module.ts
new file mode 100644
index 000000000..f78f18c25
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.module.ts	
@@ -0,0 +1,16 @@
+import { Module } from '@nitrostack/core';
+
+import { GuardianTools } from './guardian.tools.js';
+import { GuardianResources } from './guardian.resources.js';
+import { GuardianPrompts } from './guardian.prompts.js';
+
+@Module({
+  name: 'guardian',
+  description: 'GuardianSense AI Backend',
+  controllers: [
+    GuardianTools,
+    GuardianResources,
+    GuardianPrompts,
+  ],
+})
+export class GuardianModule {}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.prompts.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.prompts.ts
new file mode 100644
index 000000000..8a793ee7c
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.prompts.ts	
@@ -0,0 +1,33 @@
+import { PromptDecorator as Prompt, ExecutionContext } from '@nitrostack/core';
+
+export class GuardianPrompts {
+  @Prompt({
+    name: 'guardian_help',
+    description: 'Help the AI understand GuardianSense monitoring',
+    arguments: []
+  })
+  async getHelp(args: any, ctx: ExecutionContext) {
+    ctx.logger.info('Loading GuardianSense prompt');
+
+    return [
+      {
+        role: 'user' as const,
+        content: 'How do I use GuardianSense?'
+      },
+      {
+        role: 'assistant' as const,
+        content: `GuardianSense monitors a room using WiFi CSI data.
+
+Available capabilities include:
+
+• Start monitoring
+• Stop monitoring
+• View system status
+• View connected devices
+• View active monitoring sessions
+
+The AI should use GuardianSense tools whenever the user requests information about monitoring, breathing detection, movement detection, or device status.`
+      }
+    ];
+  }
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.resources.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.resources.ts
new file mode 100644
index 000000000..c7631f4be
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.resources.ts	
@@ -0,0 +1,40 @@
+import { ResourceDecorator as Resource, ExecutionContext } from '@nitrostack/core';
+
+export class GuardianResources {
+  @Resource({
+    uri: 'guardian://status',
+    name: 'Guardian System Status',
+    description: 'Current GuardianSense backend status',
+    mimeType: 'application/json',
+    examples: {
+      response: {
+        system: 'online',
+        monitoring: false,
+        activeSessions: 0,
+        connectedDevices: 0
+      }
+    }
+  })
+  async getStatus(uri: string, ctx: ExecutionContext) {
+    ctx.logger.info('Fetching GuardianSense system status');
+
+    return {
+      contents: [
+        {
+          uri,
+          mimeType: 'application/json',
+          text: JSON.stringify(
+            {
+              system: 'online',
+              monitoring: false,
+              activeSessions: 0,
+              connectedDevices: 0
+            },
+            null,
+            2
+          )
+        }
+      ]
+    };
+  }
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.tools.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.tools.ts
new file mode 100644
index 000000000..eac13d406
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/modules/guardian/guardian.tools.ts	
@@ -0,0 +1,72 @@
+import { ToolDecorator as Tool, ExecutionContext, z } from "@nitrostack/core";
+import {
+  sessionManager,
+  deviceRegistry,
+  guardianStateManager,
+} from "../../api/context.js";
+
+export class GuardianTools {
+  @Tool({
+    name: "get_system_status",
+    description: "Returns GuardianSense backend status.",
+    inputSchema: z.object({}),
+  })
+  async getSystemStatus(_input: unknown, ctx: ExecutionContext) {
+    ctx.logger.info("System status requested");
+    return guardianStateManager.getState();
+  }
+
+  @Tool({
+    name: "get_connected_devices",
+    description: "Returns all registered Guardian Bridge devices.",
+    inputSchema: z.object({}),
+  })
+  async getConnectedDevices(_input: unknown, ctx: ExecutionContext) {
+    ctx.logger.info("Connected devices requested");
+    return deviceRegistry.getAllDevices();
+  }
+
+  @Tool({
+    name: "start_monitoring",
+    description: "Starts a GuardianSense monitoring session.",
+    inputSchema: z.object({
+      deviceId: z.string().describe("Guardian Bridge device ID"),
+    }),
+  })
+  async startMonitoring(input: { deviceId: string }, ctx: ExecutionContext) {
+    ctx.logger.info("Starting monitoring", { deviceId: input.deviceId });
+
+    const session = sessionManager.createSession(input.deviceId);
+
+    guardianStateManager.updateState({
+      monitoringActive: true,
+      activeSessions: sessionManager
+        .getAllSessions()
+        .filter((s) => s.monitoring).length,
+    });
+
+    return { success: true, session };
+  }
+
+  @Tool({
+    name: "stop_monitoring",
+    description: "Stops an active GuardianSense monitoring session.",
+    inputSchema: z.object({
+      sessionId: z.string().describe("Monitoring session ID"),
+    }),
+  })
+  async stopMonitoring(input: { sessionId: string }, ctx: ExecutionContext) {
+    ctx.logger.info("Stopping monitoring", { sessionId: input.sessionId });
+
+    const success = sessionManager.stopSession(input.sessionId);
+
+    guardianStateManager.updateState({
+      monitoringActive: false,
+      activeSessions: sessionManager
+        .getAllSessions()
+        .filter((session) => session.monitoring).length,
+    });
+
+    return { success };
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/alert-state.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/alert-state.ts
new file mode 100644
index 000000000..bce85f467
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/alert-state.ts	
@@ -0,0 +1,107 @@
+export type Severity = "low" | "medium" | "high";
+
+export interface AlertState {
+  active: boolean;
+  title: string;
+  message: string;
+  severity: Severity;
+  time: string;
+}
+
+export interface AlertHistoryEntry extends AlertState {
+  raisedAt: number;
+}
+
+const SEVERITY_ORDER: Record<Severity, number> = {
+  low: 0,
+  medium: 1,
+  high: 2,
+};
+
+const MAX_HISTORY = 50;
+const DOWNGRADE_COOLDOWN_MS = 10_000;
+
+let currentAlert: AlertState = {
+  active: false,
+  title: "",
+  message: "",
+  severity: "low",
+  time: "",
+};
+
+let history: AlertHistoryEntry[] = [];
+let lastRaisedAt: number | null = null;
+
+function severityRank(severity: Severity): number {
+  return SEVERITY_ORDER[severity] ?? 0;
+}
+
+/**
+ * Update the active alert.
+ *
+ * Escalations (higher or equal severity) take effect immediately and are
+ * recorded in history. Downgrades and clears are gated by a cooldown so a
+ * transient safe packet cannot instantly dismiss a raised alert.
+ */
+export function updateAlert(alert: AlertState): AlertState {
+  const now = Date.now();
+  const incoming: AlertState = {
+    ...alert,
+    time: alert.time || new Date().toLocaleTimeString(),
+  };
+
+  if (!incoming.active) {
+    if (
+      currentAlert.active &&
+      lastRaisedAt !== null &&
+      now - lastRaisedAt < DOWNGRADE_COOLDOWN_MS
+    ) {
+      return currentAlert;
+    }
+    currentAlert = incoming;
+    lastRaisedAt = null;
+    return currentAlert;
+  }
+
+  const incomingRank = severityRank(incoming.severity);
+  const currentRank = severityRank(currentAlert.severity);
+
+  if (
+    currentAlert.active &&
+    lastRaisedAt !== null &&
+    now - lastRaisedAt < DOWNGRADE_COOLDOWN_MS &&
+    incomingRank < currentRank
+  ) {
+    return currentAlert;
+  }
+
+  if (incomingRank >= currentRank || !currentAlert.active) {
+    history.push({ ...incoming, raisedAt: now });
+    if (history.length > MAX_HISTORY) {
+      history.shift();
+    }
+    lastRaisedAt = now;
+  }
+
+  currentAlert = incoming;
+  return currentAlert;
+}
+
+export function getAlert(): AlertState {
+  return currentAlert;
+}
+
+export function getAlertHistory(): AlertHistoryEntry[] {
+  return [...history];
+}
+
+export function resetAlert(): void {
+  currentAlert = {
+    active: false,
+    title: "",
+    message: "",
+    severity: "low",
+    time: "",
+  };
+  lastRaisedAt = null;
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/baseline-engine.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/baseline-engine.ts
new file mode 100644
index 000000000..34c2fbeaf
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/baseline-engine.ts	
@@ -0,0 +1,19 @@
+import { GuardianFeatures } from "./feature-extractor.js";
+
+export class BaselineEngine {
+
+  private baseline?: GuardianFeatures;
+
+  learn(features: GuardianFeatures) {
+
+    if (!this.baseline) {
+      this.baseline = features;
+    }
+
+  }
+
+  getBaseline() {
+    return this.baseline;
+  }
+
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/csi-ring-buffer.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/csi-ring-buffer.ts
new file mode 100644
index 000000000..c9d61db4f
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/csi-ring-buffer.ts	
@@ -0,0 +1,30 @@
+const MAX_SAMPLES = 60;
+
+export interface CsiSample {
+  timestamp: number;
+  amplitudes: number[];
+}
+
+const buffer: CsiSample[] = [];
+
+export function pushCsiSample(csi: number[]): void {
+  if (!csi || csi.length === 0) {
+    return;
+  }
+
+  const amplitudes = csi.map((v) => Math.abs(v));
+  buffer.push({ timestamp: Date.now(), amplitudes });
+
+  while (buffer.length > MAX_SAMPLES) {
+    buffer.shift();
+  }
+}
+
+export function getCsiRingBuffer(): CsiSample[] {
+  return [...buffer];
+}
+
+export function getLatestCsiAmplitudes(): number[] {
+  const latest = buffer[buffer.length - 1];
+  return latest ? latest.amplitudes : [];
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/decision-engine.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/decision-engine.ts
new file mode 100644
index 000000000..0dfea658b
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/decision-engine.ts	
@@ -0,0 +1,21 @@
+import { GuardianFeatures } from "./feature-extractor.js";
+
+export interface Decision {
+
+  breathingDetected: boolean;
+  movementDetected: boolean;
+
+}
+
+export class DecisionEngine {
+
+  decide(features: GuardianFeatures): Decision {
+
+    return {
+      breathingDetected: features.breathingRate > 2,
+      movementDetected: features.movementScore > 0.5
+    };
+
+  }
+
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/device-registry.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/device-registry.ts
new file mode 100644
index 000000000..18beacea8
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/device-registry.ts	
@@ -0,0 +1,52 @@
+export interface GuardianDevice {
+  id: string;
+  name: string;
+  online: boolean;
+  lastSeen: Date;
+}
+
+export class DeviceRegistry {
+  private devices = new Map<string, GuardianDevice>();
+
+  registerDevice(id: string, name: string): GuardianDevice {
+    const device: GuardianDevice = {
+      id,
+      name,
+      online: true,
+      lastSeen: new Date(),
+    };
+
+    this.devices.set(id, device);
+
+    return device;
+  }
+
+  getDevice(id: string) {
+    return this.devices.get(id);
+  }
+
+  getAllDevices() {
+    return [...this.devices.values()];
+  }
+
+  updateHeartbeat(id: string) {
+    const device = this.devices.get(id);
+
+    if (!device) {
+      return;
+    }
+
+    device.lastSeen = new Date();
+    device.online = true;
+  }
+
+  markOffline(id: string) {
+    const device = this.devices.get(id);
+
+    if (!device) {
+      return;
+    }
+
+    device.online = false;
+  }
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/dsp-engine.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/dsp-engine.ts
new file mode 100644
index 000000000..197398160
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/dsp-engine.ts	
@@ -0,0 +1,32 @@
+export interface CsiPacket {
+  timestamp: string;
+  amplitude: number[];
+  phase: number[];
+}
+
+export interface DspResult {
+  amplitudeMean: number;
+  phaseMean: number;
+  signalStrength: number;
+}
+
+export class DSPEngine {
+
+  process(packet: CsiPacket): DspResult {
+
+    const amplitudeMean =
+      packet.amplitude.reduce((a, b) => a + b, 0) /
+      packet.amplitude.length;
+
+    const phaseMean =
+      packet.phase.reduce((a, b) => a + b, 0) /
+      packet.phase.length;
+
+    return {
+      amplitudeMean,
+      phaseMean,
+      signalStrength: amplitudeMean
+    };
+  }
+
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/feature-extractor.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/feature-extractor.ts
new file mode 100644
index 000000000..403361272
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/feature-extractor.ts	
@@ -0,0 +1,19 @@
+import { DspResult } from "./dsp-engine.js";
+
+export interface GuardianFeatures {
+  breathingRate: number;
+  movementScore: number;
+}
+
+export class FeatureExtractor {
+
+  extract(data: DspResult): GuardianFeatures {
+
+    return {
+      breathingRate: data.amplitudeMean / 5,
+      movementScore: Math.abs(data.phaseMean)
+    };
+
+  }
+
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-agent.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-agent.ts
new file mode 100644
index 000000000..7dd20039d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-agent.ts	
@@ -0,0 +1,28 @@
+export class GuardianAgent {
+
+  evaluate(breathing: boolean, movement: boolean) {
+
+    if (!breathing && movement) {
+      return {
+        alert: true,
+        level: "warning",
+        message: "Movement detected without breathing."
+      };
+    }
+
+    if (!breathing && !movement) {
+      return {
+        alert: true,
+        level: "critical",
+        message: "No breathing or movement detected."
+      };
+    }
+
+    return {
+      alert: false,
+      level: "normal",
+      message: "Monitoring normally."
+    };
+  }
+
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-ai.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-ai.ts
new file mode 100644
index 000000000..f6523272c
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-ai.ts	
@@ -0,0 +1,81 @@
+import { DSPEngine } from "./dsp-engine.js";
+import { FeatureExtractor } from "./feature-extractor.js";
+import { DecisionEngine } from "./decision-engine.js";
+
+export interface GuardianAnalysis {
+  respiration: number;
+  motion: string;
+  confidence: number;
+  risk: string;
+  signalStrength: number;
+  breathingDetected: boolean;
+  movementDetected: boolean;
+}
+
+export class GuardianAI {
+  private dsp = new DSPEngine();
+  private features = new FeatureExtractor();
+  private decisions = new DecisionEngine();
+
+  analyze(packet: any): GuardianAnalysis {
+    const csi: number[] = packet?.csi ?? [];
+    const rssi: number = packet?.rssi ?? -90;
+
+    if (csi.length === 0) {
+      return {
+        respiration: 0,
+        motion: "Waiting...",
+        confidence: 0,
+        risk: "Unknown",
+        signalStrength: 0,
+        breathingDetected: false,
+        movementDetected: false,
+      };
+    }
+
+    const amplitudes = csi.map((v) => Math.abs(v));
+    const phases = csi.map((v) => Math.atan2(0, v));
+
+    const dspResult = this.dsp.process({
+      timestamp: new Date().toISOString(),
+      amplitude: amplitudes,
+      phase: phases,
+    });
+
+    const extracted = this.features.extract(dspResult);
+    const decision = this.decisions.decide(extracted);
+
+    const respiration = Math.max(
+      8,
+      Math.min(30, Math.round(extracted.breathingRate + 12))
+    );
+
+    const motion = decision.movementDetected ? "Walking" : "Still";
+
+    const rssiFactor = Math.min(1, Math.max(0, (rssi + 90) / 40));
+    const confidence = Math.min(
+      99,
+      Math.max(
+        55,
+        Math.round(60 + dspResult.signalStrength / 3 + rssiFactor * 20)
+      )
+    );
+
+    let risk = "Safe";
+    if (respiration < 10 || respiration > 25) {
+      risk = "High";
+    } else if (decision.movementDetected) {
+      risk = "Low";
+    }
+
+    return {
+      respiration,
+      motion,
+      confidence,
+      risk,
+      signalStrength: dspResult.signalStrength,
+      breathingDetected: decision.breathingDetected,
+      movementDetected: decision.movementDetected,
+    };
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-core.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-core.ts
new file mode 100644
index 000000000..e4600869c
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-core.ts	
@@ -0,0 +1,117 @@
+import { DeviceRegistry } from "./device-registry.js";
+import { SessionManager } from "./session-manager.js";
+import { GuardianStateManager } from "./guardian-state-manager.js";
+import { GuardianAI, GuardianAnalysis } from "./guardian-ai.js";
+import { updateLiveVitals } from "./live-state.js";
+import { updateMonitorState } from "./monitor-state.js";
+import { Severity, updateAlert } from "./alert-state.js";
+import { packetRateTracker } from "./packet-rate-tracker.js";
+import { pushCsiSample } from "./csi-ring-buffer.js";
+
+export interface GuardianBridgeMessage {
+  deviceId: string;
+  timestamp: string;
+  rawPacket: any;
+}
+
+export interface LiveEventBroadcaster {
+  broadcast(data: unknown): void;
+}
+
+const RISK_TO_SEVERITY: Record<string, Severity> = {
+  High: "high",
+  Medium: "medium",
+  Low: "medium",
+  Safe: "low",
+};
+
+function analysisToSeverity(analysis: GuardianAnalysis): Severity {
+  const severity = RISK_TO_SEVERITY[analysis.risk];
+  if (severity) {
+    return severity;
+  }
+  return analysis.movementDetected ? "medium" : "low";
+}
+
+export class GuardianCore {
+  private guardianAI = new GuardianAI();
+
+  constructor(
+    private deviceRegistry: DeviceRegistry,
+    private sessionManager: SessionManager,
+    private stateManager: GuardianStateManager,
+    private broadcaster: LiveEventBroadcaster
+  ) {}
+
+  processBridgeMessage(message: GuardianBridgeMessage) {
+    const analysis = this.guardianAI.analyze(message.rawPacket);
+    const packetRate = packetRateTracker.record();
+    const csi: number[] = message.rawPacket?.csi ?? [];
+
+    pushCsiSample(csi);
+
+    const severity = analysisToSeverity(analysis);
+    if (analysis.risk === "High" || analysis.movementDetected) {
+      updateAlert({
+        active: true,
+        title: analysis.risk === "High" ? "High Risk Detected" : "Movement Detected",
+        message:
+          analysis.risk === "High"
+            ? "Respiration is outside the safe range."
+            : "Motion detected; monitoring elevated activity.",
+        severity,
+        time: new Date().toLocaleTimeString(),
+      });
+    } else {
+      updateAlert({
+        active: false,
+        title: "",
+        message: "",
+        severity,
+        time: "",
+      });
+    }
+
+    updateLiveVitals({
+      respiration: analysis.respiration,
+      motion: analysis.motion,
+      confidence: analysis.confidence,
+      risk: analysis.risk,
+      csi,
+    });
+
+    updateMonitorState({
+      packetRate,
+      rssi: message.rawPacket.rssi ?? -90,
+      activity: analysis.motion,
+      respiration: analysis.respiration,
+      confidence: analysis.confidence,
+    });
+
+    this.broadcaster.broadcast({
+      event: "LIVE_UPDATE",
+      data: {
+        ...analysis,
+        csi,
+        packetRate,
+        rssi: message.rawPacket.rssi,
+      },
+    });
+
+    this.deviceRegistry.updateHeartbeat(message.deviceId);
+
+    this.stateManager.updateState({
+      connectedDevices: this.deviceRegistry.getAllDevices().length,
+      activeSessions: this.sessionManager
+        .getAllSessions()
+        .filter((session) => session.monitoring).length,
+    });
+
+    return {
+      processed: true,
+      deviceId: message.deviceId,
+      analysis,
+      packetRate,
+    };
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-state-manager.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-state-manager.ts
new file mode 100644
index 000000000..aeeb3a302
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/guardian-state-manager.ts	
@@ -0,0 +1,35 @@
+export interface GuardianState {
+  backendOnline: boolean;
+  monitoringActive: boolean;
+  connectedDevices: number;
+  activeSessions: number;
+}
+
+export class GuardianStateManager {
+  private state: GuardianState = {
+    backendOnline: true,
+    monitoringActive: false,
+    connectedDevices: 0,
+    activeSessions: 0,
+  };
+
+  getState(): GuardianState {
+    return this.state;
+  }
+
+  updateState(update: Partial<GuardianState>) {
+    this.state = {
+      ...this.state,
+      ...update,
+    };
+  }
+
+  reset() {
+    this.state = {
+      backendOnline: true,
+      monitoringActive: false,
+      connectedDevices: 0,
+      activeSessions: 0,
+    };
+  }
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/live-state.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/live-state.ts
new file mode 100644
index 000000000..b145b3ea1
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/live-state.ts	
@@ -0,0 +1,43 @@
+export interface LiveVitals {
+    respiration:number;
+    motion:string;
+    confidence:number;
+    risk:string;
+    csi:number[];
+}
+
+let latestVitals: LiveVitals = {
+  respiration:0,
+  motion:"Waiting...",
+  confidence:0,
+  risk:"Unknown",
+  csi: [],
+};
+
+// NEW: Store the last 30 respiration values
+let respirationHistory: {
+  time: number;
+  respiration: number;
+}[] = [];
+
+export function updateLiveVitals(vitals: LiveVitals) {
+  latestVitals = vitals;
+
+  respirationHistory.push({
+    time: Date.now(),
+    respiration: vitals.respiration,
+  });
+
+  if (respirationHistory.length > 30) {
+    respirationHistory.shift();
+  }
+}
+
+export function getLiveVitals() {
+  return latestVitals;
+}
+
+// NEW
+export function getRespirationHistory() {
+  return respirationHistory;
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/monitor-state.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/monitor-state.ts
new file mode 100644
index 000000000..58d1d1599
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/monitor-state.ts	
@@ -0,0 +1,23 @@
+export interface MonitorState {
+  packetRate: number;
+  rssi: number;
+  activity: string;
+  respiration: number;
+  confidence: number;
+}
+
+let latestMonitorState: MonitorState = {
+  packetRate: 0,
+  rssi: 0,
+  activity: "Waiting...",
+  respiration: 0,
+  confidence: 0,
+};
+
+export function updateMonitorState(state: MonitorState) {
+  latestMonitorState = state;
+}
+
+export function getMonitorState() {
+  return latestMonitorState;
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/packet-rate-tracker.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/packet-rate-tracker.ts
new file mode 100644
index 000000000..aac70fbb2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/packet-rate-tracker.ts	
@@ -0,0 +1,32 @@
+export class PacketRateTracker {
+  private timestamps: number[] = [];
+  private windowMs = 5000;
+
+  record(): number {
+    const now = Date.now();
+    this.timestamps.push(now);
+    this.prune(now);
+    return this.getRate(now);
+  }
+
+  getRate(now: number = Date.now()): number {
+    this.prune(now);
+    if (this.timestamps.length < 2) {
+      return this.timestamps.length;
+    }
+    const elapsed = (now - this.timestamps[0]) / 1000;
+    if (elapsed <= 0) {
+      return 0;
+    }
+    return Math.round((this.timestamps.length / elapsed) * 10) / 10;
+  }
+
+  private prune(now: number): void {
+    const cutoff = now - this.windowMs;
+    while (this.timestamps.length > 0 && this.timestamps[0] < cutoff) {
+      this.timestamps.shift();
+    }
+  }
+}
+
+export const packetRateTracker = new PacketRateTracker();
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/session-manager.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/session-manager.ts
new file mode 100644
index 000000000..5a803c9b2
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/services/session-manager.ts	
@@ -0,0 +1,43 @@
+export interface GuardianSession {
+  id: string;
+  deviceId: string;
+  startedAt: Date;
+  monitoring: boolean;
+}
+
+export class SessionManager {
+  private sessions = new Map<string, GuardianSession>();
+
+  createSession(deviceId: string): GuardianSession {
+    const session: GuardianSession = {
+      id: crypto.randomUUID(),
+      deviceId,
+      startedAt: new Date(),
+      monitoring: true,
+    };
+
+    this.sessions.set(session.id, session);
+
+    return session;
+  }
+
+  getSession(id: string) {
+    return this.sessions.get(id);
+  }
+
+  getAllSessions() {
+    return [...this.sessions.values()];
+  }
+
+  stopSession(id: string) {
+    const session = this.sessions.get(id);
+
+    if (!session) {
+      return false;
+    }
+
+    session.monitoring = false;
+
+    return true;
+  }
+}
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/websocket/websocket-server.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/websocket/websocket-server.ts
new file mode 100644
index 000000000..59e77b1af
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/websocket/websocket-server.ts	
@@ -0,0 +1,59 @@
+import { WebSocketServer, WebSocket } from "ws";
+
+export class GuardianWebSocketServer {
+    private wss: WebSocketServer;
+    private heartbeatTimer: ReturnType<typeof setInterval> | null = null;
+
+    constructor(port = 8080) {
+        this.wss = new WebSocketServer({ port });
+
+        this.wss.on("connection", (socket) => {
+            socket.on("error", (err) => {
+                console.error(`WebSocket error: ${err.message}`);
+            });
+        });
+
+        this.heartbeatTimer = setInterval(() => this.pruneDeadClients(), 30_000);
+        this.heartbeatTimer.unref?.();
+
+        console.log(`Guardian WebSocket running on ws://localhost:${port}`);
+    }
+
+    broadcast(data: unknown) {
+        const message = JSON.stringify(data);
+
+        this.wss.clients.forEach((client) => {
+            if (client.readyState !== WebSocket.OPEN) {
+                return;
+            }
+            try {
+                client.send(message);
+            } catch (err) {
+                console.error(`WebSocket send error: ${(err as Error).message}`);
+            }
+        });
+    }
+
+    private pruneDeadClients() {
+        for (const client of this.wss.clients) {
+            if (client.readyState !== WebSocket.OPEN) {
+                client.terminate();
+            }
+        }
+    }
+
+    get clientCount(): number {
+        return this.wss.clients.size;
+    }
+
+    close() {
+        if (this.heartbeatTimer) {
+            clearInterval(this.heartbeatTimer);
+            this.heartbeatTimer = null;
+        }
+        for (const client of this.wss.clients) {
+            client.terminate();
+        }
+        this.wss.close();
+    }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/calculator-result/page.tsx b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/calculator-result/page.tsx
new file mode 100644
index 000000000..6d9859ee1
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/calculator-result/page.tsx	
@@ -0,0 +1,180 @@
+'use client';
+
+import { useTheme, useWidgetState, useWidgetSDK } from '@nitrostack/widgets';
+
+/**
+ * Example widget demonstrating NitroStack Widget SDK
+ * This widget is fully compatible with OpenAI ChatGPT
+ */
+
+interface CalculatorData {
+  operation: string;
+  a: number;
+  b: number;
+  result: number;
+  expression: string;
+}
+
+export default function CalculatorResult() {
+  // Use Widget SDK hooks
+  const theme = useTheme();
+  const { getToolOutput } = useWidgetSDK();
+  const [state, setState] = useWidgetState<{ viewMode: 'compact' | 'detailed' }>(() => ({
+    viewMode: 'detailed'
+  }));
+
+  // Access tool output from Widget SDK
+  const data = getToolOutput<CalculatorData>();
+
+  if (!data) {
+    return (
+      <div style={{
+        padding: '24px',
+        textAlign: 'center',
+        color: theme === 'dark' ? '#fff' : '#000',
+      }}>
+        Loading...
+      </div>
+    );
+  }
+
+  const getOperationColor = (op: string) => {
+    const colors: Record<string, string> = {
+      add: '#10b981',
+      subtract: '#f59e0b',
+      multiply: '#3b82f6',
+      divide: '#8b5cf6'
+    };
+    return colors[op] || '#6b7280';
+  };
+
+  const getOperationIcon = (op: string) => {
+    const icons: Record<string, string> = {
+      add: '➕',
+      subtract: '➖',
+      multiply: '✖️',
+      divide: '➗'
+    };
+    return icons[op] || '🔢';
+  };
+
+  const isDark = theme === 'dark';
+  const bgColor = isDark ? '#1a1a1a' : '#ffffff';
+  const textColor = isDark ? '#ffffff' : '#000000';
+  const mutedColor = isDark ? 'rgba(255,255,255,0.6)' : 'rgba(0,0,0,0.6)';
+
+  return (
+    <div style={{
+      padding: '24px',
+      background: isDark
+        ? 'linear-gradient(135deg, #2d3748 0%, #1a202c 100%)'
+        : 'linear-gradient(135deg, #667eea 0%, #764ba2 100%)',
+      borderRadius: '16px',
+      color: 'white',
+      maxWidth: '400px',
+      boxShadow: '0 10px 30px rgba(0,0,0,0.2)',
+      transition: 'all 0.3s ease',
+    }}>
+      <div style={{
+        display: 'flex',
+        alignItems: 'center',
+        justifyContent: 'space-between',
+        marginBottom: '20px'
+      }}>
+        <div style={{ display: 'flex', alignItems: 'center', gap: '12px' }}>
+          <span style={{ fontSize: '32px' }}>
+            {getOperationIcon(data.operation)}
+          </span>
+          <div>
+            <h3 style={{ margin: 0, fontSize: '18px', opacity: 0.9 }}>
+              Calculator Result
+            </h3>
+            <p style={{ margin: '4px 0 0 0', fontSize: '14px', opacity: 0.7 }}>
+              {data.operation.charAt(0).toUpperCase() + data.operation.slice(1)}
+            </p>
+          </div>
+        </div>
+
+        {/* View mode toggle */}
+        <button
+          onClick={() => setState({
+            viewMode: state?.viewMode === 'compact' ? 'detailed' : 'compact'
+          })}
+          style={{
+            padding: '6px 12px',
+            borderRadius: '8px',
+            border: '1px solid rgba(255,255,255,0.3)',
+            background: 'rgba(255,255,255,0.1)',
+            color: 'white',
+            cursor: 'pointer',
+            fontSize: '12px',
+            transition: 'all 0.2s',
+          }}
+        >
+          {state?.viewMode === 'compact' ? '📊 Detailed' : '📋 Compact'}
+        </button>
+      </div>
+
+      <div style={{
+        background: 'rgba(255, 255, 255, 0.15)',
+        borderRadius: '12px',
+        padding: '20px',
+        backdropFilter: 'blur(10px)',
+        marginBottom: '16px'
+      }}>
+        <div style={{
+          fontSize: '28px',
+          fontWeight: 'bold',
+          textAlign: 'center',
+          marginBottom: '12px',
+          fontFamily: 'monospace'
+        }}>
+          {data.expression}
+        </div>
+
+        {state?.viewMode === 'detailed' && (
+          <div style={{
+            display: 'flex',
+            justifyContent: 'space-around',
+            fontSize: '14px',
+            opacity: 0.9,
+            marginTop: '16px'
+          }}>
+            <div style={{ textAlign: 'center' }}>
+              <div style={{ fontSize: '12px', opacity: 0.7 }}>First</div>
+              <div style={{ fontWeight: 'bold', fontSize: '20px' }}>{data.a}</div>
+            </div>
+            <div style={{ textAlign: 'center' }}>
+              <div style={{ fontSize: '12px', opacity: 0.7 }}>Second</div>
+              <div style={{ fontWeight: 'bold', fontSize: '20px' }}>{data.b}</div>
+            </div>
+            <div style={{ textAlign: 'center' }}>
+              <div style={{ fontSize: '12px', opacity: 0.7 }}>Result</div>
+              <div style={{
+                fontWeight: 'bold',
+                fontSize: '24px',
+                color: '#fbbf24'
+              }}>
+                {data.result}
+              </div>
+            </div>
+          </div>
+        )}
+      </div>
+
+      <div style={{
+        fontSize: '12px',
+        textAlign: 'center',
+        opacity: 0.7,
+        display: 'flex',
+        justifyContent: 'space-between',
+        alignItems: 'center',
+      }}>
+        <span>✨ NitroStack Calculator</span>
+        <span style={{ fontSize: '10px' }}>
+          Theme: {theme || 'light'} | Mode: {state?.viewMode || 'detailed'}
+        </span>
+      </div>
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/layout.tsx b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/layout.tsx
new file mode 100644
index 000000000..40b03ef08
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/app/layout.tsx	
@@ -0,0 +1,18 @@
+'use client';
+
+import { WidgetLayout } from '@nitrostack/widgets';
+
+
+export default function RootLayout({
+  children,
+}: {
+  children: React.ReactNode;
+}) {
+  return (
+    <html lang="en">
+      <body style={{ margin: 0, padding: 0, fontFamily: 'system-ui, sans-serif' }}>
+        <WidgetLayout>{children}</WidgetLayout>
+      </body>
+    </html>
+  );
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next-env.d.ts b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next-env.d.ts
new file mode 100644
index 000000000..40c3d6809
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next-env.d.ts	
@@ -0,0 +1,5 @@
+/// <reference types="next" />
+/// <reference types="next/image-types/global" />
+
+// NOTE: This file should not be edited
+// see https://nextjs.org/docs/app/building-your-application/configuring/typescript for more information.
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next.config.js b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next.config.js
new file mode 100644
index 000000000..f35620cee
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/next.config.js	
@@ -0,0 +1,45 @@
+/** @type {import('next').NextConfig} */
+const nextConfig = {
+  reactStrictMode: true,
+  transpilePackages: ['nitrostack'],
+  
+  // Static export for production builds
+  ...(process.env.NODE_ENV === 'production' && {
+    output: 'export',
+    distDir: 'out',
+    images: {
+      unoptimized: true,
+    },
+  }),
+  
+  // Development optimizations to prevent cache corruption
+  ...(process.env.NODE_ENV === 'development' && {
+    // Use memory cache instead of filesystem cache in dev to avoid stale chunks
+    webpack: (config, { isServer }) => {
+      // Disable persistent caching in development to prevent chunk reference errors
+      if (config.cache && config.cache.type === 'filesystem') {
+        config.cache = {
+          type: 'memory',
+        };
+      }
+      
+      // Improve cache busting for new files
+      if (!isServer) {
+        config.cache = false; // Disable cache completely on client in dev
+      }
+      
+      return config;
+    },
+    
+    // Disable build activity indicator which can cause issues
+    devIndicators: {
+      buildActivity: false,
+      buildActivityPosition: 'bottom-right',
+    },
+    
+    // Faster dev server
+    compress: false,
+  }),
+};
+
+export default nextConfig;
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package-lock.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package-lock.json
new file mode 100644
index 000000000..0fc5cf3a9
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package-lock.json	
@@ -0,0 +1,2527 @@
+{
+  "name": "calculator-widgets",
+  "version": "1.0.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "calculator-widgets",
+      "version": "1.0.0",
+      "dependencies": {
+        "@modelcontextprotocol/ext-apps": ">=0.1.0",
+        "@nitrostack/core": "^1.0.14",
+        "@nitrostack/widgets": "^1",
+        "next": "^14.2.5",
+        "react": "^18.3.1",
+        "react-dom": "^18.3.1"
+      },
+      "devDependencies": {
+        "@types/node": "^20",
+        "@types/react": "^18",
+        "@types/react-dom": "^18",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@colors/colors": {
+      "version": "1.6.0",
+      "resolved": "https://registry.npmjs.org/@colors/colors/-/colors-1.6.0.tgz",
+      "integrity": "sha512-Ir+AOibqzrIsL6ajt3Rz3LskB7OiMVHqltZmspbW/TJuTVuyOMirVqAkjfY6JISiLHgyNqicAC8AyHHGzNd/dA==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.1.90"
+      }
+    },
+    "node_modules/@dabh/diagnostics": {
+      "version": "2.0.8",
+      "resolved": "https://registry.npmjs.org/@dabh/diagnostics/-/diagnostics-2.0.8.tgz",
+      "integrity": "sha512-R4MSXTVnuMzGD7bzHdW2ZhhdPC/igELENcq5IjEverBvq5hn1SXCWcsi6eSsdWP0/Ur+SItRRjAktmdoX/8R/Q==",
+      "license": "MIT",
+      "dependencies": {
+        "@so-ric/colorspace": "^1.1.6",
+        "enabled": "2.0.x",
+        "kuler": "^2.0.0"
+      }
+    },
+    "node_modules/@hono/node-server": {
+      "version": "2.0.12",
+      "resolved": "https://registry.npmjs.org/@hono/node-server/-/node-server-2.0.12.tgz",
+      "integrity": "sha512-eWpQYr67tqJLeaSUl0Q+TquuYfUdTibpOJlUMV2FfUP7+KqCC5TufnwnlXL6mobZBJbGAYRd7ZvEBDCbLInjhg==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=20"
+      },
+      "peerDependencies": {
+        "hono": "^4"
+      }
+    },
+    "node_modules/@modelcontextprotocol/ext-apps": {
+      "version": "1.7.5",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/ext-apps/-/ext-apps-1.7.5.tgz",
+      "integrity": "sha512-TjPH2S2y5UEGKhmI6+XGFuqfqOV4ppe1x6DA3txnUaEWkgtA4G5vo14jGKFZmegdkZ1H4QMLyujLvoU1BEdnAg==",
+      "license": "MIT",
+      "workspaces": [
+        "examples/*"
+      ],
+      "dependencies": {
+        "@standard-schema/spec": "^1.1.0"
+      },
+      "engines": {
+        "node": ">=20"
+      },
+      "peerDependencies": {
+        "@modelcontextprotocol/sdk": "^1.29.0",
+        "react": "^17.0.0 || ^18.0.0 || ^19.0.0",
+        "react-dom": "^17.0.0 || ^18.0.0 || ^19.0.0",
+        "zod": "^3.25.0 || ^4.0.0"
+      },
+      "peerDependenciesMeta": {
+        "react": {
+          "optional": true
+        },
+        "react-dom": {
+          "optional": true
+        }
+      }
+    },
+    "node_modules/@modelcontextprotocol/sdk": {
+      "version": "1.30.0",
+      "resolved": "https://registry.npmjs.org/@modelcontextprotocol/sdk/-/sdk-1.30.0.tgz",
+      "integrity": "sha512-xKd8OIzlqNzcqcNumGAa6g+PW2kjD5vrpcKOnfldAUPP3j7lnqMPwlTXQm8gF+UwH72z0lqaRbjr9hqGz0eITA==",
+      "license": "MIT",
+      "dependencies": {
+        "@hono/node-server": "^1.19.9 || ^2.0.5",
+        "ajv": "^8.17.1",
+        "ajv-formats": "^3.0.1",
+        "content-type": "^1.0.5",
+        "cors": "^2.8.5",
+        "cross-spawn": "^7.0.5",
+        "eventsource": "^3.0.2",
+        "eventsource-parser": "^3.0.0",
+        "express": "^5.2.1",
+        "express-rate-limit": "^8.2.1",
+        "hono": "^4.11.4",
+        "jose": "^6.1.3",
+        "json-schema-typed": "^8.0.2",
+        "pkce-challenge": "^5.0.0",
+        "raw-body": "^3.0.0",
+        "zod": "^3.25 || ^4.0",
+        "zod-to-json-schema": "^3.25.1"
+      },
+      "engines": {
+        "node": ">=18"
+      },
+      "peerDependencies": {
+        "@cfworker/json-schema": "^4.1.1",
+        "zod": "^3.25 || ^4.0"
+      },
+      "peerDependenciesMeta": {
+        "@cfworker/json-schema": {
+          "optional": true
+        },
+        "zod": {
+          "optional": false
+        }
+      }
+    },
+    "node_modules/@next/env": {
+      "version": "14.2.35",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.35.tgz",
+      "integrity": "sha512-DuhvCtj4t9Gwrx80dmz2F4t/zKQ4ktN8WrMwOuVzkJfBilwAwGr6v16M5eI8yCuZ63H9TTuEU09Iu2HqkzFPVQ==",
+      "license": "MIT"
+    },
+    "node_modules/@next/swc-darwin-arm64": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-arm64/-/swc-darwin-arm64-14.2.33.tgz",
+      "integrity": "sha512-HqYnb6pxlsshoSTubdXKu15g3iivcbsMXg4bYpjL2iS/V6aQot+iyF4BUc2qA/J/n55YtvE4PHMKWBKGCF/+wA==",
+      "cpu": [
+        "arm64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-darwin-x64": {
+      "version": "14.2.33",
+      "resolved": "https://registry.npmjs.org/@next/swc-darwin-x64/-/swc-darwin-x64-14.2.33.tgz",
+      "integrity": "sha512-8HGBeAE5rX3jzKvF593XTTFg3gxeU4f+UWnswa6JPhzaR6+zblO5+fjltJWIZc4aUalqTclvN2QtTC37LxvZAA==",
+      "cpu": [
+        "x64"
+      ],
+      "license": "MIT",
+      "optional": true,
+      "os": [
+        "darwin"
+      ],
+      "engines": {
+        "node": ">= 10"
+      }
+    },
+    "node_modules/@next/swc-linux-arm64-gnu": {
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+        "https://github.com/sponsors/ctavan"
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+        "logform": "^2.7.0",
+        "readable-stream": "^3.6.2",
+        "triple-beam": "^1.3.0"
+      },
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+        "node": ">= 12.0.0"
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+    },
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+        "bufferutil": {
+          "optional": true
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+          "optional": true
+        }
+      }
+    },
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+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.4.3.tgz",
+      "integrity": "sha512-ytENFjIJFl2UwYglde2jchW2Hwm4GJFLDiSXWdTrJQBIN9Fcyp7n4DhxJEiWNAJMV1/BqWfW/kkg71UDcHJyTQ==",
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-to-json-schema": {
+      "version": "3.25.2",
+      "resolved": "https://registry.npmjs.org/zod-to-json-schema/-/zod-to-json-schema-3.25.2.tgz",
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+      "license": "ISC",
+      "peerDependencies": {
+        "zod": "^3.25.28 || ^4"
+      }
+    }
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package.json
new file mode 100644
index 000000000..23d02efa7
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/package.json	
@@ -0,0 +1,25 @@
+{
+  "name": "calculator-widgets",
+  "version": "1.0.0",
+  "type": "module",
+  "private": true,
+  "scripts": {
+    "dev": "next dev -p 3001 --port 3001",
+    "build": "next build",
+    "start": "next start -p 3001"
+  },
+  "dependencies": {
+    "@modelcontextprotocol/ext-apps": ">=0.1.0",
+    "@nitrostack/core": "^1.0.14",
+    "@nitrostack/widgets": "^1",
+    "next": "^14.2.5",
+    "react": "^18.3.1",
+    "react-dom": "^18.3.1"
+  },
+  "devDependencies": {
+    "@types/node": "^20",
+    "@types/react": "^18",
+    "@types/react-dom": "^18",
+    "typescript": "^5"
+  }
+}
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/tsconfig.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/tsconfig.json
new file mode 100644
index 000000000..2c0ad665d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/tsconfig.json	
@@ -0,0 +1,28 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "preserve",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./*"]
+    }
+  },
+  "include": ["next-env.d.ts", "**/*.ts", "**/*.tsx", ".next/types/**/*.ts"],
+  "exclude": ["node_modules"]
+}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/widget-manifest.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/widget-manifest.json
new file mode 100644
index 000000000..1fc23e563
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/src/widgets/widget-manifest.json	
@@ -0,0 +1,48 @@
+{
+  "version": "1.0.0",
+  "widgets": [
+    {
+      "uri": "/calculator-result",
+      "name": "Calculator Result",
+      "description": "Displays the result of a calculation with operation details",
+      "examples": [
+        {
+          "name": "Addition Example",
+          "description": "Shows the result of adding 5 + 3",
+          "data": {
+            "operation": "add",
+            "a": 5,
+            "b": 3,
+            "result": 8,
+            "expression": "5 + 3 = 8"
+          }
+        },
+        {
+          "name": "Multiplication Example",
+          "description": "Shows the result of multiplying 6 × 7",
+          "data": {
+            "operation": "multiply",
+            "a": 6,
+            "b": 7,
+            "result": 42,
+            "expression": "6 × 7 = 42"
+          }
+        },
+        {
+          "name": "Division Example",
+          "description": "Shows the result of dividing 20 ÷ 4",
+          "data": {
+            "operation": "divide",
+            "a": 20,
+            "b": 4,
+            "result": 5,
+            "expression": "20 ÷ 4 = 5"
+          }
+        }
+      ],
+      "tags": ["calculator", "math", "result"]
+    }
+  ],
+  "generatedAt": "2025-01-01T00:00:00.000Z"
+}
+
diff --git a/sample-apps/Ctrl Z/backend/GuardianSenseBackend/tsconfig.json b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/tsconfig.json
new file mode 100644
index 000000000..c9ccf80ef
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/GuardianSenseBackend/tsconfig.json	
@@ -0,0 +1,25 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "ES2022",
+    "lib": ["ES2022"],
+    "moduleResolution": "node",
+    "rootDir": "./src",
+    "outDir": "./dist",
+    "esModuleInterop": true,
+    "forceConsistentCasingInFileNames": true,
+    "strict": true,
+    "skipLibCheck": true,
+    "resolveJsonModule": true,
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true,
+    "experimentalDecorators": true,
+    "emitDecoratorMetadata": true,
+    "types": ["node"]
+  },
+  "include": ["src/**/*"],
+  "exclude": ["node_modules", "dist", "src/widgets"]
+}
+
+
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/Readme.md b/sample-apps/Ctrl Z/backend/guardian_bridge/Readme.md
new file mode 100644
index 000000000..943abb959
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/Readme.md	
@@ -0,0 +1,264 @@
+# Guardian Bridge
+
+Guardian Bridge is the hardware communication layer of the GuardianSense project. It is responsible for receiving CSI (Channel State Information) packets from the ESP32-S3 receiver, validating and parsing them, and saving them as structured JSON datasets for AI training or forwarding them to the GuardianSense backend.
+
+---
+
+# Responsibilities
+
+Guardian Bridge is responsible for:
+
+- Connecting to the ESP32-S3 Receiver
+- Reading CSI packets over Serial
+- Validating incoming packets
+- Parsing CSI data
+- Recording datasets
+- Writing structured JSONL files
+- Automatically reconnecting to the receiver if disconnected
+
+Guardian Bridge **does not** perform:
+
+- AI inference
+- Fall detection logic
+- Backend state management
+- Dashboard rendering
+- Device management
+
+Those responsibilities belong to the GuardianSense backend.
+
+---
+
+# Project Structure
+
+```
+guardian_bridge/
+
+├── config.py              # Configuration (COM port, baud rate, logging, USB IDs)
+├── logger_config.py       # Console + rotating file logging setup
+├── port_detector.py       # Automatic ESP32 COM port discovery (VID/PID prioritized)
+├── serial_manager.py      # Serial communication with ESP32-S3
+├── packet_validator.py    # Filters valid CSI packets
+├── csi_parser.py          # Converts raw CSI into structured Python objects
+├── binary_parser.py       # Parses raw binary CSI frames (Phase 4)
+├── api_client.py          # Forwards parsed packets to GuardianSense backend
+├── dataset_writer.py      # Writes packets into JSONL datasets
+├── runtime.py             # Main Guardian Runtime (reconnect + health aware)
+├── recorder.py            # Dataset recording tool
+├── main.py                # Runtime entry point
+├── health_metrics.py      # Runtime health/metrics collection
+├── health_server.py       # Optional HTTP health endpoint
+├── test_bridge.py         # Unit tests (parsers, validator, queue, API retry)
+├── test_runtime.py        # Runtime integration tests
+├── requirements.txt       # Python dependencies
+└── README.md
+```
+
+---
+
+# Hardware Required
+
+- ESP32 Sender
+- ESP32-S3 Receiver
+- USB Cable(s)
+- Windows / Linux / macOS
+- Python 3.11+
+
+---
+
+# Installation
+
+Install dependencies:
+
+```bash
+pip install -r requirements.txt
+```
+
+---
+
+# Configuration
+
+Edit `config.py` if necessary.
+
+Example:
+
+```python
+SERIAL_PORT = "COM5"
+BAUD_RATE = 921600
+```
+
+---
+
+# Recording a Dataset
+
+Run:
+
+```bash
+python recorder.py
+```
+
+The recorder will ask for:
+
+- Activity
+- Recording duration
+
+Example:
+
+```
+1. Walking
+2. Sitting
+3. Standing
+4. Breathing
+5. Fall
+6. Empty Room
+```
+
+Recorded datasets are automatically saved to:
+
+```
+datasets/raw/
+```
+
+Example:
+
+```
+datasets/raw/
+    walking/
+        walking_001.jsonl
+        walking_002.jsonl
+
+    sitting/
+        sitting_001.jsonl
+```
+
+---
+
+# Running Guardian Runtime
+
+Run:
+
+```bash
+python main.py
+```
+
+Guardian Runtime will:
+
+- Search for ESP32-S3 Receiver (auto-detect COM port)
+- Connect automatically
+- Receive CSI packets
+- Validate packets
+- Parse packets
+- Forward packets to the backend and/or save datasets
+- Detect serial disconnection and reconnect automatically
+- Continue until stopped
+
+---
+
+# Running Tests
+
+```bash
+python -m unittest test_bridge -v
+python -m unittest test_runtime -v
+```
+
+`test_bridge.py` covers both CSI schema variants (ESP32-S3 / C5-C6), packet validation, binary frame parsing, the drop-aware queue, and the API client retry policy.
+
+---
+
+# Data Flow
+
+```
+ESP32 Sender
+        │
+        ▼
+ESP32-S3 Receiver
+        │
+        ▼
+SerialManager
+        │
+        ▼
+PacketValidator
+        │
+        ▼
+CSIParser
+        │
+        ▼
+ApiClient ───────► POST /api/bridge (GuardianSense backend)
+        │
+        ▼
+DatasetWriter
+        │
+        ▼
+JSONL Dataset
+```
+
+---
+
+# Output Format
+
+Each packet is stored as one JSON object per line.
+
+Example:
+
+```json
+{
+  "packet_type": "CSI_DATA",
+  "timestamp": 107635,
+  "mac": "1a:00:00:00:00:00",
+  "rssi": -26,
+  "channel": 11,
+  "csi": [0, 0, -5, 7, ...]
+}
+```
+
+---
+
+# Backend Integration
+
+Guardian Bridge forwards parsed CSI packets to the GuardianSense backend.
+
+Pipeline:
+
+```
+ESP32
+    │
+    ▼
+Guardian Bridge
+    │
+POST /api/bridge
+    │
+Guardian Core
+    │
+Guardian Agent
+    │
+Frontend Dashboard
+```
+
+Guardian Bridge remains responsible only for hardware communication and dataset generation.
+
+---
+
+# Version
+
+Current Version:
+
+**Guardian Bridge v1.1**
+
+Status:
+
+✅ Stable
+
+Completed Features:
+
+- Serial Communication
+- Auto Reconnect
+- Auto COM Port Detection
+- Runtime Manager
+- Dataset Recorder
+- Packet Validation
+- CSI Parsing
+- JSONL Dataset Generation
+- Backend API Forwarding
+- Rotating Logging
+- Runtime Health Endpoint
+- Binary Frame Parsing
+- Unit Test Suite
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/api_client.py b/sample-apps/Ctrl Z/backend/guardian_bridge/api_client.py
new file mode 100644
index 000000000..5a21f43fd
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/api_client.py	
@@ -0,0 +1,121 @@
+import random
+import time
+from concurrent.futures import ThreadPoolExecutor
+from datetime import datetime, timezone
+
+import requests
+
+from config import (
+    BASE_URL,
+    DEVICE_ID,
+    DEVICE_NAME,
+    HTTP_MAX_RETRIES,
+    HTTP_TIMEOUT,
+    HTTP_WORKERS,
+)
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+_RETRYABLE_STATUS = {408, 429, 500, 502, 503, 504}
+
+
+def _request_with_retry(method: str, url: str, **kwargs) -> requests.Response | None:
+    kwargs.setdefault("timeout", HTTP_TIMEOUT)
+
+    for attempt in range(1, HTTP_MAX_RETRIES + 1):
+        try:
+            response = requests.request(method, url, **kwargs)
+        except requests.RequestException as exc:
+            logger.warning(
+                "HTTP %s %s failed (attempt %d/%d): %s",
+                method,
+                url,
+                attempt,
+                HTTP_MAX_RETRIES,
+                exc,
+            )
+        else:
+            if response.ok:
+                return response
+
+            if response.status_code in _RETRYABLE_STATUS:
+                logger.warning(
+                    "HTTP %s %s returned %d (attempt %d/%d)",
+                    method,
+                    url,
+                    response.status_code,
+                    attempt,
+                    HTTP_MAX_RETRIES,
+                )
+            else:
+                # Client error: retrying will not help.
+                logger.error(
+                    "HTTP %s %s returned non-retryable %d: %s",
+                    method,
+                    url,
+                    response.status_code,
+                    response.text[:500],
+                )
+                return response
+
+        if attempt < HTTP_MAX_RETRIES:
+            delay = min(0.5 * (2 ** (attempt - 1)), 5.0)
+            time.sleep(delay * (0.8 + 0.4 * random.random()))
+
+    logger.error("HTTP request exhausted retries: %s %s", method, url)
+    return None
+
+
+def register_device() -> bool:
+    payload = {"id": DEVICE_ID, "name": DEVICE_NAME}
+    response = _request_with_retry(
+        "POST", f"{BASE_URL}/device/register", json=payload
+    )
+    if response:
+        logger.info("Device registered: %s", response.json())
+        return True
+    return False
+
+
+def start_monitoring() -> bool:
+    payload = {"deviceId": DEVICE_ID}
+    response = _request_with_retry(
+        "POST", f"{BASE_URL}/monitoring/start", json=payload
+    )
+    if response:
+        logger.info("Monitoring started: %s", response.json())
+        return True
+    return False
+
+
+def send_packet(packet: dict) -> bool:
+    payload = {
+        "deviceId": DEVICE_ID,
+        "timestamp": datetime.now(timezone.utc).isoformat(),
+        "rawPacket": packet,
+    }
+    response = _request_with_retry(
+        "POST", f"{BASE_URL}/bridge", json=payload
+    )
+    return response is not None
+
+
+class HttpSender:
+    """Background HTTP sender with a worker pool."""
+
+    def __init__(self, on_error=None):
+        self._executor = ThreadPoolExecutor(
+            max_workers=HTTP_WORKERS, thread_name_prefix="http-sender"
+        )
+        self._on_error = on_error
+
+    def submit(self, packet: dict) -> None:
+        self._executor.submit(self._send, packet)
+
+    def _send(self, packet: dict) -> None:
+        if not send_packet(packet) and self._on_error:
+            self._on_error()
+
+    def shutdown(self, wait: bool = True) -> None:
+        self._executor.shutdown(wait=wait)
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/binary_parser.py b/sample-apps/Ctrl Z/backend/guardian_bridge/binary_parser.py
new file mode 100644
index 000000000..891e8ce4e
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/binary_parser.py	
@@ -0,0 +1,90 @@
+"""Binary CSI frame decoder for compact UART protocol (Phase 4)."""
+
+import struct
+
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+MAGIC = b"GS"
+VERSION = 1
+HEADER_FMT = "<2sB i b B b B b H I"  # magic, ver, id, rssi, ch, noise, agc, fft, csi_len, ts
+HEADER_SIZE = struct.calcsize(HEADER_FMT)
+CHECKSUM_SIZE = 2
+
+
+class BinaryCSIParser:
+    """Parse compact binary CSI frames emitted by updated firmware."""
+
+    def __init__(self):
+        self._buffer = bytearray()
+
+    def feed(self, data: bytes) -> list[dict]:
+        """Append bytes and return all complete packets found."""
+        self._buffer.extend(data)
+        packets: list[dict] = []
+
+        while True:
+            packet = self._try_extract_one()
+            if packet is None:
+                break
+            packets.append(packet)
+
+        return packets
+
+    def _try_extract_one(self) -> dict | None:
+        buf = self._buffer
+
+        # Resync to magic bytes
+        while len(buf) >= 2:
+            if buf[0:2] == MAGIC:
+                break
+            del buf[0]
+
+        if len(buf) < HEADER_SIZE + CHECKSUM_SIZE:
+            return None
+
+        header = struct.unpack_from(HEADER_FMT, buf, 0)
+        magic, version, rx_id, rssi, channel, noise_floor, agc_gain, fft_gain, csi_len, timestamp = header
+
+        if magic != MAGIC or version != VERSION:
+            del buf[0]
+            return None
+
+        frame_size = HEADER_SIZE + (csi_len * 2) + CHECKSUM_SIZE
+        if len(buf) < frame_size:
+            return None
+
+        csi_start = HEADER_SIZE
+        csi_end = csi_start + (csi_len * 2)
+        csi_bytes = buf[csi_start:csi_end]
+        csi = list(struct.unpack(f"<{csi_len}h", csi_bytes))
+
+        checksum_expected = struct.unpack_from("<H", buf, csi_end)[0]
+        checksum_actual = sum(buf[:csi_end]) & 0xFFFF
+
+        if checksum_expected != checksum_actual:
+            logger.warning(
+                "Binary checksum mismatch expected=%d actual=%d",
+                checksum_expected,
+                checksum_actual,
+            )
+            del buf[0]
+            return None
+
+        del buf[:frame_size]
+
+        return {
+            "packet_type": "CSI_BINARY",
+            "id": rx_id,
+            "mac": "binary",
+            "rssi": rssi,
+            "channel": channel,
+            "noise_floor": noise_floor,
+            "agc_gain": agc_gain,
+            "fft_gain": fft_gain,
+            "len": csi_len,
+            "local_timestamp": timestamp,
+            "csi": csi,
+            "schema": "binary",
+        }
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/config.py b/sample-apps/Ctrl Z/backend/guardian_bridge/config.py
new file mode 100644
index 000000000..6d46ba840
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/config.py	
@@ -0,0 +1,52 @@
+import os
+
+SERIAL_PORT = os.environ.get("GUARDIAN_SERIAL_PORT", "")
+BAUD_RATE = int(os.environ.get("GUARDIAN_BAUD_RATE", "921600"))
+
+OUTPUT_FILE = os.environ.get(
+    "GUARDIAN_OUTPUT_FILE", "guardian_data.jsonl"
+)
+
+DEBUG = os.environ.get("GUARDIAN_DEBUG", "false").lower() in (
+    "1",
+    "true",
+    "yes",
+)
+
+# Logging
+LOG_LEVEL = os.environ.get("GUARDIAN_LOG_LEVEL", "").upper()
+LOG_FILE = os.environ.get("GUARDIAN_LOG_FILE", "guardian_bridge.log")
+LOG_MAX_BYTES = int(os.environ.get("GUARDIAN_LOG_MAX_BYTES", "5242880"))
+LOG_BACKUP_COUNT = int(os.environ.get("GUARDIAN_LOG_BACKUP_COUNT", "3"))
+
+BASE_URL = os.environ.get(
+    "GUARDIAN_BACKEND_URL", "http://localhost:5000/api"
+)
+
+DEVICE_ID = os.environ.get("GUARDIAN_DEVICE_ID", "ESP32_S3_001")
+DEVICE_NAME = os.environ.get("GUARDIAN_DEVICE_NAME", "Guardian Bridge")
+
+# Pipeline tuning
+RAW_QUEUE_SIZE = int(os.environ.get("GUARDIAN_RAW_QUEUE_SIZE", "1000"))
+PACKET_QUEUE_SIZE = int(
+    os.environ.get("GUARDIAN_PACKET_QUEUE_SIZE", "1000")
+)
+WRITE_BATCH_SIZE = int(os.environ.get("GUARDIAN_WRITE_BATCH_SIZE", "20"))
+WRITE_FLUSH_INTERVAL = float(
+    os.environ.get("GUARDIAN_WRITE_FLUSH_INTERVAL", "1.0")
+)
+
+HTTP_WORKERS = int(os.environ.get("GUARDIAN_HTTP_WORKERS", "2"))
+HTTP_TIMEOUT = float(os.environ.get("GUARDIAN_HTTP_TIMEOUT", "2.0"))
+HTTP_MAX_RETRIES = int(os.environ.get("GUARDIAN_HTTP_MAX_RETRIES", "3"))
+
+HEALTH_PORT = int(os.environ.get("GUARDIAN_HEALTH_PORT", "5001"))
+
+# ESP32 USB VID/PID pairs, ordered by preference (Espressif native first)
+ESP32_USB_IDS = [
+    (0x303A, 0x1001),  # Espressif USB JTAG
+    (0x303A, 0x0002),  # ESP32-S2/S3 USB CDC
+    (0x10C4, 0xEA60),  # Silicon Labs CP210x
+    (0x1A86, 0x7523),  # WCH CH340
+    (0x1A86, 0x55D4),  # WCH CH9102
+]
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/csi_parser.py b/sample-apps/Ctrl Z/backend/guardian_bridge/csi_parser.py
new file mode 100644
index 000000000..4d478e241
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/csi_parser.py	
@@ -0,0 +1,205 @@
+import csv
+import json
+import re
+from io import StringIO
+
+from config import DEBUG
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+DATA_COLUMNS_S3 = [
+    "type", "id", "mac", "rssi", "rate", "sig_mode", "mcs", "bandwidth",
+    "smoothing", "not_sounding", "aggregation", "stbc", "fec_coding",
+    "sgi", "noise_floor", "ampdu_cnt", "channel", "secondary_channel",
+    "local_timestamp", "ant", "sig_len", "rx_format", "len", "first_word",
+    "data",
+]
+
+DATA_COLUMNS_C5C6 = [
+    "type", "id", "mac", "rssi", "rate", "noise_floor", "fft_gain",
+    "agc_gain", "channel", "local_timestamp", "sig_len", "rx_format",
+    "len", "first_word", "data",
+]
+
+SCHEMAS = {
+    len(DATA_COLUMNS_S3): DATA_COLUMNS_S3,
+    len(DATA_COLUMNS_C5C6): DATA_COLUMNS_C5C6,
+}
+
+MAC_PATTERN = re.compile(r"^([0-9a-fA-F]{2}:){5}[0-9a-fA-F]{2}$")
+
+MAX_CSI_LEN = 8192
+CSI_VALUE_MIN = -(2**15)
+CSI_VALUE_MAX = 2**15 - 1
+
+_RSSI_MIN, _RSSI_MAX = -127, 0
+_CHANNEL_MIN, _CHANNEL_MAX = 1, 165
+_RATE_MIN, _RATE_MAX = 0, 255
+
+
+class CSIParser:
+    """Parse CSI_DATA lines using Espressif CSV schema with validation."""
+
+    @staticmethod
+    def _valid_int(
+        value: str,
+        field_name: str,
+        minimum: int,
+        maximum: int,
+    ) -> int | None:
+        try:
+            number = int(value)
+        except (TypeError, ValueError):
+            logger.warning("%s is not an integer: %r", field_name, value)
+            return None
+        if number < minimum or number > maximum:
+            logger.warning(
+                "%s out of range %d..%d: %d",
+                field_name,
+                minimum,
+                maximum,
+                number,
+            )
+            return None
+        return number
+
+    @classmethod
+    def _validate_csi_array(cls, raw: object) -> list[int] | None:
+        if not isinstance(raw, list):
+            logger.warning("CSI data is not a list")
+            return None
+
+        if not raw:
+            logger.warning("Empty CSI array")
+            return None
+
+        if len(raw) > MAX_CSI_LEN:
+            logger.warning(
+                "CSI array too large: %d (max %d)", len(raw), MAX_CSI_LEN
+            )
+            return None
+
+        csi: list[int] = []
+        for value in raw:
+            if isinstance(value, bool) or not isinstance(value, int):
+                logger.warning("CSI value is not an integer: %r", value)
+                return None
+            if value < CSI_VALUE_MIN or value > CSI_VALUE_MAX:
+                logger.warning(
+                    "CSI value out of int16 range %d..%d: %d",
+                    CSI_VALUE_MIN,
+                    CSI_VALUE_MAX,
+                    value,
+                )
+                return None
+            csi.append(value)
+        return csi
+
+    @staticmethod
+    def parse(line: str | bytes) -> dict | None:
+        try:
+            if isinstance(line, bytes):
+                line = line.decode("utf-8", errors="ignore")
+
+            line = line.strip()
+            if not line.startswith("CSI_DATA"):
+                return None
+
+            reader = csv.reader(StringIO(line))
+            fields = next(reader)
+
+            schema = SCHEMAS.get(len(fields))
+            if schema is None:
+                logger.warning(
+                    "Unexpected field count %d (expected %s)",
+                    len(fields),
+                    list(SCHEMAS.keys()),
+                )
+                return None
+
+            if not MAC_PATTERN.match(fields[2]):
+                logger.warning("Invalid MAC address: %r", fields[2])
+                return None
+
+            try:
+                csi_len = int(fields[-3])
+                csi_raw = json.loads(fields[-1])
+            except (ValueError, json.JSONDecodeError) as exc:
+                logger.warning("CSI array parse failed: %s", exc)
+                return None
+
+            if csi_len != len(csi_raw):
+                logger.warning(
+                    "CSI length mismatch: header=%d array=%d",
+                    csi_len,
+                    len(csi_raw),
+                )
+                return None
+
+            csi = CSIParser._validate_csi_array(csi_raw)
+            if csi is None:
+                return None
+
+            record = dict(zip(schema, fields))
+
+            rssi = CSIParser._valid_int(record["rssi"], "rssi", _RSSI_MIN, _RSSI_MAX)
+            channel = CSIParser._valid_int(
+                record["channel"], "channel", _CHANNEL_MIN, _CHANNEL_MAX
+            )
+            rate = CSIParser._valid_int(record["rate"], "rate", _RATE_MIN, _RATE_MAX)
+            if rssi is None or channel is None or rate is None:
+                return None
+
+            packet = {
+                "packet_type": record["type"],
+                "id": CSIParser._valid_int(record["id"], "id", 0, 2**31 - 1),
+                "mac": record["mac"],
+                "rssi": rssi,
+                "rate": rate,
+                "channel": channel,
+                "noise_floor": CSIParser._valid_int(
+                    record["noise_floor"], "noise_floor", -200, 200
+                ),
+                "sig_len": CSIParser._valid_int(
+                    record["sig_len"], "sig_len", 0, MAX_CSI_LEN
+                ),
+                "len": CSIParser._valid_int(record["len"], "len", 0, MAX_CSI_LEN),
+                "first_word": CSIParser._valid_int(
+                    record["first_word"], "first_word", 0, 1
+                ),
+                "local_timestamp": CSIParser._valid_int(
+                    record["local_timestamp"], "local_timestamp", 0, 2**63 - 1
+                ),
+                "csi": csi,
+                "schema": "s3" if len(fields) == len(DATA_COLUMNS_S3) else "c5c6",
+            }
+
+            if any(value is None for value in packet.values()):
+                logger.warning("Packet rejected: missing/out-of-range field")
+                return None
+
+            if len(fields) == len(DATA_COLUMNS_C5C6):
+                packet["agc_gain"] = CSIParser._valid_int(
+                    record["agc_gain"], "agc_gain", 0, 255
+                )
+                packet["fft_gain"] = CSIParser._valid_int(
+                    record["fft_gain"], "fft_gain", -128, 127
+                )
+            else:
+                packet["secondary_channel"] = CSIParser._valid_int(
+                    record["secondary_channel"], "secondary_channel", 0, 1
+                )
+                packet["sig_mode"] = CSIParser._valid_int(
+                    record["sig_mode"], "sig_mode", 0, 3
+                )
+                packet["mcs"] = CSIParser._valid_int(record["mcs"], "mcs", 0, 31)
+                packet["bandwidth"] = CSIParser._valid_int(
+                    record["bandwidth"], "bandwidth", 0, 3
+                )
+
+            return packet
+
+        except Exception as exc:
+            logger.error("Parser error: %s", exc, exc_info=DEBUG)
+            return None
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/dataset_writer.py b/sample-apps/Ctrl Z/backend/guardian_bridge/dataset_writer.py
new file mode 100644
index 000000000..10d40696f
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/dataset_writer.py	
@@ -0,0 +1,58 @@
+import json
+import threading
+import time
+from pathlib import Path
+
+from config import WRITE_BATCH_SIZE, WRITE_FLUSH_INTERVAL
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+
+class DatasetWriter:
+    """Buffered, thread-safe JSONL writer."""
+
+    def __init__(self, output_path: str):
+        self.output_path = Path(output_path)
+        self.output_path.parent.mkdir(parents=True, exist_ok=True)
+        self._file = open(self.output_path, "a", buffering=8192)
+        self._lock = threading.Lock()
+        self._batch: list[dict] = []
+        self._last_flush = time.time()
+        logger.info("Dataset writer opened: %s", self.output_path)
+
+    def save(self, packet: dict) -> None:
+        self.save_batch([packet])
+
+    def save_batch(self, packets: list[dict]) -> None:
+        if not packets:
+            return
+
+        with self._lock:
+            self._batch.extend(packets)
+            should_flush = (
+                len(self._batch) >= WRITE_BATCH_SIZE
+                or (time.time() - self._last_flush) >= WRITE_FLUSH_INTERVAL
+            )
+            if should_flush:
+                self._flush_locked()
+
+    def flush(self) -> None:
+        with self._lock:
+            self._flush_locked()
+
+    def _flush_locked(self) -> None:
+        if not self._batch:
+            return
+        lines = "".join(json.dumps(p) + "\n" for p in self._batch)
+        self._file.write(lines)
+        self._file.flush()
+        logger.debug("Flushed %d packets to disk", len(self._batch))
+        self._batch.clear()
+        self._last_flush = time.time()
+
+    def close(self) -> None:
+        with self._lock:
+            self._flush_locked()
+            self._file.close()
+        logger.info("Dataset writer closed")
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/guardian_bridge.py b/sample-apps/Ctrl Z/backend/guardian_bridge/guardian_bridge.py
new file mode 100644
index 000000000..702f94339
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/guardian_bridge.py	
@@ -0,0 +1,25 @@
+import serial
+
+SERIAL_PORT = "COM5"
+BAUD_RATE = 921600
+
+print("Opening serial port...")
+
+ser = serial.Serial(
+    SERIAL_PORT,
+    BAUD_RATE,
+    timeout=0.1
+)
+
+print("Connected!")
+
+while True:
+    try:
+        data = ser.read(4096)
+
+        if data:
+            print(repr(data))
+
+    except KeyboardInterrupt:
+        print("Stopped.")
+        break
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/health_metrics.py b/sample-apps/Ctrl Z/backend/guardian_bridge/health_metrics.py
new file mode 100644
index 000000000..800c43171
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/health_metrics.py	
@@ -0,0 +1,89 @@
+import queue
+import threading
+import time
+from dataclasses import dataclass, field
+
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+
+@dataclass
+class HealthMetrics:
+    packets_read: int = 0
+    packets_parsed: int = 0
+    packets_written: int = 0
+    packets_sent: int = 0
+    parse_errors: int = 0
+    validation_errors: int = 0
+    http_errors: int = 0
+    raw_queue_drops: int = 0
+    packet_queue_drops: int = 0
+    serial_reconnects: int = 0
+    started_at: float = field(default_factory=time.time)
+
+    def to_dict(self) -> dict:
+        elapsed = max(time.time() - self.started_at, 0.001)
+        return {
+            "uptime_seconds": round(elapsed, 1),
+            "packets_read": self.packets_read,
+            "packets_parsed": self.packets_parsed,
+            "packets_written": self.packets_written,
+            "packets_sent": self.packets_sent,
+            "parse_errors": self.parse_errors,
+            "validation_errors": self.validation_errors,
+            "http_errors": self.http_errors,
+            "raw_queue_drops": self.raw_queue_drops,
+            "packet_queue_drops": self.packet_queue_drops,
+            "serial_reconnects": self.serial_reconnects,
+            "read_rate": round(self.packets_read / elapsed, 2),
+            "parse_rate": round(self.packets_parsed / elapsed, 2),
+        }
+
+
+class MetricsTracker:
+    """Thread-safe wrapper around HealthMetrics."""
+
+    def __init__(self):
+        self._metrics = HealthMetrics()
+        self._lock = threading.Lock()
+
+    def increment(self, field_name: str, amount: int = 1) -> None:
+        with self._lock:
+            current = getattr(self._metrics, field_name, 0)
+            setattr(self._metrics, field_name, current + amount)
+
+    def snapshot(self) -> dict:
+        with self._lock:
+            return self._metrics.to_dict()
+
+
+class DropAwareQueue:
+    """Bounded queue that tracks drops when full."""
+
+    def __init__(
+        self,
+        maxsize: int,
+        metrics: MetricsTracker,
+        drop_field: str,
+    ):
+        self._queue: queue.Queue = queue.Queue(maxsize=maxsize)
+        self._metrics = metrics
+        self._drop_field = drop_field
+
+    def put(self, item, block: bool = True, timeout: float | None = None) -> bool:
+        try:
+            self._queue.put(item, block=block, timeout=timeout)
+            return True
+        except queue.Full:
+            self._metrics.increment(self._drop_field)
+            return False
+
+    def get(self, block: bool = True, timeout: float | None = None):
+        return self._queue.get(block=block, timeout=timeout)
+
+    def qsize(self) -> int:
+        return self._queue.qsize()
+
+    def task_done(self) -> None:
+        self._queue.task_done()
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/health_server.py b/sample-apps/Ctrl Z/backend/guardian_bridge/health_server.py
new file mode 100644
index 000000000..b948371c1
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/health_server.py	
@@ -0,0 +1,59 @@
+import json
+import threading
+from http.server import BaseHTTPRequestHandler, HTTPServer
+
+from config import HEALTH_PORT
+from health_metrics import MetricsTracker
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+
+class _HealthHandler(BaseHTTPRequestHandler):
+    metrics: MetricsTracker
+
+    def do_GET(self):
+        if self.path != "/health":
+            self.send_response(404)
+            self.end_headers()
+            return
+
+        body = json.dumps(self.metrics.snapshot()).encode("utf-8")
+        self.send_response(200)
+        self.send_header("Content-Type", "application/json")
+        self.send_header("Content-Length", str(len(body)))
+        self.end_headers()
+        self.wfile.write(body)
+
+    def log_message(self, format, *args):
+        logger.debug("Health server: " + format, *args)
+
+
+class HealthServer:
+    """Expose bridge pipeline metrics over HTTP."""
+
+    def __init__(self, metrics: MetricsTracker, port: int = HEALTH_PORT):
+        self._metrics = metrics
+        self._port = port
+        self._thread: threading.Thread | None = None
+        self._server: HTTPServer | None = None
+
+    def start(self) -> None:
+        handler = type(
+            "BridgeHealthHandler",
+            (_HealthHandler,),
+            {"metrics": self._metrics},
+        )
+        self._server = HTTPServer(("0.0.0.0", self._port), handler)
+        self._thread = threading.Thread(
+            target=self._server.serve_forever,
+            name="health-server",
+            daemon=True,
+        )
+        self._thread.start()
+        logger.info("Health server listening on http://0.0.0.0:%d/health", self._port)
+
+    def stop(self) -> None:
+        if self._server:
+            self._server.shutdown()
+            self._server = None
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/logger_config.py b/sample-apps/Ctrl Z/backend/guardian_bridge/logger_config.py
new file mode 100644
index 000000000..8424e31fd
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/logger_config.py	
@@ -0,0 +1,62 @@
+import logging
+import sys
+from logging.handlers import RotatingFileHandler
+
+from config import (
+    DEBUG,
+    LOG_BACKUP_COUNT,
+    LOG_FILE,
+    LOG_LEVEL,
+    LOG_MAX_BYTES,
+)
+
+_CONSOLE_FORMAT = "%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+_FILE_FORMAT = (
+    "%(asctime)s [%(levelname)s] %(name)s: %(message)s"
+    " (%(filename)s:%(lineno)d)"
+)
+
+_resolved_levels: dict[str, int] = {}
+
+
+def _resolve_level(name: str = "guardian_bridge") -> int:
+    """Resolve the effective log level once per module name."""
+    if name not in _resolved_levels:
+        if LOG_LEVEL in ("DEBUG", "INFO", "WARNING", "WARN", "ERROR", "CRITICAL"):
+            level = getattr(logging, LOG_LEVEL, logging.INFO)
+        else:
+            level = logging.DEBUG if DEBUG else logging.INFO
+        _resolved_levels[name] = level
+    return _resolved_levels[name]
+
+
+def setup_logging(name: str = "guardian_bridge") -> logging.Logger:
+    logger = logging.getLogger(name)
+
+    if logger.handlers:
+        return logger
+
+    level = _resolve_level(name)
+    logger.setLevel(level)
+    logger.propagate = False
+
+    formatter = logging.Formatter(_CONSOLE_FORMAT, datefmt="%Y-%m-%d %H:%M:%S")
+
+    console = logging.StreamHandler(sys.stdout)
+    console.setLevel(level)
+    console.setFormatter(formatter)
+    logger.addHandler(console)
+
+    if LOG_FILE:
+        file_formatter = logging.Formatter(_FILE_FORMAT, datefmt="%Y-%m-%d %H:%M:%S")
+        file_handler = RotatingFileHandler(
+            LOG_FILE,
+            maxBytes=LOG_MAX_BYTES,
+            backupCount=LOG_BACKUP_COUNT,
+            encoding="utf-8",
+        )
+        file_handler.setLevel(level)
+        file_handler.setFormatter(file_formatter)
+        logger.addHandler(file_handler)
+
+    return logger
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/main.py b/sample-apps/Ctrl Z/backend/guardian_bridge/main.py
new file mode 100644
index 000000000..9e6b19935
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/main.py	
@@ -0,0 +1,24 @@
+from runtime import GuardianRuntime
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+
+def main():
+    runtime = GuardianRuntime()
+    runtime.start("../../datasets/raw/test_session.jsonl")
+
+    logger.info("Guardian Bridge running. Press Ctrl+C to stop.")
+
+    try:
+        while True:
+            import time
+            time.sleep(1)
+    except KeyboardInterrupt:
+        logger.info("Stopping Guardian Bridge...")
+    finally:
+        runtime.stop()
+
+
+if __name__ == "__main__":
+    main()
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/packet_validator.py b/sample-apps/Ctrl Z/backend/guardian_bridge/packet_validator.py
new file mode 100644
index 000000000..e290933ae
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/packet_validator.py	
@@ -0,0 +1,44 @@
+import re
+
+from config import DEBUG
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+CSI_DATA_PREFIX = "CSI_DATA"
+MAX_LINE_LENGTH = 65536
+
+# A CSI array opening (optional whitespace, then int or negative int)
+CSI_ARRAY_PATTERN = re.compile(r"\[\s*-?\d+")
+# Optional trailing quote because the firmware emits the field as "[...]"
+BRACKET_BALANCED_PATTERN = re.compile(r"^[^\[]*\[[^\[\]]*\]\"?\s*$")
+
+
+class PacketValidator:
+    """Validate raw serial lines before parsing."""
+
+    @staticmethod
+    def is_valid_ascii(line: str) -> bool:
+        if not line:
+            return False
+
+        if len(line) > MAX_LINE_LENGTH:
+            logger.warning("CSI line exceeds %d bytes, dropping", MAX_LINE_LENGTH)
+            return False
+
+        if not line.startswith(CSI_DATA_PREFIX):
+            return False
+
+        if not CSI_ARRAY_PATTERN.search(line):
+            logger.debug("Missing CSI array in line")
+            return False
+
+        if not BRACKET_BALANCED_PATTERN.match(line):
+            logger.debug("Malformed bracket structure in CSI line")
+            return False
+
+        return True
+
+    @staticmethod
+    def is_valid(line: str) -> bool:
+        return PacketValidator.is_valid_ascii(line)
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/port_detector.py b/sample-apps/Ctrl Z/backend/guardian_bridge/port_detector.py
new file mode 100644
index 000000000..824b13b76
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/port_detector.py	
@@ -0,0 +1,54 @@
+import serial
+import serial.tools.list_ports
+
+from config import ESP32_USB_IDS, SERIAL_PORT
+from logger_config import setup_logging
+
+logger = setup_logging(__name__)
+
+
+def scan_esp32_ports() -> list[str]:
+    """Return all serial ports matching a known ESP32 USB identifier."""
+    matches: list[tuple[int, str]] = []
+    for port_info in serial.tools.list_ports.comports():
+        vid = port_info.vid
+        pid = port_info.pid
+        if vid is None or pid is None:
+            continue
+        if (vid, pid) in ESP32_USB_IDS:
+            priority = ESP32_USB_IDS.index((vid, pid))
+            matches.append((priority, port_info.device))
+
+    matches.sort(key=lambda item: item[0])
+    return [device for _, device in matches]
+
+
+def find_esp32_port() -> str | None:
+    """Scan serial ports for known ESP32 USB identifiers (preferred first)."""
+    devices = scan_esp32_ports()
+    if not devices:
+        return None
+
+    logger.info("Found ESP32 device(s): %s", devices)
+    return devices[0]
+
+
+def resolve_serial_port() -> str:
+    """Return configured port or auto-detected ESP32 port."""
+    if SERIAL_PORT:
+        logger.info("Using configured serial port: %s", SERIAL_PORT)
+        return SERIAL_PORT
+
+    detected = find_esp32_port()
+    if detected:
+        return detected
+
+    raise serial.SerialException(
+        "No ESP32 serial port found. Set GUARDIAN_SERIAL_PORT or "
+        "connect the receiver."
+    )
+
+
+def port_available(port: str) -> bool:
+    """Return True if the given serial port is currently enumerated."""
+    return any(p.device == port for p in serial.tools.list_ports.comports())
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/recorder.py b/sample-apps/Ctrl Z/backend/guardian_bridge/recorder.py
new file mode 100644
index 000000000..ea89ca385
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/recorder.py	
@@ -0,0 +1,80 @@
+from runtime import GuardianRuntime
+from pathlib import Path
+
+ACTIVITIES = {
+    "1": "walking",
+    "2": "sitting",
+    "3": "standing",
+    "4": "breathing",
+    "5": "fall",
+    "6": "empty_room"
+}
+
+
+def get_next_filename(activity):
+
+    folder = Path("../../datasets/raw") / activity
+
+    folder.mkdir(parents=True, exist_ok=True)
+
+    existing = list(folder.glob("*.jsonl"))
+
+    filename = f"{activity}_{len(existing)+1:03d}.jsonl"
+
+    return folder / filename
+
+
+def main():
+
+    print("=" * 50)
+    print(" GuardianSense Dataset Recorder ")
+    print("=" * 50)
+
+    print()
+
+    for key, value in ACTIVITIES.items():
+
+        print(f"{key}. {value.replace('_', ' ').title()}")
+
+    print()
+
+    choice = input("Select Activity: ").strip()
+
+    if choice not in ACTIVITIES:
+
+        print("Invalid choice.")
+
+        return
+
+    activity = ACTIVITIES[choice]
+
+    duration = int(input("Recording Duration (seconds): "))
+
+    output = get_next_filename(activity)
+
+    runtime = GuardianRuntime()
+
+    runtime.start(str(output))
+
+    print(f"\nRecording {activity}...\n")
+
+    packets = runtime.record(duration)
+
+    runtime.stop()
+
+    print()
+
+    print("=" * 50)
+
+    print("Recording Complete!")
+
+    print(f"Packets Captured : {packets}")
+
+    print(f"Saved To         : {output}")
+
+    print("=" * 50)
+
+
+if __name__ == "__main__":
+
+    main()
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/requirements.txt b/sample-apps/Ctrl Z/backend/guardian_bridge/requirements.txt
new file mode 100644
index 000000000..c11d6d77b
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/requirements.txt	
@@ -0,0 +1,2 @@
+pyserial>=3.5
+requests>=2.31.0
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/runtime.py b/sample-apps/Ctrl Z/backend/guardian_bridge/runtime.py
new file mode 100644
index 000000000..3dc49d5c1
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/runtime.py	
@@ -0,0 +1,253 @@
+import queue
+import threading
+import time
+
+import serial
+
+from api_client import HttpSender, register_device, start_monitoring
+from config import RAW_QUEUE_SIZE, WRITE_FLUSH_INTERVAL
+from csi_parser import CSIParser
+from dataset_writer import DatasetWriter
+from health_metrics import DropAwareQueue, MetricsTracker
+from health_server import HealthServer
+from logger_config import setup_logging
+from packet_validator import PacketValidator
+from port_detector import port_available, resolve_serial_port
+from serial_manager import SerialManager
+
+logger = setup_logging(__name__)
+
+OUTPUT_QUEUE_SIZE = 1000
+
+
+class GuardianRuntime:
+    """
+    Multi-threaded CSI pipeline:
+      Serial Reader -> Raw Queue -> Parser -> Output Queue -> Writer + HTTP
+    """
+
+    def __init__(self):
+        self.serial_manager: SerialManager | None = None
+        self.writer: DatasetWriter | None = None
+        self.metrics = MetricsTracker()
+        self._raw_queue = DropAwareQueue(
+            RAW_QUEUE_SIZE, self.metrics, "raw_queue_drops"
+        )
+        self._output_queue = DropAwareQueue(
+            OUTPUT_QUEUE_SIZE, self.metrics, "packet_queue_drops"
+        )
+        self._http_sender = HttpSender(
+            on_error=lambda: self.metrics.increment("http_errors")
+        )
+        self._health_server = HealthServer(self.metrics)
+        self._running = False
+        self._threads: list[threading.Thread] = []
+
+    def start(self, output_file: str) -> None:
+        if self._running:
+            return
+
+        while True:
+            try:
+                port = resolve_serial_port()
+                self.serial_manager = SerialManager(port=port)
+                break
+            except serial.SerialException as exc:
+                logger.warning(
+                    "Receiver not found (%s). Plug in ESP32-S3. Retrying in 3s...",
+                    exc,
+                )
+                time.sleep(3)
+
+        register_device()
+        start_monitoring()
+
+        self.writer = DatasetWriter(output_file)
+        self._running = True
+        self._health_server.start()
+
+        self._threads = [
+            threading.Thread(
+                target=self._serial_reader_loop,
+                name="serial-reader",
+                daemon=True,
+            ),
+            threading.Thread(
+                target=self._parser_loop,
+                name="parser",
+                daemon=True,
+            ),
+            threading.Thread(
+                target=self._output_loop,
+                name="output",
+                daemon=True,
+            ),
+        ]
+        for thread in self._threads:
+            thread.start()
+
+        logger.info("Guardian Runtime started (multi-threaded pipeline)")
+
+    def _reconnect_serial(self) -> None:
+        try:
+            if self.serial_manager:
+                self.serial_manager.close()
+            self.serial_manager = SerialManager()
+            self.metrics.increment("serial_reconnects")
+            logger.info("Serial reconnected on %s", self.serial_manager.port)
+        except serial.SerialException as exc:
+            logger.error("Serial reconnect failed: %s", exc)
+            self.serial_manager = None
+
+    def _serial_reader_loop(self) -> None:
+        last_port_check = 0.0
+
+        while self._running:
+            if not self.serial_manager:
+                self._reconnect_serial()
+                time.sleep(1)
+                continue
+
+            # Detect device unplug/replug while running
+            now = time.time()
+            if now - last_port_check >= 5.0:
+                last_port_check = now
+                if not port_available(self.serial_manager.port):
+                    logger.warning(
+                        "Serial port %s disappeared, reconnecting...",
+                        self.serial_manager.port,
+                    )
+                    self.metrics.increment("serial_reconnects")
+                    self.serial_manager.close()
+                    self.serial_manager = None
+                    continue
+
+            try:
+                lines, binary_packets = self.serial_manager.read_available()
+
+                for packet in binary_packets:
+                    self.metrics.increment("packets_read")
+                    self._raw_queue.put(("binary", packet), timeout=0.01)
+
+                for line in lines:
+                    self.metrics.increment("packets_read")
+                    self._raw_queue.put(("ascii", line), timeout=0.01)
+
+            except serial.SerialException as exc:
+                logger.error("Serial read error: %s", exc)
+                self.serial_manager = None
+                time.sleep(1)
+
+            except Exception as exc:
+                logger.error("Unexpected serial error: %s", exc, exc_info=True)
+                time.sleep(0.1)
+
+    def _parser_loop(self) -> None:
+        while self._running:
+            try:
+                kind, data = self._raw_queue.get(timeout=0.5)
+            except queue.Empty:
+                continue
+
+            try:
+                if kind == "binary":
+                    packet = data
+                else:
+                    line = (
+                        data.decode("utf-8", errors="ignore").strip()
+                        if isinstance(data, bytes)
+                        else str(data).strip()
+                    )
+                    if not PacketValidator.is_valid(line):
+                        self.metrics.increment("validation_errors")
+                        continue
+
+                    packet = CSIParser.parse(line)
+                    if packet is None:
+                        self.metrics.increment("parse_errors")
+                        continue
+
+                self.metrics.increment("packets_parsed")
+                self._output_queue.put(packet, timeout=0.01)
+
+            finally:
+                self._raw_queue.task_done()
+
+    def _output_loop(self) -> None:
+        """Batch-write to disk and dispatch HTTP sends for each parsed packet."""
+        batch: list[dict] = []
+        last_flush = time.time()
+
+        while self._running:
+            try:
+                packet = self._output_queue.get(timeout=0.5)
+                batch.append(packet)
+                self._http_sender.submit(packet)
+                self.metrics.increment("packets_sent")
+                self._output_queue.task_done()
+            except queue.Empty:
+                pass
+
+            should_flush = batch and (
+                len(batch) >= 20
+                or (time.time() - last_flush) >= WRITE_FLUSH_INTERVAL
+            )
+
+            if should_flush and self.writer:
+                self.writer.save_batch(batch)
+                self.metrics.increment("packets_written", len(batch))
+                batch = []
+                last_flush = time.time()
+
+        if batch and self.writer:
+            self.writer.save_batch(batch)
+
+    def stop(self) -> None:
+        self._running = False
+        self._health_server.stop()
+        self._http_sender.shutdown(wait=True)
+
+        for thread in self._threads:
+            thread.join(timeout=2)
+
+        if self.writer:
+            self.writer.close()
+
+        if self.serial_manager:
+            self.serial_manager.close()
+
+        logger.info(
+            "Guardian Runtime stopped. Metrics: %s", self.metrics.snapshot()
+        )
+
+    def record(self, duration: float) -> int:
+        start = time.time()
+        initial = self.metrics.snapshot()["packets_parsed"]
+        while time.time() - start < duration:
+            time.sleep(0.1)
+        final = self.metrics.snapshot()["packets_parsed"]
+        return final - initial
+
+    def process_packet(self):
+        """Legacy single-packet API for tests."""
+        if not self.serial_manager:
+            return None
+
+        lines, binary_packets = self.serial_manager.read_available()
+        for packet in binary_packets:
+            if self.writer:
+                self.writer.save(packet)
+            self._http_sender.submit(packet)
+            return packet
+
+        for line in lines:
+            text = line.decode("utf-8", errors="ignore").strip()
+            if not PacketValidator.is_valid(text):
+                continue
+            packet = CSIParser.parse(text)
+            if packet:
+                if self.writer:
+                    self.writer.save(packet)
+                self._http_sender.submit(packet)
+                return packet
+        return None
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/serial_manager.py b/sample-apps/Ctrl Z/backend/guardian_bridge/serial_manager.py
new file mode 100644
index 000000000..2a20dc521
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/serial_manager.py	
@@ -0,0 +1,86 @@
+import serial
+
+from binary_parser import BinaryCSIParser
+from config import BAUD_RATE
+from logger_config import setup_logging
+from port_detector import resolve_serial_port
+
+logger = setup_logging(__name__)
+
+
+class SerialManager:
+    """Serial reader with line reassembly and binary frame support."""
+
+    def __init__(self, port: str | None = None):
+        self._port_name = port or resolve_serial_port()
+        self._serial: serial.Serial | None = None
+        self._line_buffer = bytearray()
+        self._binary_parser = BinaryCSIParser()
+        self._connect()
+
+    def _connect(self) -> None:
+        if self._serial and self._serial.is_open:
+            self._serial.close()
+
+        self._serial = serial.Serial(
+            self._port_name,
+            BAUD_RATE,
+            timeout=0.05,
+        )
+        self._line_buffer.clear()
+        self._binary_parser = BinaryCSIParser()
+        logger.info("Serial connected on %s @ %d baud", self._port_name, BAUD_RATE)
+
+    @property
+    def port(self) -> str:
+        return self._port_name
+
+    def reconnect(self, port: str | None = None) -> None:
+        if port:
+            self._port_name = port
+        else:
+            self._port_name = resolve_serial_port()
+        self._connect()
+
+    def read_available(self) -> tuple[list[bytes], list[dict]]:
+        """
+        Read all available serial data.
+        Returns (ascii_lines, binary_packets).
+        """
+        if not self._serial or not self._serial.is_open:
+            return [], []
+
+        waiting = self._serial.in_waiting
+        chunk = self._serial.read(max(waiting, 1))
+        if not chunk:
+            return [], []
+
+        binary_packets = self._binary_parser.feed(chunk)
+
+        self._line_buffer.extend(chunk)
+        lines: list[bytes] = []
+
+        while True:
+            newline_idx = self._line_buffer.find(b"\n")
+            if newline_idx == -1:
+                break
+            raw_line = bytes(self._line_buffer[: newline_idx + 1])
+            del self._line_buffer[: newline_idx + 1]
+            line = raw_line.strip()
+            if line:
+                lines.append(line)
+
+        # Prevent unbounded buffer growth on malformed streams
+        if len(self._line_buffer) > 65536:
+            logger.warning(
+                "Line buffer overflow (%d bytes), clearing",
+                len(self._line_buffer),
+            )
+            self._line_buffer.clear()
+
+        return lines, binary_packets
+
+    def close(self) -> None:
+        if self._serial and self._serial.is_open:
+            self._serial.close()
+            logger.info("Serial port closed")
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/serial_test.py b/sample-apps/Ctrl Z/backend/guardian_bridge/serial_test.py
new file mode 100644
index 000000000..87555f3f6
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/serial_test.py	
@@ -0,0 +1,13 @@
+import serial
+
+ser = serial.Serial("COM5", 921600, timeout=1)
+
+print("Connected!")
+
+while True:
+    try:
+        line = ser.readline()
+        print(line)
+    except Exception as e:
+        print(e)
+        break
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/test_bridge.py b/sample-apps/Ctrl Z/backend/guardian_bridge/test_bridge.py
new file mode 100644
index 000000000..9bf2b596d
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/test_bridge.py	
@@ -0,0 +1,201 @@
+"""Unit tests for the Guardian Bridge parsing and validation pipeline."""
+
+import os
+import struct
+import sys
+import tempfile
+import unittest
+from unittest import mock
+
+os.environ.setdefault("GUARDIAN_LOG_FILE", os.path.join(tempfile.gettempdir(), "guardian_test.log"))
+os.environ.setdefault("GUARDIAN_BACKEND_URL", "http://localhost:1/api")
+
+from api_client import _request_with_retry
+from binary_parser import BinaryCSIParser, HEADER_FMT, HEADER_SIZE, MAGIC
+from csi_parser import CSIParser
+from health_metrics import DropAwareQueue, MetricsTracker
+from packet_validator import PacketValidator
+
+S3_MAC = "1a:00:00:00:00:00"
+
+S3_LINE = (
+    'CSI_DATA,0,1a:00:00:00:00:00,-26,7,1,7,1,1,0,1,0,0,1,-90,0,11,0,'
+    '12345,0,3,0,3,0,"[10,-20,30]"'
+)
+
+C5C6_LINE = (
+    'CSI_DATA,0,1a:00:00:00:00:00,-26,7,-90,1,2,11,12345,3,0,3,0,"[10,-20,30]"'
+)
+
+
+class CsiParserTest(unittest.TestCase):
+    def test_parses_s3_schema(self):
+        packet = CSIParser.parse(S3_LINE)
+        self.assertIsNotNone(packet)
+        self.assertEqual(packet["packet_type"], "CSI_DATA")
+        self.assertEqual(packet["mac"], S3_MAC)
+        self.assertEqual(packet["rssi"], -26)
+        self.assertEqual(packet["channel"], 11)
+        self.assertEqual(packet["schema"], "s3")
+        self.assertEqual(packet["csi"], [10, -20, 30])
+        self.assertEqual(packet["mcs"], 7)
+        self.assertEqual(packet["sig_mode"], 1)
+        self.assertEqual(packet["secondary_channel"], 0)
+        self.assertEqual(packet["len"], 3)
+
+    def test_parses_c5c6_schema(self):
+        packet = CSIParser.parse(C5C6_LINE)
+        self.assertIsNotNone(packet)
+        self.assertEqual(packet["schema"], "c5c6")
+        self.assertEqual(packet["agc_gain"], 2)
+        self.assertEqual(packet["fft_gain"], 1)
+        self.assertEqual(packet["csi"], [10, -20, 30])
+
+    def test_parses_bytes_input(self):
+        self.assertIsNotNone(CSIParser.parse(S3_LINE.encode("utf-8")))
+
+    def test_rejects_non_csi_lines(self):
+        self.assertIsNone(CSIParser.parse("hello world"))
+        self.assertIsNone(CSIParser.parse(""))
+
+    def test_rejects_wrong_field_count(self):
+        line = S3_LINE + ",extra"
+        self.assertIsNone(CSIParser.parse(line))
+
+    def test_rejects_invalid_mac(self):
+        line = S3_LINE.replace(S3_MAC, "zz:00:00:00:00:00")
+        self.assertIsNone(CSIParser.parse(line))
+
+    def test_rejects_csi_length_mismatch(self):
+        # Change the header `len` field (fields[-3]) from 3 to 9
+        line = S3_LINE.replace('3,0,"[10,-20,30]"', '9,0,"[10,-20,30]"')
+        self.assertIsNone(CSIParser.parse(line))
+
+    def test_rejects_empty_array(self):
+        line = S3_LINE.replace("[10,-20,30]", "[]")
+        self.assertIsNone(CSIParser.parse(line))
+
+    def test_rejects_non_integer_csi_values(self):
+        line = S3_LINE.replace("[10,-20,30]", "[10,-20,x]")
+        self.assertIsNone(CSIParser.parse(line))
+
+    def test_rejects_out_of_range_rssi(self):
+        line = S3_LINE.replace(",-26,", ",50,")
+        self.assertIsNone(CSIParser.parse(line))
+
+
+class PacketValidatorTest(unittest.TestCase):
+    def test_accepts_valid_line(self):
+        self.assertTrue(PacketValidator.is_valid(S3_LINE))
+
+    def test_rejects_missing_prefix(self):
+        self.assertFalse(PacketValidator.is_valid("DATA,0,1,"))
+
+    def test_rejects_unbalanced_brackets(self):
+        line = S3_LINE.replace("]", "] extra [")
+        self.assertFalse(PacketValidator.is_valid(line))
+
+    def test_rejects_empty(self):
+        self.assertFalse(PacketValidator.is_valid(""))
+
+    def test_rejects_oversized_line(self):
+        self.assertFalse(PacketValidator.is_valid("CSI_DATA," + "x" * 100000))
+
+
+def _build_binary_frame(csi, checksum_override=None):
+    payload = struct.pack(
+        HEADER_FMT,
+        MAGIC,
+        1,
+        42,
+        -30,
+        11,
+        -90,
+        3,
+        2,
+        len(csi),
+        123456,
+    )
+    payload += struct.pack(f"<{len(csi)}h", *csi)
+    checksum = checksum_override
+    if checksum is None:
+        checksum = sum(payload) & 0xFFFF
+    payload += struct.pack("<H", checksum)
+    return payload
+
+
+class BinaryCsiParserTest(unittest.TestCase):
+    def test_parses_complete_frame(self):
+        frame = _build_binary_frame([10, -20, 30])
+        packets = BinaryCSIParser().feed(frame)
+        self.assertEqual(len(packets), 1)
+        self.assertEqual(packets[0]["csi"], [10, -20, 30])
+        self.assertEqual(packets[0]["rssi"], -30)
+        self.assertEqual(packets[0]["channel"], 11)
+
+    def test_reassembles_split_frame(self):
+        frame = _build_binary_frame([1, 2, 3, 4])
+        parser = BinaryCSIParser()
+        self.assertEqual(parser.feed(frame[: len(frame) // 2]), [])
+        packets = parser.feed(frame[len(frame) // 2 :])
+        self.assertEqual(len(packets), 1)
+        self.assertEqual(packets[0]["csi"], [1, 2, 3, 4])
+
+    def test_rejects_bad_checksum(self):
+        frame = _build_binary_frame([10, -20, 30], checksum_override=0)
+        self.assertEqual(BinaryCSIParser().feed(frame), [])
+
+    def test_resyncs_from_garbage(self):
+        frame = _build_binary_frame([5, 6])
+        noisy = b"\x00\xffgarbage" + frame
+        packets = BinaryCSIParser().feed(noisy)
+        self.assertEqual(len(packets), 1)
+        self.assertEqual(packets[0]["csi"], [5, 6])
+
+
+class DropAwareQueueTest(unittest.TestCase):
+    def test_tracks_drops(self):
+        metrics = MetricsTracker()
+        queue = DropAwareQueue(maxsize=2, metrics=metrics, drop_field="raw_queue_drops")
+        self.assertTrue(queue.put("a", timeout=0.1))
+        self.assertTrue(queue.put("b", timeout=0.1))
+        self.assertFalse(queue.put("c", timeout=0.1))
+        self.assertEqual(metrics.snapshot()["raw_queue_drops"], 1)
+
+
+class ApiRetryTest(unittest.TestCase):
+    def test_non_retryable_status_returns_immediately(self):
+        response = mock.Mock()
+        response.ok = False
+        response.status_code = 400
+        response.text = "bad request"
+
+        with mock.patch("api_client.requests.request", return_value=response) as req:
+            result = _request_with_retry("POST", "http://test/api")
+            self.assertIsNotNone(result)
+            self.assertEqual(req.call_count, 1)
+
+    def test_retryable_status_retries_then_returns_none(self):
+        response = mock.Mock()
+        response.ok = False
+        response.status_code = 503
+        response.text = "unavailable"
+
+        with mock.patch("api_client.requests.request", return_value=response) as req:
+            with mock.patch("api_client.time.sleep"):
+                result = _request_with_retry("POST", "http://test/api")
+        self.assertIsNone(result)
+        self.assertEqual(req.call_count, 3)
+
+    def test_success_returns_response(self):
+        response = mock.Mock()
+        response.ok = True
+        with mock.patch("api_client.requests.request", return_value=response) as req:
+            result = _request_with_retry("GET", "http://test/api")
+        self.assertIs(response, result)
+        self.assertEqual(req.call_count, 1)
+
+
+if __name__ == "__main__":
+    result = unittest.main(verbosity=2, exit=False)
+    sys.exit(0 if result.result.wasSuccessful() else 1)
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/test_runtime.py b/sample-apps/Ctrl Z/backend/guardian_bridge/test_runtime.py
new file mode 100644
index 000000000..847c5a4b3
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/test_runtime.py	
@@ -0,0 +1,5 @@
+from runtime import GuardianRuntime
+
+runtime = GuardianRuntime()
+runtime.start("../../datasets/raw/test_session.jsonl")
+runtime.stop()
diff --git a/sample-apps/Ctrl Z/backend/guardian_bridge/utils.py b/sample-apps/Ctrl Z/backend/guardian_bridge/utils.py
new file mode 100644
index 000000000..9a1c6b80a
--- /dev/null
+++ b/sample-apps/Ctrl Z/backend/guardian_bridge/utils.py	
@@ -0,0 +1,6 @@
+from datetime import datetime
+
+
+def current_timestamp():
+
+    return datetime.now().isoformat()
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/datasets/.gitkeep b/sample-apps/Ctrl Z/datasets/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/datasets/raw/test_session.jsonl b/sample-apps/Ctrl Z/datasets/raw/test_session.jsonl
new file mode 100644
index 000000000..612d130e8
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/test_session.jsonl	
@@ -0,0 +1,2401 @@
+{"packet_type": "CSI_DATA", "timestamp": 0, "mac": "1a:00:00:00:00:00", "rssi": -23, "channel": 11, "secondary_channel": 1, "noise_floor": -91, "agc_gain": 47, "fft_gain": 384, "csi": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -7, 7, -7, 7, -7, 8, -8, 7, -7, 7, -6, 7, -6, 7, -6, 7, -6, 7, -5, 7, -6, 7, -5, 7, -5, 7, -5, 7, -4, 7, -5, 7, -4, 8, -4, 7, -3, 8, -4, 7, -4, 7, -3, 7, -3, 7, -3, 8, -3, 8, -3, 8, 0, 0, -3, 8, -3, 8, -3, 9, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -4, 8, -3, 7, -4, 7, -4, 7, -4, 7, -4, 7, -4, 7, -4, 7, -4, 6, -4, 6, -5, 6, -4, 5, -5, 5, -5, 5, -5, 5, -5, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -39, 37, -44, 39, -39, 42, -37, 37, -38, 43, -33, 37, -38, 41, -36, 35, -32, 39, -28, 36, -28, 40, -27, 41, -26, 40, -30, 40, -33, 37, -28, 41, -30, 40, -24, 38, -20, 38, -18, 45, -21, 45, -17, 42, -13, 42, -16, 42, -18, 39, -14, 44, -14, 44, -16, 44, -13, 42, -15, 45, -11, 42, -10, 41, -11, 45, -9, 44, -8, 47, -13, 41, -12, 45, -13, 49, -13, 46, -10, 45, -16, 50, -18, 46, -15, 43, -17, 39, -16, 41, -17, 44, -15, 36, -24, 43, -20, 36, -18, 35, -19, 39, -21, 33, -19, 34, -23, 36, -22, 29, -22, 30, -24, 29, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -31, -35, -25, -35, -30, -39, -29, -45, -28, -47, -21, -38, -26, -44, -23, -43, -23, -49, -21, -51, -18, -52, -20, -53, -18, -57, -18, -54, -16, -49, -19, -52, -21, -55, -15, -61, -16, -49, -16, -56, -15, -50, -17, -57, -12, -55, -14, -55, -8, -58, -13, -57, -10, -52, -15, -52, -15, -55, -17, -54, -20, -52, -17, -52, -19, -53, -24, -46, -19, -54, -21, -48, -23, -49, -23, -52, -25, -46, -27, -48, -27, -43, -36, -48, -30, -44, -34, -56, -34, -40, -34, -44, -35, -41, -36, -45, -41, -41, -38, -48, -37, -46, -38, -43, -34, -41, -39, -47, -44, -48, -42, -47, -41, -45, 0, 0]}
+{"packet_type": "CSI_DATA", "timestamp": 1, "mac": "1a:00:00:00:00:00", "rssi": -23, "channel": 11, "secondary_channel": 1, "noise_floor": -91, "agc_gain": 47, "fft_gain": 384, "csi": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -6, 7, -6, 7, -6, 8, -7, 8, -6, 7, -6, 7, -6, 7, -5, 7, -5, 7, -5, 7, -5, 7, -5, 7, -5, 7, -4, 7, -4, 7, -5, 8, -4, 8, -3, 7, -3, 7, -3, 7, -3, 7, -3, 7, -3, 7, -3, 8, -3, 8, -3, 8, 0, 0, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -3, 8, -4, 8, -3, 8, -4, 8, -4, 7, -4, 7, -4, 7, -4, 7, -5, 7, -5, 7, -5, 6, -5, 6, -5, 6, -5, 5, -5, 5, -5, 5, -5, 5, -5, 4, -5, 4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -33, 46, -33, 46, -33, 50, -25, 48, -24, 47, -24, 46, -26, 49, -26, 44, -21, 46, -17, 45, -22, 46, -17, 45, -19, 46, -18, 44, -21, 43, -13, 46, -21, 46, -15, 46, -15, 41, -13, 42, -10, 51, -10, 42, -5, 47, -7, 42, -7, 41, -9, 41, -8, 44, -3, 49, -6, 43, -4, 49, -3, 43, -1, 46, -6, 43, -4, 48, -2, 51, -4, 45, -9, 44, -5, 48, -6, 47, -3, 44, -7, 48, -9, 44, -8, 44, -12, 45, -10, 40, -13, 46, -13, 43, -19, 43, -11, 40, -10, 41, -17, 40, -15, 37, -14, 34, -18, 32, -19, 31, -18, 32, -19, 28, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -39, -27, -39, -25, -39, -29, -42, -31, -37, -33, -39, -31, -40, -35, -36, -34, -40, -40, -36, -40, -38, -45, -38, -42, -40, -50, -36, -45, -34, -42, -33, -47, -38, -51, -30, -46, -36, -46, -31, -49, -29, -48, -32, -52, -30, -48, -28, -54, -23, -51, -33, -51, -27, -47, -27, -47, -29, -46, -31, -47, -34, -41, -32, -47, -31, -46, -31, -38, -29, -46, -35, -47, -34, -38, -40, -43, -36, -35, -39, -41, -37, -38, -41, -35, -42, -39, -42, -37, -40, -35, -47, -35, -44, -31, -47, -34, -48, -32, -45, -34, -49, -32, -47, -31, -45, -31, -49, -29, -53, -37, -52, -36, -53, -34, 0, 0]}
+{"packet_type": "CSI_DATA", "timestamp": 2, "mac": "1a:00:00:00:00:00", "rssi": -23, "channel": 11, "secondary_channel": 1, "noise_floor": -91, "agc_gain": 47, "fft_gain": 384, "csi": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -7, -8, -7, -8, -8, -8, -7, -8, -7, -8, -7, -7, -7, -7, -7, -7, -7, -7, -7, -6, -7, -7, -8, -7, -7, -6, -7, -6, -7, -6, -8, -6, -8, -5, -7, -5, -8, -5, -8, -5, -7, -5, -8, -5, -7, -4, -8, -4, -8, -5, -8, -5, 0, 0, -9, -4, -8, -5, -9, -5, -9, -4, -8, -4, -8, -5, -8, -5, -8, -4, -8, -5, -8, -4, -8, -5, -7, -5, -8, -5, -7, -5, -7, -5, -7, -6, -7, -6, -7, -5, -7, -6, -6, -6, -6, -5, -5, -6, -5, -5, -5, -6, -5, -6, -4, -6, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -16, -57, -12, -53, -21, -57, -17, -55, -17, -53, -18, -50, -17, -50, -17, -53, -14, -47, -21, -44, -19, -48, -22, -41, -21, -48, -21, -41, -22, -44, -27, -40, -24, -44, -25, -37, -23, -35, -25, -40, -29, -45, -24, -36, -32, -38, -27, -35, -26, -34, -26, -37, -29, -35, -36, -36, -32, -34, -35, -39, -33, -30, -35, -36, -29, -35, -33, -39, -31, -36, -31, -34, -33, -39, -33, -35, -32, -37, -28, -34, -34, -36, -27, -39, -30, -37, -28, -37, -30, -37, -22, -42, -22, -41, -20, -39, -19, -36, -19, -42, -17, -39, -20, -39, -18, -37, -15, -35, -14, -33, -9, -34, -8, -33, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 41, -14, 44, -13, 43, -12, 52, -11, 50, -8, 47, -6, 48, -6, 49, -6, 56, 1, 53, -7, 55, -4, 57, -6, 62, -3, 61, -1, 55, 2, 54, 6, 61, 3, 51, 9, 57, 4, 58, 9, 53, 6, 56, 12, 54, 8, 58, 6, 54, 10, 59, 3, 51, 5, 55, 7, 52, 12, 57, 12, 50, 1, 56, 9, 54, 7, 54, 5, 52, 3, 55, 2, 49, -3, 58, -5, 48, -5, 59, -5, 55, -6, 58, -5, 57, -5, 57, -7, 53, -11, 53, -13, 56, -9, 54, -15, 57, -11, 53, -14, 57, -14, 54, -16, 57, -12, 51, -13, 63, -17, 58, -20, 60, -16, 0, 0]}
+{"packet_type": "CSI_DATA", "timestamp": 3, "mac": "1a:00:00:00:00:00", "rssi": -23, "channel": 11, "secondary_channel": 1, "noise_floor": -91, "agc_gain": 47, "fft_gain": 384, "csi": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -10, -4, -10, -4, -11, -3, -10, -4, -10, -4, -10, -3, -10, -3, -9, -3, -9, -3, -9, -2, -10, -3, -10, -2, -10, -2, -9, -2, -8, -2, -10, -2, -9, -1, -9, -1, -9, 0, -9, -1, -9, -1, -9, -1, -8, 0, -9, 0, -9, -1, -10, 0, 0, 0, -10, 0, -10, 0, -10, 0, -10, 0, -9, 0, -10, -1, -10, -1, -9, 0, -10, -1, -9, -1, -10, -1, -9, -1, -9, -1, -9, -2, -9, -2, -9, -2, -9, -3, -9, -2, -8, -3, -8, -2, -8, -3, -7, -3, -7, -3, -7, -3, -7, -4, -6, -4, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -54, -15, -56, -23, -58, -18, -54, -12, -58, -16, -49, -13, -53, -14, -48, -15, -52, -13, -46, -9, -47, -3, -49, -6, -55, -8, -53, -7, -48, -11, -50, -6, -54, -8, -51, -3, -44, 0, -51, -3, -50, 0, -47, -3, -45, 7, -45, 6, -43, 2, -47, 3, -46, 5, -50, 5, -48, -1, -45, 4, -47, 3, -47, 5, -48, 9, -45, 9, -50, 10, -42, 1, -48, 6, -48, 12, -49, 7, -44, 6, -48, 3, -48, 0, -48, -1, -49, -2, -43, 1, -48, -3, -44, -4, -49, -5, -43, -3, -46, -7, -39, -4, -42, -6, -39, -7, -37, -9, -35, -17, -33, -13, -33, -13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 11, -46, 10, -42, 14, -50, 17, -48, 18, -49, 18, -41, 18, -50, 23, -44, 26, -48, 26, -51, 33, -48, 30, -48, 33, -49, 33, -49, 28, -50, 38, -44, 31, -49, 34, -48, 28, -47, 35, -47, 30, -41, 36, -46, 38, -44, 42, -40, 40, -39, 39, -44, 35, -36, 33, -43, 36, -45, 32, -42, 31, -43, 30, -40, 31, -43, 28, -44, 31, -48, 33, -45, 26, -48, 30, -46, 28, -47, 29, -49, 26, -47, 26, -55, 20, -45, 28, -56, 19, -49, 19, -52, 15, -52, 17, -53, 11, -56, 21, -56, 21, -56, 17, -52, 19, -52, 19, -51, 22, -58, 17, -55, 19, -59, 0, 0]}
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_001.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_001.jsonl
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_002.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_002.jsonl
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_003.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_003.jsonl
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_004.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_004.jsonl
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_005.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_005.jsonl
new file mode 100644
index 000000000..4f0bf4d43
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_005.jsonl	
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_006.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_006.jsonl
new file mode 100644
index 000000000..09a065d03
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_006.jsonl	
@@ -0,0 +1,170 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_007.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_007.jsonl
new file mode 100644
index 000000000..a8d27d03c
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_007.jsonl	
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_008.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_008.jsonl
new file mode 100644
index 000000000..f10b84aec
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_008.jsonl	
@@ -0,0 +1,187 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_009.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_009.jsonl
new file mode 100644
index 000000000..034e1dc1f
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_009.jsonl	
@@ -0,0 +1,187 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_010.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_010.jsonl
new file mode 100644
index 000000000..cbe0e259c
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_010.jsonl	
@@ -0,0 +1,185 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_011.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_011.jsonl
new file mode 100644
index 000000000..295a8a238
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_011.jsonl	
@@ -0,0 +1,182 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_012.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_012.jsonl
new file mode 100644
index 000000000..faa53a5d8
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_012.jsonl	
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_013.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_013.jsonl
new file mode 100644
index 000000000..e8c051d0a
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_013.jsonl	
@@ -0,0 +1,176 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_014.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_014.jsonl
new file mode 100644
index 000000000..b5d4c0d92
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_014.jsonl	
@@ -0,0 +1,181 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_015.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_015.jsonl
new file mode 100644
index 000000000..fd27bd161
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_015.jsonl	
@@ -0,0 +1,252 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_016.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_016.jsonl
new file mode 100644
index 000000000..faf7f0040
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_016.jsonl	
@@ -0,0 +1,243 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_017.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_017.jsonl
new file mode 100644
index 000000000..9b204fedd
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_017.jsonl	
@@ -0,0 +1,238 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_018.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_018.jsonl
new file mode 100644
index 000000000..f8b3aae4f
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_018.jsonl	
@@ -0,0 +1,241 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_019.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_019.jsonl
new file mode 100644
index 000000000..2a3b169b7
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_019.jsonl	
@@ -0,0 +1,213 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_020.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_020.jsonl
new file mode 100644
index 000000000..204f5e6b8
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_020.jsonl	
@@ -0,0 +1,236 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_021.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_021.jsonl
new file mode 100644
index 000000000..0309778dd
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_021.jsonl	
@@ -0,0 +1,234 @@
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diff --git a/sample-apps/Ctrl Z/datasets/raw/walking/walking_022.jsonl b/sample-apps/Ctrl Z/datasets/raw/walking/walking_022.jsonl
new file mode 100644
index 000000000..6f3a2e3f9
--- /dev/null
+++ b/sample-apps/Ctrl Z/datasets/raw/walking/walking_022.jsonl	
@@ -0,0 +1,252 @@
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+{"packet_type": "CSI_DATA", "timestamp": 227710, "mac": "1a:00:00:00:00:00", "rssi": -35, "channel": 11, "secondary_channel": 1, "noise_floor": -90, "agc_gain": 47, "fft_gain": 384, "csi": [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -3, -5, -3, -4, -4, -5, -3, -5, -3, -4, -3, -4, -3, -4, -3, -4, -3, -4, -3, -4, -3, -4, -4, -4, -4, -4, -3, -4, -3, -3, -4, -3, -4, -3, -3, -2, -4, -2, -4, -3, -3, -2, -4, -2, -3, -2, -4, -2, -4, -3, -4, -2, 0, 0, -4, -2, -4, -3, -4, -3, -4, -2, -4, -2, -4, -2, -4, -2, -4, -2, -4, -2, -4, -2, -4, -3, -3, -3, -4, -3, -3, -3, -3, -3, -3, -3, -3, -4, -2, -2, -2, -3, -2, -2, -2, -3, -2, -3, -2, -3, -2, -3, -2, -2, -1, -2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 9, 29, 12, 30, 11, 28, 15, 22, 10, 27, 13, 21, 16, 23, 12, 21, 13, 21, 16, 21, 13, 20, 13, 21, 13, 21, 10, 19, 11, 19, 16, 20, 13, 22, 15, 19, 15, 18, 13, 19, 19, 18, 11, 13, 19, 13, 10, 13, 10, 15, 14, 15, 13, 15, 21, 18, 15, 13, 12, 15, 16, 15, 17, 15, 15, 13, 15, 17, 19, 11, 13, 17, 16, 18, 15, 15, 11, 15, 15, 16, 12, 13, 10, 17, 10, 18, 9, 19, 9, 17, 9, 19, 13, 18, 9, 15, 7, 15, 4, 15, 7, 16, 2, 10, 9, 15, 0, 13, 4, 17, 4, 13, 4, 13, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, -17, 22, -19, 27, -20, 24, -26, 29, -21, 21, -24, 20, -23, 19, -23, 20, -30, 20, -27, 18, -30, 20, -30, 20, -33, 23, -32, 19, -32, 14, -30, 17, -39, 19, -31, 15, -31, 16, -34, 13, -34, 9, -39, 15, -33, 9, -38, 12, -39, 10, -36, 12, -30, 13, -35, 12, -32, 6, -39, 10, -30, 14, -36, 8, -34, 11, -30, 13, -34, 10, -31, 12, -28, 13, -32, 14, -30, 9, -31, 15, -31, 12, -28, 14, -28, 19, -32, 17, -30, 17, -27, 10, -25, 13, -29, 15, -27, 18, -29, 14, -27, 17, -23, 17, -29, 15, -28, 16, -34, 16, -38, 16, -30, 16, 0, 0]}
diff --git a/sample-apps/Ctrl Z/docs/.gitkeep b/sample-apps/Ctrl Z/docs/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/CMakeLists.txt b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/CMakeLists.txt
new file mode 100644
index 000000000..727efe349
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/CMakeLists.txt	
@@ -0,0 +1,15 @@
+
+# The following lines of boilerplate have to be in your project's CMakeLists
+# in this exact order for cmake to work correctlycmake_minimum_required(VERSION 3.5)
+cmake_minimum_required(VERSION 3.5)
+add_compile_options(-fdiagnostics-color=always)
+
+include($ENV{IDF_PATH}/tools/cmake/project.cmake)
+
+message("EXTRA_COMPONENT_DIRS: " ${EXTRA_COMPONENT_DIRS})
+
+string(REGEX REPLACE ".*/\(.*\)" "\\1" CURDIR ${CMAKE_CURRENT_SOURCE_DIR})
+project(${CURDIR})
+
+git_describe(PROJECT_VERSION ${COMPONENT_DIR})
+message("Project commit: " ${PROJECT_VERSION})
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/README.md b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/README.md
new file mode 100644
index 000000000..f2064ed01
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/README.md	
@@ -0,0 +1 @@
+# CSI_RECV
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/CMakeLists.txt b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/CMakeLists.txt
new file mode 100644
index 000000000..a941e22ba
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/CMakeLists.txt	
@@ -0,0 +1,2 @@
+idf_component_register(SRC_DIRS "."
+                       INCLUDE_DIRS ".")
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/app_main.c b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/app_main.c
new file mode 100644
index 000000000..4932cd28c
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/app_main.c	
@@ -0,0 +1,297 @@
+/*
+ * SPDX-FileCopyrightText: 2025-2026 Espressif Systems (Shanghai) CO LTD
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+/* Get Start Example
+
+   This example code is in the Public Domain (or CC0 licensed, at your option.)
+
+   Unless required by applicable law or agreed to in writing, this
+   software is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+   CONDITIONS OF ANY KIND, either express or implied.
+*/
+
+#include <stdio.h>
+#include <string.h>
+#include <stdlib.h>
+
+#include "nvs_flash.h"
+
+#include "esp_mac.h"
+#include "rom/ets_sys.h"
+#include "esp_log.h"
+#include "esp_wifi.h"
+#include "esp_netif.h"
+#include "esp_now.h"
+#include "esp_csi_gain_ctrl.h"
+
+#define CONFIG_LESS_INTERFERENCE_CHANNEL   11
+#if CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C61 || (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0))
+#define CONFIG_WIFI_BAND_MODE               WIFI_BAND_MODE_2G_ONLY
+#define CONFIG_WIFI_2G_BANDWIDTHS           WIFI_BW_HT40
+#define CONFIG_WIFI_5G_BANDWIDTHS           WIFI_BW_HT40
+#define CONFIG_WIFI_2G_PROTOCOL             WIFI_PROTOCOL_11N
+#define CONFIG_WIFI_5G_PROTOCOL             WIFI_PROTOCOL_11N
+#else
+#define CONFIG_WIFI_BANDWIDTH           WIFI_BW_HT40
+#endif
+
+#define CONFIG_ESP_NOW_PHYMODE           WIFI_PHY_MODE_HT40
+#define CONFIG_ESP_NOW_RATE             WIFI_PHY_RATE_MCS0_LGI
+#define CONFIG_FORCE_GAIN                   0
+
+#if CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C61
+#define CSI_FORCE_LLTF                      0
+#endif
+
+#if CONFIG_IDF_TARGET_ESP32S3 || CONFIG_IDF_TARGET_ESP32C3 || CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C6 || CONFIG_IDF_TARGET_ESP32C61
+#define CONFIG_GAIN_CONTROL                 1
+#endif
+
+#if ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(6, 0, 0)
+#define ESP_IF_WIFI_STA ESP_MAC_WIFI_STA
+#endif
+
+static const uint8_t CONFIG_CSI_SEND_MAC[] = {0x1a, 0x00, 0x00, 0x00, 0x00, 0x00};
+static const char *TAG = "csi_recv";
+
+static void wifi_init()
+{
+    ESP_ERROR_CHECK(esp_event_loop_create_default());
+    ESP_ERROR_CHECK(esp_netif_init());
+    wifi_init_config_t cfg = WIFI_INIT_CONFIG_DEFAULT();
+    ESP_ERROR_CHECK(esp_wifi_init(&cfg));
+    ESP_ERROR_CHECK(esp_wifi_set_mode(WIFI_MODE_STA));
+    ESP_ERROR_CHECK(esp_wifi_set_storage(WIFI_STORAGE_RAM));
+
+#if CONFIG_IDF_TARGET_ESP32C5
+    ESP_ERROR_CHECK(esp_wifi_start());
+    esp_wifi_set_band_mode(CONFIG_WIFI_BAND_MODE);
+    wifi_protocols_t protocols = {
+        .ghz_2g = CONFIG_WIFI_2G_PROTOCOL,
+        .ghz_5g = CONFIG_WIFI_5G_PROTOCOL
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_protocols(ESP_IF_WIFI_STA, &protocols));
+    wifi_bandwidths_t bandwidth = {
+        .ghz_2g = CONFIG_WIFI_2G_BANDWIDTHS,
+        .ghz_5g = CONFIG_WIFI_5G_BANDWIDTHS
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidths(ESP_IF_WIFI_STA, &bandwidth));
+#elif (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0)) || CONFIG_IDF_TARGET_ESP32C61
+    ESP_ERROR_CHECK(esp_wifi_start());
+    esp_wifi_set_band_mode(CONFIG_WIFI_BAND_MODE);
+    wifi_protocols_t protocols = {
+        .ghz_2g = CONFIG_WIFI_2G_PROTOCOL,
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_protocols(ESP_IF_WIFI_STA, &protocols));
+    wifi_bandwidths_t bandwidth = {
+        .ghz_2g = CONFIG_WIFI_2G_BANDWIDTHS,
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidths(ESP_IF_WIFI_STA, &bandwidth));
+#else
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidth(ESP_IF_WIFI_STA, CONFIG_WIFI_BANDWIDTH));
+    ESP_ERROR_CHECK(esp_wifi_start());
+#endif
+
+    ESP_ERROR_CHECK(esp_wifi_set_ps(WIFI_PS_NONE));
+#if CONFIG_IDF_TARGET_ESP32C5
+    if ((CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_2G_ONLY && CONFIG_WIFI_2G_BANDWIDTHS == WIFI_BW_HT20)
+            || (CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_5G_ONLY && CONFIG_WIFI_5G_BANDWIDTHS == WIFI_BW_HT20)) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#elif (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0)) || CONFIG_IDF_TARGET_ESP32C61
+    if (CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_2G_ONLY && CONFIG_WIFI_2G_BANDWIDTHS == WIFI_BW_HT20) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#else
+    if (CONFIG_WIFI_BANDWIDTH == WIFI_BW_HT20) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#endif
+
+    ESP_ERROR_CHECK(esp_wifi_set_mac(WIFI_IF_STA, CONFIG_CSI_SEND_MAC));
+}
+
+static void wifi_esp_now_init(esp_now_peer_info_t peer)
+{
+    ESP_ERROR_CHECK(esp_now_init());
+    ESP_ERROR_CHECK(esp_now_set_pmk((uint8_t *)"pmk1234567890123"));
+    esp_now_rate_config_t rate_config = {
+        .phymode = CONFIG_ESP_NOW_PHYMODE,
+        .rate = CONFIG_ESP_NOW_RATE,//  WIFI_PHY_RATE_MCS0_LGI,
+        .ersu = false,
+        .dcm = false
+    };
+    ESP_ERROR_CHECK(esp_now_add_peer(&peer));
+    ESP_ERROR_CHECK(esp_now_set_peer_rate_config(peer.peer_addr, &rate_config));
+
+}
+
+static void wifi_csi_rx_cb(void *ctx, wifi_csi_info_t *info)
+{
+    if (!info || !info->buf) {
+        ESP_LOGW(TAG, "<%s> wifi_csi_cb", esp_err_to_name(ESP_ERR_INVALID_ARG));
+        return;
+    }
+
+    if (memcmp(info->mac, CONFIG_CSI_SEND_MAC, 6)) {
+        return;
+    }
+
+    const wifi_pkt_rx_ctrl_t *rx_ctrl = &info->rx_ctrl;
+    static int s_count = 0;
+    float compensate_gain = 1.0f;
+    static uint8_t agc_gain = 0;
+    static int8_t fft_gain = 0;
+#if CONFIG_GAIN_CONTROL
+    static uint8_t agc_gain_baseline = 0;
+    static int8_t fft_gain_baseline = 0;
+    esp_csi_gain_ctrl_get_rx_gain(rx_ctrl, &agc_gain, &fft_gain);
+    if (s_count < 100) {
+        esp_csi_gain_ctrl_record_rx_gain(agc_gain, fft_gain);
+    } else if (s_count == 100) {
+        esp_csi_gain_ctrl_get_rx_gain_baseline(&agc_gain_baseline, &fft_gain_baseline);
+#if CONFIG_FORCE_GAIN
+        esp_csi_gain_ctrl_set_rx_force_gain(agc_gain_baseline, fft_gain_baseline);
+        ESP_LOGD(TAG, "fft_force %d, agc_force %d", fft_gain_baseline, agc_gain_baseline);
+#endif
+    }
+    esp_csi_gain_ctrl_get_gain_compensation(&compensate_gain, agc_gain, fft_gain);
+    ESP_LOGI(TAG, "compensate_gain %f, agc_gain %d, fft_gain %d", compensate_gain, agc_gain, fft_gain);
+#endif
+
+    uint32_t rx_id = *(uint32_t *)(info->payload + 15);
+#if CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C6 || CONFIG_IDF_TARGET_ESP32C61
+    if (!s_count) {
+        ESP_LOGI(TAG, "================ CSI RECV ================");
+        ets_printf("type,seq,mac,rssi,rate,noise_floor,fft_gain,agc_gain,channel,local_timestamp,sig_len,rx_format,len,first_word,data\n");
+    }
+
+    ets_printf("CSI_DATA,%d," MACSTR ",%d,%d,%d,%d,%d,%d,%d,%d,%d",
+               rx_id, MAC2STR(info->mac), rx_ctrl->rssi, rx_ctrl->rate,
+               rx_ctrl->noise_floor, fft_gain, agc_gain,  rx_ctrl->channel,
+               rx_ctrl->timestamp, rx_ctrl->sig_len, rx_ctrl->cur_bb_format);
+#else
+    if (!s_count) {
+        ESP_LOGI(TAG, "================ CSI RECV ================");
+        ets_printf("type,id,mac,rssi,rate,sig_mode,mcs,bandwidth,smoothing,not_sounding,aggregation,stbc,fec_coding,sgi,noise_floor,ampdu_cnt,channel,secondary_channel,local_timestamp,ant,sig_len,rx_format,len,first_word,data\n");
+    }
+
+    ets_printf("CSI_DATA,%d," MACSTR ",%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d,%d",
+               rx_id, MAC2STR(info->mac), rx_ctrl->rssi, rx_ctrl->rate, rx_ctrl->sig_mode,
+               rx_ctrl->mcs, rx_ctrl->cwb, rx_ctrl->smoothing, rx_ctrl->not_sounding,
+               rx_ctrl->aggregation, rx_ctrl->stbc, rx_ctrl->fec_coding, rx_ctrl->sgi,
+               rx_ctrl->noise_floor, rx_ctrl->ampdu_cnt, rx_ctrl->channel, rx_ctrl->secondary_channel,
+               rx_ctrl->timestamp, rx_ctrl->ant, rx_ctrl->sig_len, rx_ctrl->sig_mode);
+
+#endif
+#if (CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C61) && CSI_FORCE_LLTF
+    int16_t csi = ((int16_t)(((((uint16_t)info->buf[1]) << 8) | info->buf[0]) << 4) >> 4);
+    ets_printf(",%d,%d,\"[%d", (info->len - 2) / 2, info->first_word_invalid, (int16_t)(compensate_gain * csi));
+    for (int i = 2; i < (info->len - 2); i += 2) {
+        csi = ((int16_t)(((((uint16_t)info->buf[i + 1]) << 8) | info->buf[i]) << 4) >> 4);
+        ets_printf(",%d", (int16_t)(compensate_gain * csi));
+    }
+#else
+    ets_printf(",%d,%d,\"[%d", info->len, info->first_word_invalid, (int16_t)(compensate_gain * info->buf[0]));
+    for (int i = 1; i < info->len; i++) {
+        ets_printf(",%d", (int16_t)(compensate_gain * info->buf[i]));
+    }
+#endif
+    ets_printf("]\"\n");
+    s_count++;
+}
+
+static void wifi_csi_init()
+{
+    ESP_ERROR_CHECK(esp_wifi_set_promiscuous(true));
+
+    /**< default config */
+#if CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C61
+    wifi_csi_config_t csi_config = {
+        .enable                   = true,
+        .acquire_csi_legacy       = false,
+        .acquire_csi_force_lltf   = CSI_FORCE_LLTF,
+        .acquire_csi_ht20         = true,
+        .acquire_csi_ht40         = true,
+        .acquire_csi_vht          = false,
+        .acquire_csi_su           = false,
+        .acquire_csi_mu           = false,
+        .acquire_csi_dcm          = false,
+        .acquire_csi_beamformed   = false,
+        .acquire_csi_he_stbc_mode = 2,
+        .val_scale_cfg            = 0,
+        .dump_ack_en              = false,
+        .reserved                 = false
+    };
+#elif CONFIG_IDF_TARGET_ESP32C6
+    wifi_csi_config_t csi_config = {
+        .enable                 = true,
+        .acquire_csi_legacy     = false,
+        .acquire_csi_ht20       = true,
+        .acquire_csi_ht40       = true,
+        .acquire_csi_su         = true,
+        .acquire_csi_mu         = true,
+        .acquire_csi_dcm        = true,
+        .acquire_csi_beamformed = true,
+        .acquire_csi_he_stbc    = 2,
+        .val_scale_cfg          = false,
+        .dump_ack_en            = false,
+        .reserved               = false
+    };
+#else
+    wifi_csi_config_t csi_config = {
+        .lltf_en           = true,
+        .htltf_en          = true,
+        .stbc_htltf2_en    = true,
+        .ltf_merge_en      = true,
+        .channel_filter_en = true,
+        .manu_scale        = false,
+        .shift             = false,
+    };
+#endif
+    ESP_ERROR_CHECK(esp_wifi_set_csi_config(&csi_config));
+    ESP_ERROR_CHECK(esp_wifi_set_csi_rx_cb(wifi_csi_rx_cb, NULL));
+    ESP_ERROR_CHECK(esp_wifi_set_csi(true));
+}
+
+void app_main()
+{
+    /**
+     * @brief Initialize NVS
+     */
+    esp_err_t ret = nvs_flash_init();
+    if (ret == ESP_ERR_NVS_NO_FREE_PAGES || ret == ESP_ERR_NVS_NEW_VERSION_FOUND) {
+        ESP_ERROR_CHECK(nvs_flash_erase());
+        ret = nvs_flash_init();
+    }
+    ESP_ERROR_CHECK(ret);
+
+    /**
+     * @brief Initialize Wi-Fi
+     */
+    wifi_init();
+
+    /**
+     * @brief Initialize ESP-NOW
+     *        ESP-NOW protocol see: https://docs.espressif.com/projects/esp-idf/en/latest/esp32/api-reference/network/esp_now.html
+     */
+
+    esp_now_peer_info_t peer = {
+        .channel   = CONFIG_LESS_INTERFERENCE_CHANNEL,
+        .ifidx     = WIFI_IF_STA,
+        .encrypt   = false,
+        .peer_addr = {0xff, 0xff, 0xff, 0xff, 0xff, 0xff},
+    };
+
+    wifi_esp_now_init(peer);
+
+    wifi_csi_init();
+}
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/idf_component.yml b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/idf_component.yml
new file mode 100644
index 000000000..7f4789bf5
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/main/idf_component.yml	
@@ -0,0 +1,4 @@
+## IDF Component Manager Manifest File
+dependencies:
+  idf: ">=4.4.1"
+  esp_csi_gain_ctrl: ">=0.1.4"
diff --git a/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/sdkconfig.defaults b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/sdkconfig.defaults
new file mode 100644
index 000000000..c4e654d1d
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-s3-receiver/sdkconfig.defaults	
@@ -0,0 +1,10 @@
+# This file was generated using idf.py save-defconfig. It can be edited manually.
+# Espressif IoT Development Framework (ESP-IDF) 5.5.0 Project Minimal Configuration
+#
+CONFIG_PARTITION_TABLE_OFFSET=0xa000
+CONFIG_ESP_CONSOLE_UART_CUSTOM=y
+CONFIG_ESP_CONSOLE_UART_BAUDRATE=921600
+CONFIG_ESP_TASK_WDT_TIMEOUT_S=30
+CONFIG_ESP_WIFI_DYNAMIC_RX_BUFFER_NUM=128
+CONFIG_ESP_WIFI_CSI_ENABLED=y
+CONFIG_ESP_WIFI_AMPDU_TX_ENABLED=n
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/CMakeLists.txt b/sample-apps/Ctrl Z/firmware/esp32-sender/CMakeLists.txt
new file mode 100644
index 000000000..c9c57fd03
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/CMakeLists.txt	
@@ -0,0 +1,13 @@
+
+# The following lines of boilerplate have to be in your project's CMakeLists
+# in this exact order for cmake to work correctlycmake_minimum_required(VERSION 3.5)
+cmake_minimum_required(VERSION 3.5)
+add_compile_options(-fdiagnostics-color=always)
+
+include($ENV{IDF_PATH}/tools/cmake/project.cmake)
+
+string(REGEX REPLACE ".*/\(.*\)" "\\1" CURDIR ${CMAKE_CURRENT_SOURCE_DIR})
+project(${CURDIR})
+
+git_describe(PROJECT_VERSION ${COMPONENT_DIR})
+message("Project commit: " ${PROJECT_VERSION})
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/README.md b/sample-apps/Ctrl Z/firmware/esp32-sender/README.md
new file mode 100644
index 000000000..d22214e52
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/README.md	
@@ -0,0 +1 @@
+# CSI_SEND
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/main/CMakeLists.txt b/sample-apps/Ctrl Z/firmware/esp32-sender/main/CMakeLists.txt
new file mode 100644
index 000000000..a941e22ba
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/main/CMakeLists.txt	
@@ -0,0 +1,2 @@
+idf_component_register(SRC_DIRS "."
+                       INCLUDE_DIRS ".")
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/main/app_main.c b/sample-apps/Ctrl Z/firmware/esp32-sender/main/app_main.c
new file mode 100644
index 000000000..e26ee5bcb
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/main/app_main.c	
@@ -0,0 +1,170 @@
+/*
+ * SPDX-FileCopyrightText: 2025-2026 Espressif Systems (Shanghai) CO LTD
+ *
+ * SPDX-License-Identifier: Apache-2.0
+ */
+/* Get Start Example
+
+   This example code is in the Public Domain (or CC0 licensed, at your option.)
+
+   Unless required by applicable law or agreed to in writing, this
+   software is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR
+   CONDITIONS OF ANY KIND, either express or implied.
+*/
+#include <stdio.h>
+#include <string.h>
+#include <stdlib.h>
+#include <unistd.h>
+
+#include "nvs_flash.h"
+
+#include "esp_mac.h"
+#include "esp_log.h"
+#include "esp_wifi.h"
+#include "esp_netif.h"
+#include "esp_now.h"
+
+#define CONFIG_LESS_INTERFERENCE_CHANNEL   11
+
+#if CONFIG_IDF_TARGET_ESP32C5 || CONFIG_IDF_TARGET_ESP32C61 || (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0))
+#define CONFIG_WIFI_BAND_MODE   WIFI_BAND_MODE_2G_ONLY
+#define CONFIG_WIFI_2G_BANDWIDTHS           WIFI_BW_HT40
+#define CONFIG_WIFI_5G_BANDWIDTHS           WIFI_BW_HT40
+#define CONFIG_WIFI_2G_PROTOCOL             WIFI_PROTOCOL_11N
+#define CONFIG_WIFI_5G_PROTOCOL             WIFI_PROTOCOL_11N
+#else
+#define CONFIG_WIFI_BANDWIDTH           WIFI_BW_HT40
+#endif
+
+#define CONFIG_ESP_NOW_PHYMODE           WIFI_PHY_MODE_HT40
+#define CONFIG_ESP_NOW_RATE             WIFI_PHY_RATE_MCS0_LGI
+#define CONFIG_SEND_FREQUENCY               100
+
+#if ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(6, 0, 0)
+#define ESP_IF_WIFI_STA ESP_MAC_WIFI_STA
+#endif
+
+static const uint8_t CONFIG_CSI_SEND_MAC[] = {0x1a, 0x00, 0x00, 0x00, 0x00, 0x00};
+static const char *TAG = "csi_send";
+
+static void wifi_init()
+{
+    ESP_ERROR_CHECK(esp_event_loop_create_default());
+
+    ESP_ERROR_CHECK(esp_netif_init());
+    wifi_init_config_t cfg = WIFI_INIT_CONFIG_DEFAULT();
+    ESP_ERROR_CHECK(esp_wifi_init(&cfg));
+
+    ESP_ERROR_CHECK(esp_wifi_set_mode(WIFI_MODE_STA));
+    ESP_ERROR_CHECK(esp_wifi_set_storage(WIFI_STORAGE_RAM));
+
+#if CONFIG_IDF_TARGET_ESP32C5
+    ESP_ERROR_CHECK(esp_wifi_start());
+    esp_wifi_set_band_mode(CONFIG_WIFI_BAND_MODE);
+    wifi_protocols_t protocols = {
+        .ghz_2g = CONFIG_WIFI_2G_PROTOCOL,
+        .ghz_5g = CONFIG_WIFI_5G_PROTOCOL
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_protocols(ESP_IF_WIFI_STA, &protocols));
+    wifi_bandwidths_t bandwidth = {
+        .ghz_2g = CONFIG_WIFI_2G_BANDWIDTHS,
+        .ghz_5g = CONFIG_WIFI_5G_BANDWIDTHS
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidths(ESP_IF_WIFI_STA, &bandwidth));
+#elif (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0)) || CONFIG_IDF_TARGET_ESP32C61
+    ESP_ERROR_CHECK(esp_wifi_start());
+    esp_wifi_set_band_mode(CONFIG_WIFI_BAND_MODE);
+    wifi_protocols_t protocols = {
+        .ghz_2g = CONFIG_WIFI_2G_PROTOCOL,
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_protocols(ESP_IF_WIFI_STA, &protocols));
+    wifi_bandwidths_t bandwidth = {
+        .ghz_2g = CONFIG_WIFI_2G_BANDWIDTHS,
+    };
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidths(ESP_IF_WIFI_STA, &bandwidth));
+#else
+    ESP_ERROR_CHECK(esp_wifi_set_bandwidth(ESP_IF_WIFI_STA, CONFIG_WIFI_BANDWIDTH));
+    ESP_ERROR_CHECK(esp_wifi_start());
+
+#endif
+
+    ESP_ERROR_CHECK(esp_wifi_set_ps(WIFI_PS_NONE));
+#if CONFIG_IDF_TARGET_ESP32C5
+    if ((CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_2G_ONLY && CONFIG_WIFI_2G_BANDWIDTHS == WIFI_BW_HT20)
+            || (CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_5G_ONLY && CONFIG_WIFI_5G_BANDWIDTHS == WIFI_BW_HT20)) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#elif (CONFIG_IDF_TARGET_ESP32C6 && ESP_IDF_VERSION >= ESP_IDF_VERSION_VAL(5, 4, 0)) || CONFIG_IDF_TARGET_ESP32C61
+    if (CONFIG_WIFI_BAND_MODE == WIFI_BAND_MODE_2G_ONLY && CONFIG_WIFI_2G_BANDWIDTHS == WIFI_BW_HT20) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#else
+    if (CONFIG_WIFI_BANDWIDTH == WIFI_BW_HT20) {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_NONE));
+    } else {
+        ESP_ERROR_CHECK(esp_wifi_set_channel(CONFIG_LESS_INTERFERENCE_CHANNEL, WIFI_SECOND_CHAN_BELOW));
+    }
+#endif
+    ESP_ERROR_CHECK(esp_wifi_set_mac(WIFI_IF_STA, CONFIG_CSI_SEND_MAC));
+}
+
+static void wifi_esp_now_init(esp_now_peer_info_t peer)
+{
+    ESP_ERROR_CHECK(esp_now_init());
+    ESP_ERROR_CHECK(esp_now_set_pmk((uint8_t *)"pmk1234567890123"));
+    ESP_ERROR_CHECK(esp_now_add_peer(&peer));
+    esp_now_rate_config_t rate_config = {
+        .phymode = CONFIG_ESP_NOW_PHYMODE,
+        .rate = CONFIG_ESP_NOW_RATE,
+        .ersu = false,
+        .dcm = false
+    };
+    ESP_ERROR_CHECK(esp_now_set_peer_rate_config(peer.peer_addr, &rate_config));
+}
+
+void app_main()
+{
+    /**
+     * @brief Initialize NVS
+     */
+    esp_err_t ret = nvs_flash_init();
+    if (ret == ESP_ERR_NVS_NO_FREE_PAGES || ret == ESP_ERR_NVS_NEW_VERSION_FOUND) {
+        ESP_ERROR_CHECK(nvs_flash_erase());
+        ret = nvs_flash_init();
+    }
+    ESP_ERROR_CHECK(ret);
+
+    /**
+     * @brief Initialize Wi-Fi
+     */
+    wifi_init();
+
+    /**
+     * @brief Initialize ESP-NOW
+     *        ESP-NOW protocol see: https://docs.espressif.com/projects/esp-idf/en/latest/esp32/api-reference/network/esp_now.html
+     */
+    esp_now_peer_info_t peer = {
+        .channel   = CONFIG_LESS_INTERFERENCE_CHANNEL,
+        .ifidx     = WIFI_IF_STA,
+        .encrypt   = false,
+        .peer_addr = {0xff, 0xff, 0xff, 0xff, 0xff, 0xff},
+    };
+    wifi_esp_now_init(peer);
+
+    ESP_LOGI(TAG, "================ CSI SEND ================");
+    ESP_LOGI(TAG, "wifi_channel: %d, send_frequency: %d, mac: " MACSTR,
+             CONFIG_LESS_INTERFERENCE_CHANNEL, CONFIG_SEND_FREQUENCY, MAC2STR(CONFIG_CSI_SEND_MAC));
+
+    for (uint32_t count = 0; ; ++count) {
+        esp_err_t ret = esp_now_send(peer.peer_addr, (const uint8_t *)&count, sizeof(count));
+        if (ret != ESP_OK) {
+            ESP_LOGW(TAG, "free_heap: %ld <%s> ESP-NOW send error", esp_get_free_heap_size(), esp_err_to_name(ret));
+        }
+
+        usleep(1000 * 1000 / CONFIG_SEND_FREQUENCY);
+    }
+}
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/main/idf_component.yml b/sample-apps/Ctrl Z/firmware/esp32-sender/main/idf_component.yml
new file mode 100644
index 000000000..c7558914f
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/main/idf_component.yml	
@@ -0,0 +1,3 @@
+## IDF Component Manager Manifest File
+dependencies:
+  idf: ">=4.4.1"
diff --git a/sample-apps/Ctrl Z/firmware/esp32-sender/sdkconfig.defaults b/sample-apps/Ctrl Z/firmware/esp32-sender/sdkconfig.defaults
new file mode 100644
index 000000000..5b90ed927
--- /dev/null
+++ b/sample-apps/Ctrl Z/firmware/esp32-sender/sdkconfig.defaults	
@@ -0,0 +1,8 @@
+# This file was generated using idf.py save-defconfig. It can be edited manually.
+# Espressif IoT Development Framework (ESP-IDF) 5.5.0 Project Minimal Configuration
+#
+CONFIG_PARTITION_TABLE_OFFSET=0xa000
+CONFIG_ESP_WIFI_DYNAMIC_TX_BUFFER_NUM=128
+CONFIG_ESP_WIFI_CSI_ENABLED=y
+CONFIG_ESP_WIFI_AMPDU_TX_ENABLED=n
+CONFIG_FREERTOS_HZ=1000
diff --git a/sample-apps/Ctrl Z/frontend/.gitignore b/sample-apps/Ctrl Z/frontend/.gitignore
new file mode 100644
index 000000000..5ef6a5207
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/.gitignore	
@@ -0,0 +1,41 @@
+# See https://help.github.com/articles/ignoring-files/ for more about ignoring files.
+
+# dependencies
+/node_modules
+/.pnp
+.pnp.*
+.yarn/*
+!.yarn/patches
+!.yarn/plugins
+!.yarn/releases
+!.yarn/versions
+
+# testing
+/coverage
+
+# next.js
+/.next/
+/out/
+
+# production
+/build
+
+# misc
+.DS_Store
+*.pem
+
+# debug
+npm-debug.log*
+yarn-debug.log*
+yarn-error.log*
+.pnpm-debug.log*
+
+# env files (can opt-in for committing if needed)
+.env*
+
+# vercel
+.vercel
+
+# typescript
+*.tsbuildinfo
+next-env.d.ts
diff --git a/sample-apps/Ctrl Z/frontend/AGENTS.md b/sample-apps/Ctrl Z/frontend/AGENTS.md
new file mode 100644
index 000000000..8bd0e3908
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/AGENTS.md	
@@ -0,0 +1,5 @@
+<!-- BEGIN:nextjs-agent-rules -->
+# This is NOT the Next.js you know
+
+This version has breaking changes — APIs, conventions, and file structure may all differ from your training data. Read the relevant guide in `node_modules/next/dist/docs/` before writing any code. Heed deprecation notices.
+<!-- END:nextjs-agent-rules -->
diff --git a/sample-apps/Ctrl Z/frontend/CLAUDE.md b/sample-apps/Ctrl Z/frontend/CLAUDE.md
new file mode 100644
index 000000000..43c994c2d
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/CLAUDE.md	
@@ -0,0 +1 @@
+@AGENTS.md
diff --git a/sample-apps/Ctrl Z/frontend/README.md b/sample-apps/Ctrl Z/frontend/README.md
new file mode 100644
index 000000000..e215bc4cc
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/README.md	
@@ -0,0 +1,36 @@
+This is a [Next.js](https://nextjs.org) project bootstrapped with [`create-next-app`](https://nextjs.org/docs/app/api-reference/cli/create-next-app).
+
+## Getting Started
+
+First, run the development server:
+
+```bash
+npm run dev
+# or
+yarn dev
+# or
+pnpm dev
+# or
+bun dev
+```
+
+Open [http://localhost:3000](http://localhost:3000) with your browser to see the result.
+
+You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file.
+
+This project uses [`next/font`](https://nextjs.org/docs/app/building-your-application/optimizing/fonts) to automatically optimize and load [Geist](https://vercel.com/font), a new font family for Vercel.
+
+## Learn More
+
+To learn more about Next.js, take a look at the following resources:
+
+- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API.
+- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial.
+
+You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js) - your feedback and contributions are welcome!
+
+## Deploy on Vercel
+
+The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js.
+
+Check out our [Next.js deployment documentation](https://nextjs.org/docs/app/building-your-application/deploying) for more details.
diff --git a/sample-apps/Ctrl Z/frontend/eslint.config.mjs b/sample-apps/Ctrl Z/frontend/eslint.config.mjs
new file mode 100644
index 000000000..05e726d1b
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/eslint.config.mjs	
@@ -0,0 +1,18 @@
+import { defineConfig, globalIgnores } from "eslint/config";
+import nextVitals from "eslint-config-next/core-web-vitals";
+import nextTs from "eslint-config-next/typescript";
+
+const eslintConfig = defineConfig([
+  ...nextVitals,
+  ...nextTs,
+  // Override default ignores of eslint-config-next.
+  globalIgnores([
+    // Default ignores of eslint-config-next:
+    ".next/**",
+    "out/**",
+    "build/**",
+    "next-env.d.ts",
+  ]),
+]);
+
+export default eslintConfig;
diff --git a/sample-apps/Ctrl Z/frontend/next.config.ts b/sample-apps/Ctrl Z/frontend/next.config.ts
new file mode 100644
index 000000000..fa67b356d
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/next.config.ts	
@@ -0,0 +1,9 @@
+import type { NextConfig } from "next";
+
+const nextConfig: NextConfig = {
+  turbopack: {
+    root: __dirname,
+  },
+};
+
+export default nextConfig;
diff --git a/sample-apps/Ctrl Z/frontend/package-lock.json b/sample-apps/Ctrl Z/frontend/package-lock.json
new file mode 100644
index 000000000..766ce69f3
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/package-lock.json	
@@ -0,0 +1,7337 @@
+{
+  "name": "frontend",
+  "version": "0.1.0",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {
+    "": {
+      "name": "frontend",
+      "version": "0.1.0",
+      "dependencies": {
+        "axios": "^1.19.0",
+        "lucide-react": "^1.28.0",
+        "next": "16.2.12",
+        "react": "19.2.4",
+        "react-dom": "19.2.4",
+        "recharts": "^3.10.1"
+      },
+      "devDependencies": {
+        "@tailwindcss/postcss": "^4",
+        "@types/node": "^20",
+        "@types/react": "^19",
+        "@types/react-dom": "^19",
+        "eslint": "^9",
+        "eslint-config-next": "16.2.12",
+        "tailwindcss": "^4",
+        "typescript": "^5"
+      }
+    },
+    "node_modules/@alloc/quick-lru": {
+      "version": "5.2.0",
+      "resolved": "https://registry.npmjs.org/@alloc/quick-lru/-/quick-lru-5.2.0.tgz",
+      "integrity": "sha512-UrcABB+4bUrFABwbluTIBErXwvbsU/V7TZWfmbgJfbkwiBuziS9gxdODUyuiecfdGQ85jglMW6juS3+z5TsKLw==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.7",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.7.tgz",
+      "integrity": "sha512-Aup7aUOfpbAUg2ROOJN6Iw5f9DMBlzu0mIkm/malLQFN/YQgO48wCj0Kxa3sEHJvPVFg7siR+qRInwXd2qhQKw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.29.7",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
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+        "@unrs/resolver-binding-linux-ppc64-gnu": "1.12.2",
+        "@unrs/resolver-binding-linux-riscv64-gnu": "1.12.2",
+        "@unrs/resolver-binding-linux-riscv64-musl": "1.12.2",
+        "@unrs/resolver-binding-linux-s390x-gnu": "1.12.2",
+        "@unrs/resolver-binding-linux-x64-gnu": "1.12.2",
+        "@unrs/resolver-binding-linux-x64-musl": "1.12.2",
+        "@unrs/resolver-binding-openharmony-arm64": "1.12.2",
+        "@unrs/resolver-binding-wasm32-wasi": "1.12.2",
+        "@unrs/resolver-binding-win32-arm64-msvc": "1.12.2",
+        "@unrs/resolver-binding-win32-ia32-msvc": "1.12.2",
+        "@unrs/resolver-binding-win32-x64-msvc": "1.12.2"
+      }
+    },
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+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "escalade": "^3.2.0",
+        "picocolors": "^1.1.1"
+      },
+      "bin": {
+        "update-browserslist-db": "cli.js"
+      },
+      "peerDependencies": {
+        "browserslist": ">= 4.21.0"
+      }
+    },
+    "node_modules/uri-js": {
+      "version": "4.4.1",
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+        "react": "^16.8.0 || ^17.0.0 || ^18.0.0 || ^19.0.0"
+      }
+    },
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+        "@types/d3-interpolate": "^3.0.1",
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+        "@types/d3-shape": "^3.1.0",
+        "@types/d3-time": "^3.0.0",
+        "@types/d3-timer": "^3.0.0",
+        "d3-array": "^3.1.6",
+        "d3-ease": "^3.0.1",
+        "d3-interpolate": "^3.0.1",
+        "d3-scale": "^4.0.2",
+        "d3-shape": "^3.1.0",
+        "d3-time": "^3.0.0",
+        "d3-timer": "^3.0.1"
+      }
+    },
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+      "version": "2.0.2",
+      "resolved": "https://registry.npmjs.org/which/-/which-2.0.2.tgz",
+      "integrity": "sha512-BLI3Tl1TW3Pvl70l3yq3Y64i+awpwXqsGBYWkkqMtnbXgrMD+yj7rhW0kuEDxzJaYXGjEW5ogapKNMEKNMjibA==",
+      "dev": true,
+      "license": "ISC",
+      "dependencies": {
+        "isexe": "^2.0.0"
+      },
+      "bin": {
+        "node-which": "bin/node-which"
+      },
+      "engines": {
+        "node": ">= 8"
+      }
+    },
+    "node_modules/which-boxed-primitive": {
+      "version": "1.1.1",
+      "resolved": "https://registry.npmjs.org/which-boxed-primitive/-/which-boxed-primitive-1.1.1.tgz",
+      "integrity": "sha512-TbX3mj8n0odCBFVlY8AxkqcHASw3L60jIuF8jFP78az3C2YhmGvqbHBpAjTRH2/xqYunrJ9g1jSyjCjpoWzIAA==",
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+      "license": "MIT",
+      "dependencies": {
+        "is-bigint": "^1.1.0",
+        "is-boolean-object": "^1.2.1",
+        "is-number-object": "^1.1.1",
+        "is-string": "^1.1.1",
+        "is-symbol": "^1.1.1"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
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+      "version": "1.2.1",
+      "resolved": "https://registry.npmjs.org/which-builtin-type/-/which-builtin-type-1.2.1.tgz",
+      "integrity": "sha512-6iBczoX+kDQ7a3+YJBnh3T+KZRxM/iYNPXicqk66/Qfm1b93iu+yOImkg0zHbj5LNOcNv1TEADiZ0xa34B4q6Q==",
+      "dev": true,
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+        "is-date-object": "^1.1.0",
+        "is-finalizationregistry": "^1.1.0",
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+        "is-regex": "^1.2.1",
+        "is-weakref": "^1.0.2",
+        "isarray": "^2.0.5",
+        "which-boxed-primitive": "^1.1.0",
+        "which-collection": "^1.0.2",
+        "which-typed-array": "^1.1.16"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
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+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/which-collection/-/which-collection-1.0.2.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "is-map": "^2.0.3",
+        "is-set": "^2.0.3",
+        "is-weakmap": "^2.0.2",
+        "is-weakset": "^2.0.3"
+      },
+      "engines": {
+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/which-typed-array": {
+      "version": "1.1.22",
+      "resolved": "https://registry.npmjs.org/which-typed-array/-/which-typed-array-1.1.22.tgz",
+      "integrity": "sha512-fvO4ExWMFsqyhG3AiPAObMuY1lxaqgYcxbc49CNdWDDECOJNgQyvsOWVwbZc+qf3rzRtxojBK+CMEv0Ld5CYpw==",
+      "dev": true,
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+        "call-bind": "^1.0.9",
+        "call-bound": "^1.0.4",
+        "for-each": "^0.3.5",
+        "get-proto": "^1.0.1",
+        "gopd": "^1.2.0",
+        "has-tostringtag": "^1.0.2"
+      },
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+        "node": ">= 0.4"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/ljharb"
+      }
+    },
+    "node_modules/word-wrap": {
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=0.10.0"
+      }
+    },
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+    },
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+      "version": "0.1.0",
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+      "license": "MIT",
+      "engines": {
+        "node": ">=10"
+      },
+      "funding": {
+        "url": "https://github.com/sponsors/sindresorhus"
+      }
+    },
+    "node_modules/zod": {
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+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.4.3.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-validation-error": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/zod-validation-error/-/zod-validation-error-4.0.2.tgz",
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+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.0 || ^4.0.0"
+      }
+    }
+  }
+}
diff --git a/sample-apps/Ctrl Z/frontend/package.json b/sample-apps/Ctrl Z/frontend/package.json
new file mode 100644
index 000000000..a5556fb88
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/package.json	
@@ -0,0 +1,29 @@
+{
+  "name": "frontend",
+  "version": "0.1.0",
+  "private": true,
+  "scripts": {
+    "dev": "next dev",
+    "build": "next build",
+    "start": "next start",
+    "lint": "eslint"
+  },
+  "dependencies": {
+    "axios": "^1.19.0",
+    "lucide-react": "^1.28.0",
+    "next": "16.2.12",
+    "react": "19.2.4",
+    "react-dom": "19.2.4",
+    "recharts": "^3.10.1"
+  },
+  "devDependencies": {
+    "@tailwindcss/postcss": "^4",
+    "@types/node": "^20",
+    "@types/react": "^19",
+    "@types/react-dom": "^19",
+    "eslint": "^9",
+    "eslint-config-next": "16.2.12",
+    "tailwindcss": "^4",
+    "typescript": "^5"
+  }
+}
diff --git a/sample-apps/Ctrl Z/frontend/postcss.config.mjs b/sample-apps/Ctrl Z/frontend/postcss.config.mjs
new file mode 100644
index 000000000..61e36849c
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/postcss.config.mjs	
@@ -0,0 +1,7 @@
+const config = {
+  plugins: {
+    "@tailwindcss/postcss": {},
+  },
+};
+
+export default config;
diff --git a/sample-apps/Ctrl Z/frontend/public/file.svg b/sample-apps/Ctrl Z/frontend/public/file.svg
new file mode 100644
index 000000000..004145cdd
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/public/file.svg	
@@ -0,0 +1 @@
+<svg fill="none" viewBox="0 0 16 16" xmlns="http://www.w3.org/2000/svg"><path d="M14.5 13.5V5.41a1 1 0 0 0-.3-.7L9.8.29A1 1 0 0 0 9.08 0H1.5v13.5A2.5 2.5 0 0 0 4 16h8a2.5 2.5 0 0 0 2.5-2.5m-1.5 0v-7H8v-5H3v12a1 1 0 0 0 1 1h8a1 1 0 0 0 1-1M9.5 5V2.12L12.38 5zM5.13 5h-.62v1.25h2.12V5zm-.62 3h7.12v1.25H4.5zm.62 3h-.62v1.25h7.12V11z" clip-rule="evenodd" fill="#666" fill-rule="evenodd"/></svg>
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/frontend/public/globe.svg b/sample-apps/Ctrl Z/frontend/public/globe.svg
new file mode 100644
index 000000000..567f17b0d
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/public/globe.svg	
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><g clip-path="url(#a)"><path fill-rule="evenodd" clip-rule="evenodd" d="M10.27 14.1a6.5 6.5 0 0 0 3.67-3.45q-1.24.21-2.7.34-.31 1.83-.97 3.1M8 16A8 8 0 1 0 8 0a8 8 0 0 0 0 16m.48-1.52a7 7 0 0 1-.96 0H7.5a4 4 0 0 1-.84-1.32q-.38-.89-.63-2.08a40 40 0 0 0 3.92 0q-.25 1.2-.63 2.08a4 4 0 0 1-.84 1.31zm2.94-4.76q1.66-.15 2.95-.43a7 7 0 0 0 0-2.58q-1.3-.27-2.95-.43a18 18 0 0 1 0 3.44m-1.27-3.54a17 17 0 0 1 0 3.64 39 39 0 0 1-4.3 0 17 17 0 0 1 0-3.64 39 39 0 0 1 4.3 0m1.1-1.17q1.45.13 2.69.34a6.5 6.5 0 0 0-3.67-3.44q.65 1.26.98 3.1M8.48 1.5l.01.02q.41.37.84 1.31.38.89.63 2.08a40 40 0 0 0-3.92 0q.25-1.2.63-2.08a4 4 0 0 1 .85-1.32 7 7 0 0 1 .96 0m-2.75.4a6.5 6.5 0 0 0-3.67 3.44 29 29 0 0 1 2.7-.34q.31-1.83.97-3.1M4.58 6.28q-1.66.16-2.95.43a7 7 0 0 0 0 2.58q1.3.27 2.95.43a18 18 0 0 1 0-3.44m.17 4.71q-1.45-.12-2.69-.34a6.5 6.5 0 0 0 3.67 3.44q-.65-1.27-.98-3.1" fill="#666"/></g><defs><clipPath id="a"><path fill="#fff" d="M0 0h16v16H0z"/></clipPath></defs></svg>
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/frontend/public/next.svg b/sample-apps/Ctrl Z/frontend/public/next.svg
new file mode 100644
index 000000000..5174b28c5
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/public/next.svg	
@@ -0,0 +1 @@
+<svg xmlns="http://www.w3.org/2000/svg" fill="none" viewBox="0 0 394 80"><path fill="#000" d="M262 0h68.5v12.7h-27.2v66.6h-13.6V12.7H262V0ZM149 0v12.7H94v20.4h44.3v12.6H94v21h55v12.6H80.5V0h68.7zm34.3 0h-17.8l63.8 79.4h17.9l-32-39.7 32-39.6h-17.9l-23 28.6-23-28.6zm18.3 56.7-9-11-27.1 33.7h17.8l18.3-22.7z"/><path fill="#000" d="M81 79.3 17 0H0v79.3h13.6V17l50.2 62.3H81Zm252.6-.4c-1 0-1.8-.4-2.5-1s-1.1-1.6-1.1-2.6.3-1.8 1-2.5 1.6-1 2.6-1 1.8.3 2.5 1a3.4 3.4 0 0 1 .6 4.3 3.7 3.7 0 0 1-3 1.8zm23.2-33.5h6v23.3c0 2.1-.4 4-1.3 5.5a9.1 9.1 0 0 1-3.8 3.5c-1.6.8-3.5 1.3-5.7 1.3-2 0-3.7-.4-5.3-1s-2.8-1.8-3.7-3.2c-.9-1.3-1.4-3-1.4-5h6c.1.8.3 1.6.7 2.2s1 1.2 1.6 1.5c.7.4 1.5.5 2.4.5 1 0 1.8-.2 2.4-.6a4 4 0 0 0 1.6-1.8c.3-.8.5-1.8.5-3V45.5zm30.9 9.1a4.4 4.4 0 0 0-2-3.3 7.5 7.5 0 0 0-4.3-1.1c-1.3 0-2.4.2-3.3.5-.9.4-1.6 1-2 1.6a3.5 3.5 0 0 0-.3 4c.3.5.7.9 1.3 1.2l1.8 1 2 .5 3.2.8c1.3.3 2.5.7 3.7 1.2a13 13 0 0 1 3.2 1.8 8.1 8.1 0 0 1 3 6.5c0 2-.5 3.7-1.5 5.1a10 10 0 0 1-4.4 3.5c-1.8.8-4.1 1.2-6.8 1.2-2.6 0-4.9-.4-6.8-1.2-2-.8-3.4-2-4.5-3.5a10 10 0 0 1-1.7-5.6h6a5 5 0 0 0 3.5 4.6c1 .4 2.2.6 3.4.6 1.3 0 2.5-.2 3.5-.6 1-.4 1.8-1 2.4-1.7a4 4 0 0 0 .8-2.4c0-.9-.2-1.6-.7-2.2a11 11 0 0 0-2.1-1.4l-3.2-1-3.8-1c-2.8-.7-5-1.7-6.6-3.2a7.2 7.2 0 0 1-2.4-5.7 8 8 0 0 1 1.7-5 10 10 0 0 1 4.3-3.5c2-.8 4-1.2 6.4-1.2 2.3 0 4.4.4 6.2 1.2 1.8.8 3.2 2 4.3 3.4 1 1.4 1.5 3 1.5 5h-5.8z"/></svg>
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/frontend/public/vercel.svg b/sample-apps/Ctrl Z/frontend/public/vercel.svg
new file mode 100644
index 000000000..770539603
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/public/vercel.svg	
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 1155 1000"><path d="m577.3 0 577.4 1000H0z" fill="#fff"/></svg>
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/frontend/public/window.svg b/sample-apps/Ctrl Z/frontend/public/window.svg
new file mode 100644
index 000000000..b2b2a44f6
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/public/window.svg	
@@ -0,0 +1 @@
+<svg fill="none" xmlns="http://www.w3.org/2000/svg" viewBox="0 0 16 16"><path fill-rule="evenodd" clip-rule="evenodd" d="M1.5 2.5h13v10a1 1 0 0 1-1 1h-11a1 1 0 0 1-1-1zM0 1h16v11.5a2.5 2.5 0 0 1-2.5 2.5h-11A2.5 2.5 0 0 1 0 12.5zm3.75 4.5a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5M7 4.75a.75.75 0 1 1-1.5 0 .75.75 0 0 1 1.5 0m1.75.75a.75.75 0 1 0 0-1.5.75.75 0 0 0 0 1.5" fill="#666"/></svg>
\ No newline at end of file
diff --git a/sample-apps/Ctrl Z/frontend/src/app/devices/page.tsx b/sample-apps/Ctrl Z/frontend/src/app/devices/page.tsx
new file mode 100644
index 000000000..46824ee9c
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/devices/page.tsx	
@@ -0,0 +1,30 @@
+import type { Metadata } from "next";
+import Sidebar from "@/components/layout/Sidebar";
+import Navbar from "@/components/layout/Navbar";
+import DeviceList from "@/components/device/DeviceList";
+
+export const metadata: Metadata = {
+  title: "Devices",
+};
+
+export default function DevicesPage() {
+  return (
+    <main className="flex min-h-screen bg-background">
+      <Sidebar />
+
+      <section className="flex-1 min-w-0">
+        <Navbar />
+
+        <div className="p-4 sm:p-8">
+          <h1 className="text-2xl font-bold text-foreground sm:text-3xl">
+            Devices
+          </h1>
+          <p className="mt-1 mb-6 text-sm text-muted-foreground">
+            Connected ESP32 receivers
+          </p>
+          <DeviceList />
+        </div>
+      </section>
+    </main>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/app/favicon.ico b/sample-apps/Ctrl Z/frontend/src/app/favicon.ico
new file mode 100644
index 000000000..718d6fea4
Binary files /dev/null and b/sample-apps/Ctrl Z/frontend/src/app/favicon.ico differ
diff --git a/sample-apps/Ctrl Z/frontend/src/app/globals.css b/sample-apps/Ctrl Z/frontend/src/app/globals.css
new file mode 100644
index 000000000..c2a5a07d6
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/globals.css	
@@ -0,0 +1,128 @@
+@import "tailwindcss";
+
+@custom-variant dark (&:where(.dark, .dark *));
+
+:root {
+  --background: #f8fafc;
+  --foreground: #0f172a;
+  --card: #ffffff;
+  --card-foreground: #0f172a;
+  --muted: #f1f5f9;
+  --muted-foreground: #64748b;
+  --border: #e2e8f0;
+  --input: #e2e8f0;
+  --primary: #0891b2;
+  --primary-foreground: #ffffff;
+  --accent: #e0f2fe;
+  --accent-foreground: #155e75;
+  --success: #059669;
+  --success-foreground: #ecfdf5;
+  --warning: #d97706;
+  --warning-foreground: #fffbeb;
+  --destructive: #dc2626;
+  --destructive-foreground: #fef2f2;
+  --ring: #06b6d4;
+  --chart-grid: #e2e8f0;
+  --chart-tick: #94a3b8;
+  --tooltip-bg: #ffffff;
+  --tooltip-border: #e2e8f0;
+  --sidebar: #ffffff;
+  --sidebar-foreground: #0f172a;
+  --sidebar-muted: #64748b;
+  --sidebar-border: #e2e8f0;
+  --sidebar-active: #0891b2;
+}
+
+.dark {
+  --background: #0b1220;
+  --foreground: #f1f5f9;
+  --card: #0f172a;
+  --card-foreground: #f1f5f9;
+  --muted: #1e293b;
+  --muted-foreground: #94a3b8;
+  --border: #1e293b;
+  --input: #334155;
+  --primary: #06b6d4;
+  --primary-foreground: #083344;
+  --accent: #164e63;
+  --accent-foreground: #a5f3fc;
+  --success: #10b981;
+  --success-foreground: #022c22;
+  --warning: #f59e0b;
+  --warning-foreground: #451a03;
+  --destructive: #ef4444;
+  --destructive-foreground: #450a0a;
+  --ring: #22d3ee;
+  --chart-grid: #1e293b;
+  --chart-tick: #64748b;
+  --tooltip-bg: #1e293b;
+  --tooltip-border: #334155;
+  --sidebar: #0f172a;
+  --sidebar-foreground: #f1f5f9;
+  --sidebar-muted: #94a3b8;
+  --sidebar-border: #1e293b;
+  --sidebar-active: #06b6d4;
+}
+
+@theme inline {
+  --color-background: var(--background);
+  --color-foreground: var(--foreground);
+  --color-card: var(--card);
+  --color-card-foreground: var(--card-foreground);
+  --color-muted: var(--muted);
+  --color-muted-foreground: var(--muted-foreground);
+  --color-border: var(--border);
+  --color-input: var(--input);
+  --color-primary: var(--primary);
+  --color-primary-foreground: var(--primary-foreground);
+  --color-accent: var(--accent);
+  --color-accent-foreground: var(--accent-foreground);
+  --color-success: var(--success);
+  --color-success-foreground: var(--success-foreground);
+  --color-warning: var(--warning);
+  --color-warning-foreground: var(--warning-foreground);
+  --color-destructive: var(--destructive);
+  --color-destructive-foreground: var(--destructive-foreground);
+  --color-ring: var(--ring);
+  --color-chart-grid: var(--chart-grid);
+  --color-chart-tick: var(--chart-tick);
+  --color-tooltip-bg: var(--tooltip-bg);
+  --color-tooltip-border: var(--tooltip-border);
+  --color-sidebar: var(--sidebar);
+  --color-sidebar-foreground: var(--sidebar-foreground);
+  --color-sidebar-muted: var(--sidebar-muted);
+  --color-sidebar-border: var(--sidebar-border);
+  --color-sidebar-active: var(--sidebar-active);
+  --font-sans: var(--font-geist-sans);
+  --font-mono: var(--font-geist-mono);
+}
+
+html {
+  color-scheme: light;
+}
+
+html.dark {
+  color-scheme: dark;
+}
+
+body {
+  background: var(--background);
+  color: var(--foreground);
+  font-family: var(--font-geist-sans), ui-sans-serif, system-ui, sans-serif;
+  transition: background-color 200ms ease, color 200ms ease;
+}
+
+.tabular-nums {
+  font-variant-numeric: tabular-nums;
+}
+
+@media (prefers-reduced-motion: reduce) {
+  *,
+  *::before,
+  *::after {
+    animation-duration: 0.01ms !important;
+    animation-iteration-count: 1 !important;
+    transition-duration: 0.01ms !important;
+    scroll-behavior: auto !important;
+  }
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/app/guardian-ai/page.tsx b/sample-apps/Ctrl Z/frontend/src/app/guardian-ai/page.tsx
new file mode 100644
index 000000000..a70f19548
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/guardian-ai/page.tsx	
@@ -0,0 +1,196 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import {
+  Brain,
+  CheckCircle2,
+  HeartPulse,
+  Lightbulb,
+  ShieldAlert,
+} from "lucide-react";
+
+import api from "@/services/api";
+import Sidebar from "@/components/layout/Sidebar";
+import Navbar from "@/components/layout/Navbar";
+import { useWebSocket } from "@/hooks/useWebSocket";
+
+interface LiveData {
+  respiration: number;
+  motion: string;
+  confidence: number;
+  risk: string;
+}
+
+function getAIExplanation(live: LiveData) {
+  if (live.risk === "High") {
+    return {
+      title: "Potential health concern detected",
+      reasoning:
+        "Respiration is outside the expected range. Guardian AI recommends immediate attention and closer observation.",
+      recommendation:
+        "Notify caregiver and continue continuous monitoring.",
+    };
+  }
+
+  if (live.motion === "Walking") {
+    return {
+      title: "Normal walking activity detected",
+      reasoning:
+        "CSI signal energy indicates sustained body movement while respiration remains stable.",
+      recommendation:
+        "Continue monitoring. No intervention is currently required.",
+    };
+  }
+
+  return {
+    title: "Patient appears stationary",
+    reasoning:
+      "Minimal body movement detected with respiration inside the expected healthy range.",
+    recommendation:
+      "Continue passive monitoring. No abnormal behavior detected.",
+  };
+}
+
+export default function GuardianAIPage() {
+  const [live, setLive] = useState<LiveData>({
+    respiration: 0,
+    motion: "Waiting…",
+    confidence: 0,
+    risk: "Unknown",
+  });
+
+  const { connected } = useWebSocket<LiveData>({
+    event: "LIVE_UPDATE",
+    onMessage: (message) => {
+      setLive({
+        respiration: message.respiration,
+        motion: message.motion,
+        confidence: message.confidence,
+        risk: message.risk,
+      });
+    },
+  });
+
+  useEffect(() => {
+    api
+      .get("/live")
+      .then((res) => setLive(res.data))
+      .catch(() => undefined);
+  }, []);
+
+  const ai = getAIExplanation(live);
+
+  return (
+    <main className="flex min-h-screen bg-background">
+      <Sidebar />
+
+      <section className="flex-1 min-w-0">
+        <Navbar />
+
+        <div className="p-4 sm:p-8">
+          <h1 className="text-2xl font-bold text-foreground sm:text-3xl">
+            Guardian AI
+          </h1>
+          <p className="mt-1 text-sm text-muted-foreground">
+            Real-time AI health assessment
+          </p>
+
+          <div className="mb-6 mt-4 flex items-center gap-2 text-sm text-muted-foreground">
+            <span
+              aria-hidden="true"
+              className={`h-2.5 w-2.5 rounded-full ${
+                connected ? "bg-success" : "bg-destructive"
+              }`}
+            />
+            {connected ? "Live feed connected" : "Reconnecting…"}
+          </div>
+
+          <div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
+            <div className="rounded-xl border border-border bg-card p-6">
+              <h2 className="mb-6 flex items-center gap-2 text-base font-bold text-card-foreground">
+                <Brain size={18} className="text-primary" aria-hidden="true" />
+                Current Assessment
+              </h2>
+              <div className="space-y-5">
+                {[
+                  {
+                    label: "Respiration",
+                    value: `${live.respiration} bpm`,
+                    icon: HeartPulse,
+                  },
+                  { label: "Motion", value: live.motion, icon: Brain },
+                  {
+                    label: "Confidence",
+                    value: `${live.confidence}%`,
+                    icon: CheckCircle2,
+                  },
+                  {
+                    label: "Risk",
+                    value: live.risk,
+                    icon: ShieldAlert,
+                    tone:
+                      live.risk === "High"
+                        ? "text-destructive"
+                        : live.risk === "Medium"
+                          ? "text-warning"
+                          : "text-success",
+                  },
+                ].map(({ label, value, icon: Icon, tone }) => (
+                  <div key={label} className="flex items-center gap-3">
+                    <span className="flex h-9 w-9 shrink-0 items-center justify-center rounded-lg bg-muted text-primary">
+                      <Icon size={16} aria-hidden="true" />
+                    </span>
+                    <div className="min-w-0">
+                      <p className="text-xs text-muted-foreground">{label}</p>
+                      <p
+                        className={`truncate text-lg font-bold tabular-nums ${tone ?? "text-foreground"}`}
+                      >
+                        {value}
+                      </p>
+                    </div>
+                  </div>
+                ))}
+              </div>
+            </div>
+
+            <div className="rounded-xl border border-border bg-card p-6 lg:col-span-2">
+              <h2 className="mb-6 flex items-center gap-2 text-base font-bold text-card-foreground">
+                <Lightbulb size={18} className="text-primary" aria-hidden="true" />
+                AI Explanation
+              </h2>
+
+              <div className="space-y-6">
+                <div>
+                  <h3 className="text-sm font-semibold text-primary">
+                    Summary
+                  </h3>
+                  <p className="mt-1 text-base font-semibold leading-7 text-foreground">
+                    {ai.title}
+                  </p>
+                </div>
+
+                <div className="rounded-lg bg-muted p-4">
+                  <h3 className="text-sm font-semibold text-primary">
+                    Reasoning
+                  </h3>
+                  <p className="mt-1 leading-7 text-muted-foreground">
+                    {ai.reasoning}
+                  </p>
+                </div>
+
+                <div className="border-t border-border pt-6">
+                  <h3 className="text-sm font-semibold text-primary">
+                    Recommendation
+                  </h3>
+                  <p className="mt-1 leading-7 text-muted-foreground">
+                    {ai.recommendation}
+                  </p>
+                </div>
+              </div>
+            </div>
+          </div>
+        </div>
+      </section>
+    </main>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/app/layout.tsx b/sample-apps/Ctrl Z/frontend/src/app/layout.tsx
new file mode 100644
index 000000000..caa3cc258
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/layout.tsx	
@@ -0,0 +1,53 @@
+import type { Metadata } from "next";
+import { Geist, Geist_Mono } from "next/font/google";
+import "./globals.css";
+
+const geistSans = Geist({
+  variable: "--font-geist-sans",
+  subsets: ["latin"],
+});
+
+const geistMono = Geist_Mono({
+  variable: "--font-geist-mono",
+  subsets: ["latin"],
+});
+
+export const metadata: Metadata = {
+  title: {
+    default: "GuardianSense — Contactless Health Monitoring",
+    template: "%s · GuardianSense",
+  },
+  description:
+    "Real-time, contactless health monitoring powered by WiFi CSI and Guardian AI. Track respiration, movement, and risk assessment from a live dashboard.",
+  applicationName: "GuardianSense",
+};
+
+const themeInitScript = `(function () {
+  try {
+    var stored = window.localStorage.getItem("guardiansense-theme");
+    var prefersLight = window.matchMedia("(prefers-color-scheme: light)").matches;
+    var theme = stored === "light" || stored === "dark"
+      ? stored
+      : prefersLight ? "light" : "dark";
+    document.documentElement.classList.toggle("dark", theme === "dark");
+  } catch (e) {}
+})();`;
+
+export default function RootLayout({
+  children,
+}: Readonly<{
+  children: React.ReactNode;
+}>) {
+  return (
+    <html
+      lang="en"
+      className={`${geistSans.variable} ${geistMono.variable} h-full antialiased`}
+      suppressHydrationWarning
+    >
+      <head>
+        <script dangerouslySetInnerHTML={{ __html: themeInitScript }} />
+      </head>
+      <body className="min-h-full flex flex-col">{children}</body>
+    </html>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/app/monitoring/page.tsx b/sample-apps/Ctrl Z/frontend/src/app/monitoring/page.tsx
new file mode 100644
index 000000000..671d696a0
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/monitoring/page.tsx	
@@ -0,0 +1,290 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import {
+  Activity,
+  Cpu,
+  Gauge,
+  HeartPulse,
+  Radio,
+  Waves,
+} from "lucide-react";
+
+import api from "@/services/api";
+import Sidebar from "@/components/layout/Sidebar";
+import Navbar from "@/components/layout/Navbar";
+import CsiChart from "@/components/charts/CsiChart";
+import { useWebSocket } from "@/hooks/useWebSocket";
+
+interface MonitorData {
+  packetRate: number;
+  rssi: number;
+  activity: string;
+  respiration: number;
+  confidence: number;
+}
+
+interface LiveUpdateData {
+  csi: number[];
+  packetRate: number;
+  rssi: number;
+}
+
+interface Health {
+  online: boolean;
+  monitoringActive: boolean;
+  websocketClients: number;
+  connectedDevices: number;
+  activeSessions: number;
+  packetRate: number;
+  uptimeSeconds: number;
+}
+
+function formatUptime(seconds: number): string {
+  if (seconds < 60) return `${seconds}s`;
+  const mins = Math.floor(seconds / 60);
+  if (mins < 60) return `${mins}m ${seconds % 60}s`;
+  const hours = Math.floor(mins / 60);
+  return `${hours}h ${mins % 60}m`;
+}
+
+function getSignalQuality(rssi: number) {
+  if (rssi >= -40) {
+    return { text: "Excellent", tone: "bg-success", width: "100%" };
+  }
+  if (rssi >= -55) {
+    return { text: "Good", tone: "bg-success/80", width: "75%" };
+  }
+  if (rssi >= -70) {
+    return { text: "Fair", tone: "bg-warning", width: "50%" };
+  }
+  return { text: "Weak", tone: "bg-destructive", width: "25%" };
+}
+
+function StatBlock({
+  icon: Icon,
+  label,
+  value,
+  unit,
+}: {
+  icon: typeof Activity;
+  label: string;
+  value: string;
+  unit?: string;
+}) {
+  return (
+    <div className="flex items-center gap-3">
+      <span className="flex h-9 w-9 shrink-0 items-center justify-center rounded-lg bg-muted text-primary">
+        <Icon size={16} aria-hidden="true" />
+      </span>
+      <div className="min-w-0">
+        <p className="text-xs text-muted-foreground">{label}</p>
+        <p className="truncate text-lg font-bold tabular-nums text-foreground">
+          {value}
+          {unit ? <span className="ml-1 text-sm font-medium text-muted-foreground">{unit}</span> : null}
+        </p>
+      </div>
+    </div>
+  );
+}
+
+export default function MonitoringPage() {
+  const [monitor, setMonitor] = useState<MonitorData>({
+    packetRate: 0,
+    rssi: 0,
+    activity: "Waiting…",
+    respiration: 0,
+    confidence: 0,
+  });
+
+  const [health, setHealth] = useState<Health | null>(null);
+  const [csiAmplitudes, setCsiAmplitudes] = useState<number[]>([]);
+
+  const { connected } = useWebSocket<LiveUpdateData>({
+    event: "LIVE_UPDATE",
+    onMessage: (message) => {
+      setCsiAmplitudes(message.csi ?? []);
+      setMonitor((prev) => ({
+        ...prev,
+        packetRate: message.packetRate ?? prev.packetRate,
+        rssi: message.rssi ?? prev.rssi,
+      }));
+    },
+  });
+
+  useEffect(() => {
+    const fetchMonitor = () => {
+      api
+        .get("/monitor")
+        .then((res) => setMonitor(res.data))
+        .catch(() => undefined);
+      api
+        .get("/health")
+        .then((res) => setHealth(res.data))
+        .catch(() => undefined);
+    };
+
+    fetchMonitor();
+    const timer = setInterval(fetchMonitor, 1000);
+    return () => clearInterval(timer);
+  }, []);
+
+  const signal = getSignalQuality(monitor.rssi);
+  const uptime = health ? formatUptime(health.uptimeSeconds) : "—";
+
+  return (
+    <main className="flex min-h-screen bg-background">
+      <Sidebar />
+
+      <section className="flex-1 min-w-0">
+        <Navbar />
+
+        <div className="p-4 sm:p-8">
+          <h1 className="text-2xl font-bold text-foreground sm:text-3xl">
+            Guardian Monitoring
+          </h1>
+          <p className="mt-1 text-sm text-muted-foreground">
+            Live signal and vitals from the ESP32 receiver
+          </p>
+
+          <div className="mb-6 mt-4 flex items-center gap-2 text-sm text-muted-foreground">
+            <span
+              aria-hidden="true"
+              className={`h-2.5 w-2.5 rounded-full ${
+                connected ? "bg-success" : "bg-destructive"
+              }`}
+            />
+            {connected ? "Live feed connected" : "Reconnecting…"}
+          </div>
+
+          <div className="grid grid-cols-1 gap-4 lg:grid-cols-3">
+            <div className="rounded-xl border border-border bg-card p-6">
+              <h2 className="mb-6 flex items-center gap-2 text-base font-bold text-card-foreground">
+                <Activity size={18} className="text-primary" aria-hidden="true" />
+                Live Monitoring
+              </h2>
+              <div className="space-y-5">
+                <StatBlock icon={Waves} label="Activity" value={monitor.activity} />
+                <StatBlock
+                  icon={HeartPulse}
+                  label="Respiration"
+                  value={String(monitor.respiration)}
+                  unit="bpm"
+                />
+                <StatBlock
+                  icon={Radio}
+                  label="Packet Rate"
+                  value={String(monitor.packetRate)}
+                  unit="pkt/s"
+                />
+                <StatBlock
+                  icon={Gauge}
+                  label="Signal Strength"
+                  value={String(monitor.rssi)}
+                  unit="dBm"
+                />
+                <StatBlock
+                  icon={Activity}
+                  label="Confidence"
+                  value={String(monitor.confidence)}
+                  unit="%"
+                />
+              </div>
+            </div>
+
+            <div className="rounded-xl border border-border bg-card p-6">
+              <h2 className="mb-6 flex items-center gap-2 text-base font-bold text-card-foreground">
+                <Radio size={18} className="text-primary" aria-hidden="true" />
+                Signal Quality
+              </h2>
+              <div
+                role="img"
+                aria-label={`Signal quality: ${signal.text}`}
+                className="space-y-6"
+              >
+                <div className="h-3 w-full overflow-hidden rounded-full bg-muted">
+                  <div
+                    className={`h-full rounded-full transition-all duration-500 ${signal.tone}`}
+                    style={{ width: signal.width }}
+                  />
+                </div>
+                <p className="text-2xl font-bold tabular-nums text-foreground">
+                  {signal.text}
+                </p>
+                <div className="space-y-2 text-sm text-muted-foreground">
+                  <p>
+                    RSSI:{" "}
+                    <span className="font-semibold tabular-nums text-foreground">
+                      {monitor.rssi} dBm
+                    </span>
+                  </p>
+                  <p>
+                    Packet Rate:{" "}
+                    <span className="font-semibold tabular-nums text-foreground">
+                      {monitor.packetRate} pkt/s
+                    </span>
+                  </p>
+                </div>
+              </div>
+            </div>
+
+            <div className="rounded-xl border border-border bg-card p-6">
+              <h2 className="mb-6 flex items-center gap-2 text-base font-bold text-card-foreground">
+                <Cpu size={18} className="text-primary" aria-hidden="true" />
+                System Health
+              </h2>
+              <div className="space-y-4">
+                {[
+                  {
+                    label: "Backend",
+                    value: health?.online ? "Online" : "Offline",
+                    ok: health?.online ?? false,
+                  },
+                  {
+                    label: "Monitoring",
+                    value: health?.monitoringActive ? "Active" : "Idle",
+                    ok: health?.monitoringActive ?? false,
+                  },
+                  {
+                    label: "Devices",
+                    value: String(health?.connectedDevices ?? "—"),
+                    ok: (health?.connectedDevices ?? 0) > 0,
+                  },
+                  {
+                    label: "Sessions",
+                    value: String(health?.activeSessions ?? "—"),
+                    ok: (health?.activeSessions ?? 0) > 0,
+                  },
+                  {
+                    label: "Uptime",
+                    value: uptime,
+                    ok: true,
+                  },
+                ].map((row) => (
+                  <div key={row.label} className="flex items-center justify-between">
+                    <span className="text-sm text-muted-foreground">
+                      {row.label}
+                    </span>
+                    <span className="inline-flex items-center gap-2 text-sm font-semibold text-foreground">
+                      <span
+                        aria-hidden="true"
+                        className={`h-2 w-2 rounded-full ${
+                          row.ok ? "bg-success" : "bg-warning"
+                        }`}
+                      />
+                      <span className="tabular-nums">{row.value}</span>
+                    </span>
+                  </div>
+                ))}
+              </div>
+            </div>
+          </div>
+
+          <div className="mt-4">
+            <CsiChart amplitudes={csiAmplitudes} />
+          </div>
+        </div>
+      </section>
+    </main>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/app/page.tsx b/sample-apps/Ctrl Z/frontend/src/app/page.tsx
new file mode 100644
index 000000000..44488263c
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/app/page.tsx	
@@ -0,0 +1,237 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import {
+  Activity,
+  Gauge,
+  HeartPulse,
+  ShieldAlert,
+} from "lucide-react";
+
+import api from "@/services/api";
+import Sidebar from "@/components/layout/Sidebar";
+import Navbar from "@/components/layout/Navbar";
+import MetricCard from "@/components/cards/MetricCard";
+import SystemStatus from "@/components/device/SystemStatus";
+import DeviceList from "@/components/device/DeviceList";
+import RespirationChart from "@/components/charts/RespirationChart";
+import AlertBanner from "@/components/alerts/AlertBanner";
+import CsiChart from "@/components/charts/CsiChart";
+import { useWebSocket } from "@/hooks/useWebSocket";
+
+interface LiveData {
+  respiration: number;
+  motion: string;
+  confidence: number;
+  risk: string;
+}
+
+interface LiveUpdateData extends LiveData {
+  csi: number[];
+  packetRate: number;
+  rssi: number;
+}
+
+interface AlertData {
+  active: boolean;
+  title: string;
+  message: string;
+  severity?: "low" | "medium" | "high";
+  time?: string;
+}
+
+interface HistoryPoint {
+  time: number;
+  respiration: number;
+}
+
+type Tone = "neutral" | "success" | "warning" | "destructive";
+
+function riskTone(risk: string): Tone {
+  const normalized = risk.toLowerCase();
+  if (normalized.includes("high")) return "destructive";
+  if (normalized.includes("med")) return "warning";
+  return "success";
+}
+
+function confidenceTone(confidence: number): Tone {
+  if (confidence >= 80) return "success";
+  if (confidence >= 60) return "warning";
+  return "destructive";
+}
+
+export default function Home() {
+  const [live, setLive] = useState<LiveData>({
+    respiration: 0,
+    motion: "Waiting…",
+    confidence: 0,
+    risk: "Unknown",
+  });
+
+  const [history, setHistory] = useState<HistoryPoint[]>([]);
+
+  const [alert, setAlert] = useState<AlertData>({
+    active: false,
+    title: "",
+    message: "",
+  });
+
+  const [csiAmplitudes, setCsiAmplitudes] = useState<number[]>([]);
+  const [packetRate, setPacketRate] = useState(0);
+  const [rssi, setRssi] = useState(0);
+  const [lastUpdated, setLastUpdated] = useState<number | null>(null);
+  const [now, setNow] = useState(() => Date.now());
+
+  useEffect(() => {
+    const timer = setInterval(() => setNow(Date.now()), 1000);
+    return () => clearInterval(timer);
+  }, []);
+
+  const { connected } = useWebSocket<LiveUpdateData>({
+    event: "LIVE_UPDATE",
+    onMessage: (message) => {
+      setLive({
+        respiration: message.respiration,
+        motion: message.motion,
+        confidence: message.confidence,
+        risk: message.risk,
+      });
+
+      setCsiAmplitudes(message.csi ?? []);
+      setPacketRate(message.packetRate ?? 0);
+      setRssi(message.rssi ?? 0);
+      setLastUpdated(Date.now());
+
+      setHistory((prev) => [
+        ...prev.slice(-29),
+        {
+          time: Date.now(),
+          respiration: message.respiration,
+        },
+      ]);
+
+      api
+        .get("/alert")
+        .then((res) => setAlert(res.data))
+        .catch(() => undefined);
+    },
+  });
+
+  useEffect(() => {
+    api
+      .get("/live")
+      .then((res) => setLive(res.data))
+      .catch(() => undefined);
+    api
+      .get("/live-history")
+      .then((res) => setHistory(res.data))
+      .catch(() => undefined);
+    api
+      .get("/alert")
+      .then((res) => setAlert(res.data))
+      .catch(() => undefined);
+  }, []);
+
+  const stale = lastUpdated !== null && now - lastUpdated > 5000;
+
+  return (
+    <main className="flex min-h-screen bg-background">
+      <Sidebar />
+
+      <section className="flex-1 min-w-0">
+        <Navbar />
+
+        <div className="p-4 sm:p-8 sm:pb-0">
+          <div className="mb-4 flex flex-wrap items-center gap-x-4 gap-y-2 text-sm text-muted-foreground">
+            <span className="inline-flex items-center gap-2">
+              <span
+                aria-hidden="true"
+                className={`h-2.5 w-2.5 rounded-full ${
+                  connected ? "bg-success" : "bg-destructive"
+                }`}
+              />
+              {connected ? "Live feed connected" : "Reconnecting…"}
+            </span>
+            <span className="tabular-nums">
+              Packet rate:{" "}
+              <span className="font-semibold text-foreground">
+                {packetRate} pkt/s
+              </span>
+            </span>
+            <span className="tabular-nums">
+              RSSI:{" "}
+              <span className="font-semibold text-foreground">
+                {rssi} dBm
+              </span>
+            </span>
+            {lastUpdated ? (
+              <span className="tabular-nums">
+                Updated{" "}
+                {stale ? (
+                  <span className="font-semibold text-warning">
+                    {Math.round((now - lastUpdated) / 1000)}s ago
+                  </span>
+                ) : (
+                  <span className="text-foreground">
+                    {new Date(lastUpdated).toLocaleTimeString()}
+                  </span>
+                )}
+              </span>
+            ) : null}
+          </div>
+
+          <AlertBanner
+            active={alert.active}
+            title={alert.title}
+            message={alert.message}
+            severity={alert.severity}
+            time={alert.time}
+          />
+        </div>
+
+        <div
+          aria-live="polite"
+          className="grid grid-cols-1 gap-4 p-4 sm:grid-cols-2 sm:p-8 lg:grid-cols-4"
+        >
+          <MetricCard
+            title="Respiration"
+            value={`${live.respiration} bpm`}
+            icon={HeartPulse}
+            hint="Healthy range: 12–20 bpm"
+          />
+
+          <MetricCard
+            title="Motion"
+            value={live.motion}
+            icon={Activity}
+            tone={live.motion === "Waiting…" ? "neutral" : "success"}
+          />
+
+          <MetricCard
+            title="Confidence"
+            value={`${live.confidence}%`}
+            icon={Gauge}
+            tone={confidenceTone(live.confidence)}
+          />
+
+          <MetricCard
+            title="Risk"
+            value={live.risk}
+            icon={ShieldAlert}
+            tone={riskTone(live.risk)}
+          />
+        </div>
+
+        <div className="grid grid-cols-1 gap-4 p-4 sm:p-8 lg:grid-cols-2">
+          <SystemStatus />
+          <DeviceList />
+        </div>
+
+        <div className="grid grid-cols-1 gap-4 p-4 pb-8 sm:p-8 lg:grid-cols-2">
+          <CsiChart amplitudes={csiAmplitudes} />
+          <RespirationChart data={history} />
+        </div>
+      </section>
+    </main>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/alerts/AlertBanner.tsx b/sample-apps/Ctrl Z/frontend/src/components/alerts/AlertBanner.tsx
new file mode 100644
index 000000000..b47795ea5
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/alerts/AlertBanner.tsx	
@@ -0,0 +1,69 @@
+"use client";
+
+import { AlertTriangle, Bell } from "lucide-react";
+
+type Severity = "low" | "medium" | "high";
+
+export interface AlertProps {
+  active: boolean;
+  title: string;
+  message: string;
+  severity?: Severity;
+  time?: string;
+}
+
+const SEVERITY_STYLES: Record<Severity, string> = {
+  low: "border-warning/40 bg-warning/15 text-warning",
+  medium: "border-destructive/40 bg-destructive/15 text-destructive",
+  high: "border-destructive/60 bg-destructive/20 text-destructive",
+};
+
+const SEVERITY_LABEL: Record<Severity, string> = {
+  low: "Low",
+  medium: "Medium",
+  high: "High",
+};
+
+export default function AlertBanner({
+  active,
+  title,
+  message,
+  severity = "high",
+  time,
+}: AlertProps) {
+  if (!active) return null;
+
+  const Icon = severity === "low" ? Bell : AlertTriangle;
+  const high = severity === "high";
+
+  return (
+    <div
+      role="alert"
+      aria-live="assertive"
+      className={`flex items-start gap-4 rounded-xl border p-4 shadow-sm ${
+        SEVERITY_STYLES[severity]
+      } ${high ? "animate-pulse" : ""}`}
+    >
+      <span
+        className={`flex h-9 w-9 shrink-0 items-center justify-center rounded-lg ${
+          high ? "bg-destructive text-destructive-foreground" : "bg-transparent"
+        }`}
+      >
+        <Icon size={18} aria-hidden="true" />
+      </span>
+
+      <div className="min-w-0 flex-1">
+        <div className="flex flex-wrap items-center gap-2">
+          <h2 className="text-base font-bold">{title}</h2>
+          <span className="rounded-full border border-current px-2 py-0.5 text-[11px] font-semibold uppercase tracking-wide">
+            {SEVERITY_LABEL[severity]}
+          </span>
+          {time ? (
+            <span className="text-sm opacity-70 tabular-nums">{time}</span>
+          ) : null}
+        </div>
+        <p className="mt-1 text-sm opacity-90">{message}</p>
+      </div>
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/cards/MetricCard.tsx b/sample-apps/Ctrl Z/frontend/src/components/cards/MetricCard.tsx
new file mode 100644
index 000000000..9c0a377d7
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/cards/MetricCard.tsx	
@@ -0,0 +1,94 @@
+"use client";
+
+import type { LucideIcon } from "lucide-react";
+import { ArrowDownRight, ArrowUpRight, Minus } from "lucide-react";
+
+type Tone = "neutral" | "success" | "warning" | "destructive";
+
+interface TrendProps {
+  direction: "up" | "down" | "flat";
+  value: string;
+  tone?: Tone;
+}
+
+export interface MetricCardProps {
+  title: string;
+  value: string;
+  icon?: LucideIcon;
+  trend?: TrendProps;
+  hint?: string;
+  tone?: Tone;
+}
+
+const TONE_TEXT: Record<Tone, string> = {
+  neutral: "text-foreground",
+  success: "text-success",
+  warning: "text-warning",
+  destructive: "text-destructive",
+};
+
+const TONE_ICON: Record<Tone, string> = {
+  neutral: "text-primary",
+  success: "text-success",
+  warning: "text-warning",
+  destructive: "text-destructive",
+};
+
+export default function MetricCard({
+  title,
+  value,
+  icon: Icon,
+  trend,
+  hint,
+  tone = "neutral",
+}: MetricCardProps) {
+  const TrendIcon =
+    trend?.direction === "up"
+      ? ArrowUpRight
+      : trend?.direction === "down"
+        ? ArrowDownRight
+        : Minus;
+
+  return (
+    <div className="flex flex-col justify-between rounded-xl border border-border bg-card p-5 transition hover:border-ring/50">
+      <div className="flex items-start justify-between gap-2">
+        <h3 className="text-sm font-medium text-muted-foreground">{title}</h3>
+        {Icon ? (
+          <span
+            className={`flex h-8 w-8 shrink-0 items-center justify-center rounded-lg bg-muted ${TONE_ICON[tone]}`}
+          >
+            <Icon size={16} />
+          </span>
+        ) : null}
+      </div>
+
+      <div className="mt-4">
+        <p
+          className={`text-3xl font-bold tabular-nums ${TONE_TEXT[tone]}`}
+          aria-label={`${title}: ${value}`}
+        >
+          {value}
+        </p>
+
+        {trend ? (
+          <p className="mt-1 flex items-center gap-1 text-sm">
+            <TrendIcon
+              size={14}
+              aria-hidden="true"
+              className={TONE_ICON[trend.tone ?? "neutral"]}
+            />
+            <span
+              className={`font-medium tabular-nums ${TONE_TEXT[trend.tone ?? "neutral"]}`}
+            >
+              {trend.value}
+            </span>
+          </p>
+        ) : null}
+
+        {hint ? (
+          <p className="mt-1 text-xs text-muted-foreground">{hint}</p>
+        ) : null}
+      </div>
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/charts/CsiChart.tsx b/sample-apps/Ctrl Z/frontend/src/components/charts/CsiChart.tsx
new file mode 100644
index 000000000..b8c381096
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/charts/CsiChart.tsx	
@@ -0,0 +1,92 @@
+"use client";
+
+import {
+  LineChart,
+  Line,
+  XAxis,
+  YAxis,
+  Tooltip,
+  ResponsiveContainer,
+  CartesianGrid,
+} from "recharts";
+
+interface CsiChartProps {
+  amplitudes: number[];
+}
+
+const AXIS_TICK = { fill: "var(--chart-tick)", fontSize: 11 };
+const GRID = "var(--chart-grid)";
+
+export default function CsiChart({ amplitudes }: CsiChartProps) {
+  const data = amplitudes.map((value, index) => ({
+    subcarrier: index,
+    amplitude: value,
+  }));
+
+  return (
+    <div className="rounded-xl border border-border bg-card p-6">
+      <div className="mb-4">
+        <h2 className="text-base font-bold text-card-foreground">
+          CSI Amplitude
+        </h2>
+        <p className="text-xs text-muted-foreground">
+          Latest received packet per subcarrier
+        </p>
+      </div>
+
+      {amplitudes.length === 0 ? (
+        <div className="flex h-[240px] flex-col items-center justify-center gap-2 text-center">
+          <p className="text-sm text-muted-foreground">Waiting for CSI data…</p>
+          <p className="text-xs text-muted-foreground/70">
+            Amplitudes stream in once the ESP32 bridge forwards packets.
+          </p>
+        </div>
+      ) : (
+        <div
+          role="img"
+          aria-label={`CSI amplitude chart with ${amplitudes.length} subcarriers`}
+          className="h-[240px] w-full"
+        >
+          <ResponsiveContainer width="100%" height="100%">
+            <LineChart data={data} margin={{ top: 8, right: 8, bottom: 0, left: 0 }}>
+              <CartesianGrid stroke={GRID} strokeDasharray="3 3" vertical={false} />
+              <XAxis
+                dataKey="subcarrier"
+                stroke="var(--chart-grid)"
+                tick={AXIS_TICK}
+                tickLine={false}
+                axisLine={false}
+              />
+              <YAxis
+                stroke="var(--chart-grid)"
+                tick={AXIS_TICK}
+                tickLine={false}
+                axisLine={false}
+              />
+              <Tooltip
+                contentStyle={{
+                  background: "var(--tooltip-bg)",
+                  border: "1px solid var(--tooltip-border)",
+                  borderRadius: "8px",
+                  color: "var(--foreground)",
+                  fontSize: "12px",
+                }}
+                labelFormatter={(label) => `Subcarrier ${label}`}
+                formatter={(value) => [value, "Amplitude"]}
+              />
+              <Line
+                type="monotone"
+                dataKey="amplitude"
+                stroke="var(--primary)"
+                strokeWidth={1.75}
+                dot={false}
+                activeDot={{ r: 3 }}
+                isAnimationActive={false}
+              />
+            </LineChart>
+          </ResponsiveContainer>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/charts/RespirationChart.tsx b/sample-apps/Ctrl Z/frontend/src/components/charts/RespirationChart.tsx
new file mode 100644
index 000000000..0e074542b
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/charts/RespirationChart.tsx	
@@ -0,0 +1,107 @@
+"use client";
+
+import {
+  ResponsiveContainer,
+  LineChart,
+  Line,
+  XAxis,
+  YAxis,
+  Tooltip,
+  CartesianGrid,
+} from "recharts";
+
+interface Point {
+  time: number;
+  respiration: number;
+}
+
+interface RespirationChartProps {
+  data: Point[];
+}
+
+const AXIS_TICK = { fill: "var(--chart-tick)", fontSize: 11 };
+const GRID = "var(--chart-grid)";
+
+function formatTime(value: number): string {
+  const date = new Date(value);
+  if (Number.isNaN(date.getTime())) return "";
+  return date.toLocaleTimeString([], {
+    hour: "2-digit",
+    minute: "2-digit",
+    second: "2-digit",
+  });
+}
+
+export default function RespirationChart({ data }: RespirationChartProps) {
+  return (
+    <div className="rounded-xl border border-border bg-card p-6">
+      <div className="mb-4">
+        <h2 className="text-base font-bold text-card-foreground">
+          Live Respiration
+        </h2>
+        <p className="text-xs text-muted-foreground">
+          Respiration rate over the last 30 packets
+        </p>
+      </div>
+
+      {data.length === 0 ? (
+        <div className="flex h-[240px] flex-col items-center justify-center gap-2 text-center">
+          <p className="text-sm text-muted-foreground">No history yet</p>
+          <p className="text-xs text-muted-foreground/70">
+            Respiration samples appear as live packets arrive.
+          </p>
+        </div>
+      ) : (
+        <div
+          role="img"
+          aria-label={`Respiration history chart with ${data.length} samples`}
+          className="h-[240px] w-full"
+        >
+          <ResponsiveContainer width="100%" height="100%">
+            <LineChart data={data} margin={{ top: 8, right: 8, bottom: 0, left: 0 }}>
+              <CartesianGrid stroke={GRID} strokeDasharray="3 3" vertical={false} />
+              <XAxis
+                dataKey="time"
+                stroke="var(--chart-grid)"
+                tick={AXIS_TICK}
+                tickLine={false}
+                axisLine={false}
+                tickFormatter={formatTime}
+                minTickGap={48}
+              />
+              <YAxis
+                stroke="var(--chart-grid)"
+                tick={AXIS_TICK}
+                tickLine={false}
+                axisLine={false}
+                width={40}
+              />
+              <Tooltip
+                labelFormatter={(label) =>
+                  `Time: ${typeof label === "number" ? formatTime(label) : label}`
+                }
+                formatter={(value) => [`${value} bpm`, "Respiration"]}
+                contentStyle={{
+                  background: "var(--tooltip-bg)",
+                  border: "1px solid var(--tooltip-border)",
+                  borderRadius: "8px",
+                  color: "var(--foreground)",
+                  fontSize: "12px",
+                }}
+              />
+              <Line
+                type="monotone"
+                dataKey="respiration"
+                stroke="var(--primary)"
+                strokeWidth={2}
+                dot={false}
+                activeDot={{ r: 3 }}
+                isAnimationActive={false}
+              />
+            </LineChart>
+          </ResponsiveContainer>
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/device/DeviceList.tsx b/sample-apps/Ctrl Z/frontend/src/components/device/DeviceList.tsx
new file mode 100644
index 000000000..732e4f1c3
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/device/DeviceList.tsx	
@@ -0,0 +1,135 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import { Cpu, Wifi, WifiOff } from "lucide-react";
+import api from "@/services/api";
+
+interface Device {
+  id: string;
+  name: string;
+  online: boolean;
+  lastSeen: string;
+}
+
+type LoadState = "loading" | "error" | "ready";
+
+function formatLastSeen(value: string): string {
+  const date = new Date(value);
+  if (Number.isNaN(date.getTime())) return "—";
+  return date.toLocaleTimeString([], {
+    hour: "2-digit",
+    minute: "2-digit",
+    second: "2-digit",
+  });
+}
+
+export default function DeviceList() {
+  const [devices, setDevices] = useState<Device[]>([]);
+  const [loadState, setLoadState] = useState<LoadState>("loading");
+
+  useEffect(() => {
+    let cancelled = false;
+
+    const load = () => {
+      api
+        .get("/devices")
+        .then((res) => {
+          if (cancelled) return;
+          setDevices(Array.isArray(res.data) ? res.data : []);
+          setLoadState("ready");
+        })
+        .catch(() => {
+          if (cancelled) return;
+          setLoadState("error");
+        });
+    };
+
+    load();
+    const timer = setInterval(load, 3000);
+    return () => {
+      cancelled = true;
+      clearInterval(timer);
+    };
+  }, []);
+
+  return (
+    <div className="rounded-xl border border-border bg-card p-6">
+      <div className="mb-4 flex items-center justify-between">
+        <h2 className="text-base font-bold text-card-foreground">Devices</h2>
+        <span className="text-sm tabular-nums text-muted-foreground">
+          {loadState === "ready" ? devices.length : "—"}
+        </span>
+      </div>
+
+      {loadState === "loading" ? (
+        <div className="space-y-3 py-2">
+          {[0, 1].map((i) => (
+            <div key={i} className="h-14 animate-pulse rounded-lg bg-muted" />
+          ))}
+        </div>
+      ) : loadState === "error" ? (
+        <p className="py-2 text-sm text-muted-foreground">
+          Could not load devices. Retrying automatically…
+        </p>
+      ) : devices.length === 0 ? (
+        <div className="flex flex-col items-center justify-center gap-2 py-8 text-center">
+          <Cpu size={24} className="text-muted-foreground" aria-hidden="true" />
+          <p className="text-sm text-muted-foreground">No devices connected</p>
+          <p className="text-xs text-muted-foreground/70">
+            Devices appear here once the ESP32 bridge connects.
+          </p>
+        </div>
+      ) : (
+        <ul className="divide-y divide-border">
+          {devices.map((device) => (
+            <li key={device.id} className="flex items-center gap-3 py-3">
+              <span
+                className={`flex h-9 w-9 shrink-0 items-center justify-center rounded-lg ${
+                  device.online
+                    ? "bg-success/10 text-success"
+                    : "bg-muted text-muted-foreground"
+                }`}
+              >
+                {device.online ? (
+                  <Wifi size={16} aria-hidden="true" />
+                ) : (
+                  <WifiOff size={16} aria-hidden="true" />
+                )}
+              </span>
+
+              <div className="min-w-0 flex-1">
+                <p className="truncate text-sm font-semibold text-card-foreground">
+                  {device.name}
+                </p>
+                <p className="truncate text-xs text-muted-foreground">
+                  {device.id}
+                </p>
+              </div>
+
+              <div className="text-right">
+                <span
+                  className={`inline-flex items-center gap-1.5 rounded-full px-2 py-0.5 text-xs font-medium ${
+                    device.online
+                      ? "bg-success/10 text-success"
+                      : "bg-destructive/10 text-destructive"
+                  }`}
+                >
+                  <span
+                    aria-hidden="true"
+                    className={`h-1.5 w-1.5 rounded-full ${
+                      device.online ? "bg-success" : "bg-destructive"
+                    }`}
+                  />
+                  {device.online ? "Online" : "Offline"}
+                </span>
+                <p className="mt-1 text-[11px] text-muted-foreground">
+                  Seen {formatLastSeen(device.lastSeen)}
+                </p>
+              </div>
+            </li>
+          ))}
+        </ul>
+      )}
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/device/SystemStatus.tsx b/sample-apps/Ctrl Z/frontend/src/components/device/SystemStatus.tsx
new file mode 100644
index 000000000..a0aaa98d3
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/device/SystemStatus.tsx	
@@ -0,0 +1,140 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import { RefreshCw } from "lucide-react";
+import api from "@/services/api";
+
+interface Status {
+  backendOnline: boolean;
+  monitoringActive: boolean;
+  connectedDevices: number;
+  activeSessions: number;
+}
+
+type LoadState = "loading" | "error" | "ready";
+
+function StatusRow({
+  label,
+  value,
+  tone,
+}: {
+  label: string;
+  value: string;
+  tone: "success" | "warning" | "destructive" | "neutral";
+}) {
+  const dot = {
+    success: "bg-success",
+    warning: "bg-warning",
+    destructive: "bg-destructive",
+    neutral: "bg-muted-foreground",
+  }[tone];
+
+  return (
+    <div className="flex items-center justify-between py-2">
+      <span className="flex items-center gap-2.5 text-sm text-muted-foreground">
+        <span aria-hidden="true" className={`h-2 w-2 rounded-full ${dot}`} />
+        {label}
+      </span>
+      <span className="text-sm font-semibold tabular-nums text-foreground">
+        {value}
+      </span>
+    </div>
+  );
+}
+
+export default function SystemStatus() {
+  const [status, setStatus] = useState<Status | null>(null);
+  const [loadState, setLoadState] = useState<LoadState>("loading");
+
+  useEffect(() => {
+    let cancelled = false;
+
+    const load = () => {
+      api
+        .get("/status")
+        .then((res) => {
+          if (cancelled) return;
+          setStatus(res.data);
+          setLoadState("ready");
+        })
+        .catch(() => {
+          if (cancelled) return;
+          setLoadState("error");
+        });
+    };
+
+    load();
+    const timer = setInterval(load, 3000);
+    return () => {
+      cancelled = true;
+      clearInterval(timer);
+    };
+  }, []);
+
+  return (
+    <div className="rounded-xl border border-border bg-card p-6">
+      <div className="mb-4 flex items-center justify-between">
+        <h2 className="text-base font-bold text-card-foreground">
+          System Status
+        </h2>
+        <span
+          className={`inline-flex items-center gap-1.5 rounded-full px-2.5 py-0.5 text-xs font-medium ${
+            loadState === "ready"
+              ? "bg-success/10 text-success"
+              : loadState === "error"
+                ? "bg-destructive/10 text-destructive"
+                : "bg-muted text-muted-foreground"
+          }`}
+        >
+          {loadState === "loading" ? (
+            <>
+              <RefreshCw size={12} className="animate-spin" />
+              Checking
+            </>
+          ) : loadState === "error" ? (
+            "Unreachable"
+          ) : status?.monitoringActive ? (
+            "Running"
+          ) : (
+            "Idle"
+          )}
+        </span>
+      </div>
+
+      {loadState === "loading" ? (
+        <div className="space-y-3 py-2">
+          {[0, 1, 2, 3].map((i) => (
+            <div key={i} className="h-5 animate-pulse rounded bg-muted" />
+          ))}
+        </div>
+      ) : loadState === "error" || !status ? (
+        <p className="py-2 text-sm text-muted-foreground">
+          Backend unavailable. Retrying automatically…
+        </p>
+      ) : (
+        <div className="divide-y divide-border">
+          <StatusRow
+            label="Backend"
+            value={status.backendOnline ? "Online" : "Offline"}
+            tone={status.backendOnline ? "success" : "destructive"}
+          />
+          <StatusRow
+            label="Monitoring"
+            value={status.monitoringActive ? "Running" : "Stopped"}
+            tone={status.monitoringActive ? "success" : "warning"}
+          />
+          <StatusRow
+            label="Devices"
+            value={String(status.connectedDevices)}
+            tone="neutral"
+          />
+          <StatusRow
+            label="Sessions"
+            value={String(status.activeSessions)}
+            tone="neutral"
+          />
+        </div>
+      )}
+    </div>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/layout/Navbar.tsx b/sample-apps/Ctrl Z/frontend/src/components/layout/Navbar.tsx
new file mode 100644
index 000000000..7d88b1137
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/layout/Navbar.tsx	
@@ -0,0 +1,64 @@
+"use client";
+
+import { useEffect, useState } from "react";
+import api from "@/services/api";
+import ThemeToggle from "@/components/layout/ThemeToggle";
+
+interface Health {
+  online: boolean;
+  monitoringActive: boolean;
+  packetRate: number;
+}
+
+export default function Navbar() {
+  const [health, setHealth] = useState<Health | null>(null);
+
+  useEffect(() => {
+    const load = () => {
+      api
+        .get("/health")
+        .then((res) => setHealth(res.data))
+        .catch(() => setHealth(null));
+    };
+
+    load();
+    const timer = setInterval(load, 5000);
+    return () => clearInterval(timer);
+  }, []);
+
+  const online = health?.online ?? false;
+
+  return (
+    <header className="sticky top-0 z-20 flex h-16 w-full items-center justify-between border-b border-border bg-background/80 px-4 backdrop-blur sm:px-8">
+      <div className="min-w-0">
+        <h2 className="truncate text-lg font-bold text-foreground sm:text-xl">
+          GuardianSense Dashboard
+        </h2>
+        <p className="hidden text-sm text-muted-foreground sm:block">
+          Real-Time Contactless Health Monitoring
+        </p>
+      </div>
+
+      <div className="flex items-center gap-3">
+        <span
+          role="status"
+          className={`inline-flex items-center gap-2 rounded-full border px-3 py-1 text-sm font-medium ${
+            online
+              ? "border-success/30 bg-success/10 text-success"
+              : "border-destructive/30 bg-destructive/10 text-destructive"
+          }`}
+        >
+          <span
+            aria-hidden="true"
+            className={`h-2 w-2 rounded-full ${
+              online ? "bg-success" : "bg-destructive"
+            }`}
+          />
+          {online ? "Backend Online" : "Backend Offline"}
+        </span>
+
+        <ThemeToggle />
+      </div>
+    </header>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/layout/Sidebar.tsx b/sample-apps/Ctrl Z/frontend/src/components/layout/Sidebar.tsx
new file mode 100644
index 000000000..c3e1f8aea
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/layout/Sidebar.tsx	
@@ -0,0 +1,68 @@
+"use client";
+
+import Link from "next/link";
+import { usePathname } from "next/navigation";
+
+import {
+  Activity,
+  Cpu,
+  LayoutDashboard,
+  Radar,
+  Shield,
+} from "lucide-react";
+
+const NAV_ITEMS = [
+  { path: "/", label: "Dashboard", icon: LayoutDashboard },
+  { path: "/devices", label: "Devices", icon: Cpu },
+  { path: "/monitoring", label: "Monitoring", icon: Activity },
+  { path: "/guardian-ai", label: "Guardian AI", icon: Shield },
+];
+
+export default function Sidebar() {
+  const pathname = usePathname();
+
+  const linkClass = (path: string, active: boolean) =>
+    `flex items-center gap-3 rounded-lg p-2.5 text-sm font-medium transition ${
+      active
+        ? "bg-primary/15 text-primary"
+        : "text-sidebar-muted hover:bg-muted hover:text-sidebar-foreground"
+    }`;
+
+  return (
+    <aside className="z-20 flex h-16 w-full shrink-0 items-center justify-between border-b border-sidebar-border bg-sidebar px-4 sm:h-auto sm:min-h-screen sm:w-64 sm:flex-col sm:items-stretch sm:border-b-0 sm:border-r sm:p-6">
+      <div className="flex items-center gap-2.5">
+        <span className="flex h-9 w-9 items-center justify-center rounded-lg bg-primary/15 text-primary">
+          <Radar size={20} />
+        </span>
+        <span className="hidden text-lg font-bold text-sidebar-foreground sm:block">
+          GuardianSense
+        </span>
+      </div>
+
+      <nav
+        aria-label="Main navigation"
+        className="flex items-center gap-1 sm:mt-10 sm:flex-1 sm:flex-col sm:items-stretch sm:gap-2"
+      >
+        {NAV_ITEMS.map(({ path, label, icon: Icon }) => {
+          const active = pathname === path;
+          return (
+            <Link
+              key={path}
+              href={path}
+              aria-current={active ? "page" : undefined}
+              title={label}
+              className={linkClass(path, active)}
+            >
+              <Icon size={20} className="shrink-0" />
+              <span className="hidden sm:inline">{label}</span>
+            </Link>
+          );
+        })}
+      </nav>
+
+      <div className="hidden text-xs text-sidebar-muted sm:block">
+        v0.1.0 · CSI Monitoring
+      </div>
+    </aside>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/components/layout/ThemeToggle.tsx b/sample-apps/Ctrl Z/frontend/src/components/layout/ThemeToggle.tsx
new file mode 100644
index 000000000..05d85c81b
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/components/layout/ThemeToggle.tsx	
@@ -0,0 +1,61 @@
+"use client";
+
+import { useSyncExternalStore } from "react";
+import { Moon, Sun } from "lucide-react";
+
+const STORAGE_KEY = "guardiansense-theme";
+
+const listeners = new Set<() => void>();
+
+function emit() {
+  listeners.forEach((callback) => callback());
+}
+
+function subscribe(callback: () => void): () => void {
+  listeners.add(callback);
+  window.addEventListener("storage", onStorage);
+  return () => {
+    listeners.delete(callback);
+    window.removeEventListener("storage", onStorage);
+  };
+}
+
+function onStorage(event: StorageEvent) {
+  if (event.key !== STORAGE_KEY) return;
+  document.documentElement.classList.toggle("dark", event.newValue === "dark");
+  emit();
+}
+
+function getSnapshot(): "light" | "dark" {
+  return document.documentElement.classList.contains("dark") ? "dark" : "light";
+}
+
+function getServerSnapshot(): "light" | "dark" {
+  return "dark";
+}
+
+function applyTheme(theme: "light" | "dark") {
+  document.documentElement.classList.toggle("dark", theme === "dark");
+  window.localStorage.setItem(STORAGE_KEY, theme);
+  emit();
+}
+
+export default function ThemeToggle() {
+  const theme = useSyncExternalStore(subscribe, getSnapshot, getServerSnapshot);
+
+  const toggle = () => applyTheme(theme === "dark" ? "light" : "dark");
+
+  return (
+    <button
+      type="button"
+      onClick={toggle}
+      aria-label={
+        theme === "dark" ? "Switch to light mode" : "Switch to dark mode"
+      }
+      title={theme === "dark" ? "Switch to light mode" : "Switch to dark mode"}
+      className="flex h-9 w-9 items-center justify-center rounded-lg border border-border bg-card text-muted-foreground transition hover:text-primary"
+    >
+      {theme === "dark" ? <Sun size={17} /> : <Moon size={17} />}
+    </button>
+  );
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/hooks/useWebSocket.ts b/sample-apps/Ctrl Z/frontend/src/hooks/useWebSocket.ts
new file mode 100644
index 000000000..f3afa6fc7
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/hooks/useWebSocket.ts	
@@ -0,0 +1,81 @@
+"use client";
+
+import { useEffect, useRef, useState } from "react";
+
+import { WS_URL } from "@/services/api";
+
+interface UseWebSocketOptions<T> {
+  onMessage?: (data: T) => void;
+  event?: string;
+  reconnectDelayMs?: number;
+}
+
+interface Envelope {
+  event?: string;
+  data?: unknown;
+}
+
+export function useWebSocket<T = unknown>(
+  options: UseWebSocketOptions<T> = {}
+) {
+  const { onMessage, event, reconnectDelayMs = 3000 } = options;
+  const [connected, setConnected] = useState(false);
+  const onMessageRef = useRef(onMessage);
+  const eventRef = useRef(event);
+
+  useEffect(() => {
+    onMessageRef.current = onMessage;
+  }, [onMessage]);
+
+  useEffect(() => {
+    eventRef.current = event;
+  }, [event]);
+
+  useEffect(() => {
+    let socket: WebSocket | null = null;
+    let reconnectTimer: ReturnType<typeof setTimeout> | null = null;
+    let closed = false;
+
+    const connect = () => {
+      socket = new WebSocket(WS_URL);
+
+      socket.onopen = () => setConnected(true);
+
+      socket.onmessage = (raw) => {
+        try {
+          const message = JSON.parse(raw.data) as Envelope;
+
+          if (eventRef.current && message.event !== eventRef.current) {
+            return;
+          }
+
+          const payload = (message.data ?? message) as T;
+          onMessageRef.current?.(payload);
+        } catch (err) {
+          console.error("WebSocket parse error:", err);
+        }
+      };
+
+      socket.onclose = () => {
+        setConnected(false);
+        if (!closed) {
+          reconnectTimer = setTimeout(connect, reconnectDelayMs);
+        }
+      };
+
+      socket.onerror = () => {
+        socket?.close();
+      };
+    };
+
+    connect();
+
+    return () => {
+      closed = true;
+      if (reconnectTimer) clearTimeout(reconnectTimer);
+      socket?.close();
+    };
+  }, [reconnectDelayMs]);
+
+  return { connected };
+}
diff --git a/sample-apps/Ctrl Z/frontend/src/services/api.ts b/sample-apps/Ctrl Z/frontend/src/services/api.ts
new file mode 100644
index 000000000..dda5fb10d
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/src/services/api.ts	
@@ -0,0 +1,14 @@
+import axios from "axios";
+
+const API_BASE =
+  process.env.NEXT_PUBLIC_API_URL ?? "http://localhost:5000/api";
+
+const WS_URL = process.env.NEXT_PUBLIC_WS_URL ?? "ws://localhost:8080";
+
+const api = axios.create({
+  baseURL: API_BASE,
+  timeout: 5000,
+});
+
+export { API_BASE, WS_URL };
+export default api;
diff --git a/sample-apps/Ctrl Z/frontend/tsconfig.json b/sample-apps/Ctrl Z/frontend/tsconfig.json
new file mode 100644
index 000000000..41fa88409
--- /dev/null
+++ b/sample-apps/Ctrl Z/frontend/tsconfig.json	
@@ -0,0 +1,35 @@
+{
+  "compilerOptions": {
+    "target": "ES2017",
+    "lib": ["dom", "dom.iterable", "esnext"],
+    "allowJs": true,
+    "skipLibCheck": true,
+    "strict": true,
+    "noEmit": true,
+    "esModuleInterop": true,
+    "module": "esnext",
+    "moduleResolution": "bundler",
+    "baseUrl": ".",
+    "resolveJsonModule": true,
+    "isolatedModules": true,
+    "jsx": "react-jsx",
+    "incremental": true,
+    "plugins": [
+      {
+        "name": "next"
+      }
+    ],
+    "paths": {
+      "@/*": ["./src/*"]
+    }
+  },
+  "include": [
+    "next-env.d.ts",
+    "**/*.ts",
+    "**/*.tsx",
+    ".next/types/**/*.ts",
+    ".next/dev/types/**/*.ts",
+    "**/*.mts"
+  ],
+  "exclude": ["node_modules"]
+}
diff --git a/sample-apps/Ctrl Z/hardware/.gitkeep b/sample-apps/Ctrl Z/hardware/.gitkeep
new file mode 100644
index 000000000..e69de29bb
diff --git a/sample-apps/Ctrl Z/package-lock.json b/sample-apps/Ctrl Z/package-lock.json
new file mode 100644
index 000000000..9ec3689d4
--- /dev/null
+++ b/sample-apps/Ctrl Z/package-lock.json	
@@ -0,0 +1,6 @@
+{
+  "name": "Project_NitroStack",
+  "lockfileVersion": 3,
+  "requires": true,
+  "packages": {}
+}
diff --git a/sample-apps/Ctrl Z/package.json b/sample-apps/Ctrl Z/package.json
new file mode 100644
index 000000000..477a030a2
--- /dev/null
+++ b/sample-apps/Ctrl Z/package.json	
@@ -0,0 +1,14 @@
+{
+  "name": "guardiansense",
+  "version": "0.1.0",
+  "private": true,
+  "description": "GuardianSense — contactless health monitoring monorepo launcher",
+  "scripts": {
+    "dev": "node scripts/dev.js",
+    "start": "node scripts/dev.js",
+    "backend": "node scripts/dev.js --backend-only",
+    "frontend": "node scripts/dev.js --frontend-only",
+    "smoke": "node backend/GuardianSenseBackend/_smoke_test.mjs",
+    "build": "node node_modules/typescript/bin/tsc -p backend/GuardianSenseBackend"
+  }
+}
diff --git a/sample-apps/Ctrl Z/scripts/dev.js b/sample-apps/Ctrl Z/scripts/dev.js
new file mode 100644
index 000000000..81753b4fb
--- /dev/null
+++ b/sample-apps/Ctrl Z/scripts/dev.js	
@@ -0,0 +1,88 @@
+const { spawn } = require("node:child_process");
+const path = require("node:path");
+
+const root = path.resolve(__dirname, "..");
+const backendDir = path.join(root, "backend", "GuardianSenseBackend");
+const frontendDir = path.join(root, "frontend");
+
+const isWin = process.platform === "win32";
+const npmCmd = isWin ? "npm.cmd" : "npm";
+const nodeCmd = process.execPath;
+
+const args = process.argv.slice(2);
+const backendOnly = args.includes("--backend-only");
+const frontendOnly = args.includes("--frontend-only");
+
+const children = [];
+let shuttingDown = false;
+
+function run(command, args, cwd, label) {
+  const child = spawn(command, args, { cwd, stdio: "inherit" });
+  children.push(child);
+  console.log(`[${label}] started (pid ${child.pid})`);
+  child.on("exit", (code) => {
+    if (code !== 0 && !shuttingDown) {
+      console.error(`[${label}] exited with code ${code}`);
+      process.exit(code);
+    }
+  });
+  return child;
+}
+
+function startBackend() {
+  const tsc = path.join(backendDir, "node_modules", "typescript", "bin", "tsc");
+  const compile = spawn(nodeCmd, [tsc, "-p", backendDir], {
+    cwd: backendDir,
+    stdio: "inherit",
+  });
+
+  compile.on("exit", (code) => {
+    if (code !== 0) {
+      console.error("[backend] TypeScript compilation failed. Aborting.");
+      process.exit(code);
+    }
+    console.log("[backend] compiled -> dist/");
+    run(nodeCmd, ["dist/api/server.js"], backendDir, "backend");
+  });
+}
+
+function startFrontend() {
+  const nextBin = path.join(
+    frontendDir,
+    "node_modules",
+    "next",
+    "dist",
+    "bin",
+    "next"
+  );
+  run(nodeCmd, [nextBin, "dev", frontendDir], frontendDir, "frontend");
+}
+
+function shutdown() {
+  if (shuttingDown) return;
+  shuttingDown = true;
+  for (const child of children) {
+    try {
+      child.kill("SIGTERM");
+    } catch (_) {
+      /* ignore */
+    }
+  }
+}
+
+process.on("SIGINT", shutdown);
+process.on("SIGTERM", shutdown);
+process.on("exit", shutdown);
+
+if (frontendOnly) {
+  startFrontend();
+} else {
+  console.log(
+    "[dev] compiling backend, then starting backend API (:5000) + WebSocket (:8080)"
+  );
+  startBackend();
+}
+
+if (!backendOnly) {
+  startFrontend();
+}