diff --git a/.github/workflows/preview_pages_managment.yml b/.github/workflows/preview_pages_managment.yml
new file mode 100644
index 0000000..f41b238
--- /dev/null
+++ b/.github/workflows/preview_pages_managment.yml
@@ -0,0 +1,195 @@
+name: Preview Pages Management
+
+on:
+  issue_comment:
+    types: [created]
+  pull_request:
+    branches: [main]
+    types: [closed]
+
+jobs:
+  check-permission:
+    name: Check Author & Command
+    if: github.event.issue.pull_request && contains(github.event.comment.body, '/preview')
+    runs-on: ubuntu-latest
+    outputs:
+      authorized: ${{ steps.check.outputs.authorized }}
+    steps:
+      - name: Check user permissions
+        id: check
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const { owner, repo } = context.repo;
+            const username = context.actor;
+
+            const { data: permission } = await github.rest.repos.getCollaboratorPermissionLevel({
+              owner,
+              repo,
+              username,
+            });
+
+            const allowed = ['admin', 'write'].includes(permission.permission);
+            if (!allowed) {
+              core.setFailed(`User @${username} is not authorized to trigger preview deployments.`);
+            }
+            core.setOutput('authorized', allowed);
+
+  notify-preview-start:
+    name: Post Building Comment & Cleanup Trigger
+    needs: check-permission
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+    outputs:
+      pr_num: ${{ steps.pr_data.outputs.pr_num }}
+      sha: ${{ steps.pr_data.outputs.sha }}
+      ref: ${{ steps.pr_data.outputs.ref }}
+      pr_author: ${{ steps.pr_data.outputs.pr_author }}
+      comment_id: ${{ steps.create_comment.outputs.comment_id }}
+    steps:
+      - name: Get PR Information
+        id: pr_data
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const pr = await github.rest.pulls.get({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              pull_number: context.issue.number,
+            });
+            core.setOutput('pr_num', pr.data.number);
+            core.setOutput('sha', pr.data.head.sha);
+            core.setOutput('ref', pr.data.head.ref);
+            core.setOutput('pr_author', pr.data.user.login);
+      
+      - name: Delete triggering /preview comment
+        uses: actions/github-script@v7
+        with:
+          script: |
+            await github.rest.issues.deleteComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              comment_id: context.payload.comment.id,
+            });
+
+      - name: Post "Preview building" comment
+        id: create_comment
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const triggerUser = context.actor;
+            const prAuthor = "${{ steps.pr_data.outputs.pr_author }}";
+
+            let mentions = `@${triggerUser}`;
+            if (prAuthor && prAuthor !== triggerUser) {
+              mentions += ` @${prAuthor}`;
+            }
+
+            const { data: comment } = await github.rest.issues.createComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              issue_number: context.issue.number,
+              body: `⏳ **Preview building...**`,
+            });
+            core.setOutput('comment_id', comment.id);
+
+  deploy-preview:
+    name: Deploy Preview to Cloudflare Pages
+    needs: [check-permission, notify-preview-start]
+    runs-on: ubuntu-latest
+    permissions:
+      pull-requests: write
+      contents: read
+    steps:
+      - name: Checkout Engine
+        uses: actions/checkout@v4
+        with:
+          path: engine
+          repository: ThePythonLedger/Docusaurus-engine
+      
+      - name: Checkout Curriculum (PR Code)
+        uses: actions/checkout@v4
+        with:
+          path: Curriculum
+          repository: ThePythonLedger/Curriculum
+          ref: ${{ needs.notify-preview-start.outputs.sha }}
+
+      - name: Setup Node.js
+        uses: actions/setup-node@v4
+        with:
+          node-version: 20
+          cache: 'npm'
+          cache-dependency-path: engine/package-lock.json
+
+      - name: Build Site Assets
+        env:
+          DOCUSAURUS_URL: https://engine-pr-${{ needs.notify-preview-start.outputs.pr_num }}.python-ledger-preview.pages.dev
+          DOCUSAURUS_BASE_URL: /
+        run: |
+          cd engine
+          npm ci
+          npm run build
+
+      - name: Deploy to Cloudflare Pages
+        uses: cloudflare/wrangler-action@v4
+        id: cloudflare_deploy
+        with:
+          apiToken: ${{ secrets.CF_API_TOKEN }}
+          accountId: ${{ secrets.CF_ACCOUNT_ID }}
+          command: pages deploy engine/build --project-name=python-ledger-preview --branch=pr-${{ needs.notify-preview-start.outputs.pr_num }}
+
+      - name: Update Preview Comment with Link
+        uses: actions/github-script@v7
+        with:
+          script: |
+            const prNumber = ${{ needs.notify-preview-start.outputs.pr_num }};
+            const prAuthor = "${{ needs.notify-preview-start.outputs.pr_author }}";
+            const triggerUser = context.actor;
+            const previewUrl = `https://pr-${prNumber}.python-ledger-preview.pages.dev`;
+
+            let mentions = `@${triggerUser}`;
+            if (prAuthor && prAuthor !== triggerUser) {
+              mentions += ` @${prAuthor}`;
+            }
+
+            const message = `🚀 **Preview Deployment Ready!**\n\ncc ${mentions}\n\nView changes live at:\n${previewUrl}`;
+
+            await github.rest.issues.updateComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              comment_id: ${{ needs.notify-preview-start.outputs.comment_id }},
+              body: message,
+            });
+
+      - name: Mark Preview as Failed
+        if: failure()
+        uses: actions/github-script@v7
+        with:
+          script: |
+            await github.rest.issues.updateComment({
+              owner: context.repo.owner,
+              repo: context.repo.repo,
+              comment_id: ${{ needs.notify-preview-start.outputs.comment_id }},
+              body: `❌ **Preview build failed.** Check the [workflow run](${context.serverUrl}/${context.repo.owner}/${context.repo.repo}/actions/runs/${context.runId}) for details.`,
+            });
+
+  cleanup-preview:
+    name: Delete Cloudflare Pages Preview
+    if: github.event.action == 'closed'
+    runs-on: ubuntu-latest
+    steps:
+      - name: Delete Cloudflare Pages Branch via API
+        env:
+          CLOUDFLARE_API_TOKEN: ${{ secrets.CF_API_TOKEN }}
+          CLOUDFLARE_ACCOUNT_ID: ${{ secrets.CF_ACCOUNT_ID }}
+        run: |
+          BRANCH_NAME="pr-${{ github.event.number }}"
+          PROJECT_NAME="python-ledger-preview"
+
+          echo "Deleting Cloudflare Pages branch: $BRANCH_NAME"
+
+          curl -s -X DELETE \
+            "https://api.cloudflare.com/client/v4/accounts/${CLOUDFLARE_ACCOUNT_ID}/pages/projects/${PROJECT_NAME}/branches/${BRANCH_NAME}" \
+            -H "Authorization: Bearer ${CLOUDFLARE_API_TOKEN}" \
+            -H "Content-Type: application/json"
\ No newline at end of file
diff --git a/src/components/MemoryGraphBlock/index.js b/src/components/MemoryGraphBlock/index.js
new file mode 100644
index 0000000..5723ab6
--- /dev/null
+++ b/src/components/MemoryGraphBlock/index.js
@@ -0,0 +1,48 @@
+import React, { useMemo } from 'react';
+import MDXComponents from '@theme-original/MDXComponents';
+import styles from './styles.module.css';
+
+const MEMORY_GRAPH_BASE_URL = 'https://memory-graph.com/';
+
+/**
+ * Wraps a ```lang debug code block with a header bar linking out to
+ * Bas Terwijn's Memory Graph web debugger (memory-graph.com), so students
+ * can step through the exact snippet from the lesson and watch variables/
+ * references change line by line.
+ *
+ * Unlike InteractivePython, this doesn't replace the block with an editor —
+ * the theme's normal <pre> still renders (syntax highlighting, copy button,
+ * line numbers all keep working). We just read the raw code to build a
+ * deep link and drop a button above it.
+ *
+ * Memory Graph reads code from a URL *fragment* (`#code=...`), not a query
+ * string — that's deliberate on their end, it means the code never gets
+ * sent to their server, it's only ever interpreted client-side once the
+ * page loads. Don't "fix" this to `?code=`.
+ */
+export default function MemoryGraphBlock(props) {
+  const { children } = props;
+  const rawCode = children?.props?.children?.trim() || '';
+
+  const memoryGraphUrl = useMemo(
+    () => `${MEMORY_GRAPH_BASE_URL}#code=${encodeURIComponent(rawCode)}`,
+    [rawCode]
+  );
+
+  return (
+    <div className={styles.wrapper}>
+      <div className={styles.header}>
+        <span className={styles.headerText}>Debug Mode</span>
+        <a
+          href={memoryGraphUrl}
+          target="_blank"
+          rel="noopener noreferrer"
+          className={styles.openButton}
+        >
+          Open in Memory Graph ↗
+        </a>
+      </div>
+      <MDXComponents.pre {...props} />
+    </div>
+  );
+}
\ No newline at end of file
diff --git a/src/components/MemoryGraphBlock/styles.module.css b/src/components/MemoryGraphBlock/styles.module.css
new file mode 100644
index 0000000..2e00a02
--- /dev/null
+++ b/src/components/MemoryGraphBlock/styles.module.css
@@ -0,0 +1,75 @@
+/* ==========================================================================
+   Reuses the site's existing purple accent (see .alert--explore in
+   custom.css) so "debug" blocks read as their own category, distinct
+   from the blue InteractivePython header.
+   ========================================================================== */
+.wrapper {
+  margin: 1.5rem 0;
+}
+
+.header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+  flex-wrap: wrap;
+  gap: 12px;
+  padding: 10px 16px;
+  background-color: rgba(124, 58, 237, 0.08);
+  border: 1px solid rgba(124, 58, 237, 0.35);
+  border-bottom: none;
+  border-radius: var(--ifm-global-radius) var(--ifm-global-radius) 0 0;
+}
+
+[data-theme='dark'] .header {
+  background-color: rgba(168, 85, 247, 0.15);
+  border-color: rgba(216, 180, 254, 0.3);
+}
+
+.headerText {
+  font-family: var(--ifm-font-family-base, sans-serif);
+  font-weight: 600;
+  font-size: 0.85rem;
+  letter-spacing: 0.05rem;
+  text-transform: uppercase;
+  color: #7c3aed;
+}
+
+[data-theme='dark'] .headerText {
+  color: #e9d5ff;
+}
+
+.openButton {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  padding: 6px 14px;
+  border-radius: 6px;
+  background-color: #7c3aed;
+  color: #ffffff !important; /* override Docusaurus's default link color */
+  font-family: var(--ifm-font-family-base, sans-serif);
+  font-weight: 600;
+  font-size: 0.85rem;
+  text-decoration: none !important;
+  white-space: nowrap;
+  transition: background-color 0.15s ease;
+}
+
+.openButton:hover {
+  background-color: #6d28d9;
+  color: #ffffff !important;
+}
+
+/* Butt the code block directly against the header — no gap, no double border */
+.wrapper :global(.theme-code-block) {
+  margin-top: 0 !important;
+  border-top-left-radius: 0 !important;
+  border-top-right-radius: 0 !important;
+  border-top: none !important;
+}
+
+@media (max-width: 480px) {
+  .header {
+    justify-content: center;
+    text-align: center;
+  }
+}
\ No newline at end of file
diff --git a/src/theme/MDXComponents.js b/src/theme/MDXComponents.js
index 8a26fa4..7e13a98 100644
--- a/src/theme/MDXComponents.js
+++ b/src/theme/MDXComponents.js
@@ -1,15 +1,19 @@
 import MDXComponents from '@theme-original/MDXComponents';
 import InteractivePython from '@site/src/components/InteractivePython';
+import MemoryGraphBlock from '@site/src/components/MemoryGraphBlock';
 
 export default {
   ...MDXComponents,
   // We wrap the standard 'pre' tag (which wraps code blocks)
   pre: (props) => {
-    const isInteractive = props.children?.props?.metastring?.includes('interactive');
-    
-    if (isInteractive) {
+    const metastring = props.children?.props?.metastring || '';
+
+    if (metastring.includes('interactive')) {
       return <InteractivePython {...props} />;
     }
+    if (metastring.includes('debug')) {
+      return <MemoryGraphBlock {...props} />;
+    }
     return <MDXComponents.pre {...props} />;
   },
 };
\ No newline at end of file