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EcoGrid Manifold Engine — a lightweight, eco‑conscious computational model that simulates global infrastructure strain using a continuous Laplacian relaxation loop under a strict 2,000‑FLOP ceiling. Designed for clarity, sustainability, and governed spectral architecture.

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🌍 EcoGrid Manifold Engine

Ultra‑low‑power spectral tension solver • NDH A3 governed architecture

EcoGrid is a continuous spectral‑tension engine designed to model instability, load imbalance, sustainability strain, and spectral drift across structured or synthetic environments — all under a strict 2,000 FLOP thermodynamic ceiling.

It implements:

  • a dense 9×9 Laplacian relaxation solver
  • a shock‑coupling injection layer
  • a spectral stability metric
  • dual implementations in TypeScript (runtime) and Python (scientific reference)
  • expressive HUD glyphs defined in /config/visual_grammar.json v1.2

EcoGrid is built for clarity, ethics, and computational minimalism.


🗄️ Legacy README Archive

The original README has been preserved for provenance:

/public/archive/readme_v1_0.md

NDH Governance: Legacy documentation is archived, never deleted.


📐 Mathematical Formulation (Gated, Expressive‑Only)

The following equation is a conceptual governing anchor and is not executed directly by the solver:

$$\frac{dP}{dt} = -L \cdot P(t) + W_{in} \cdot I(t) - \nabla_P(\text{VFE})$$

NDH Gate:
This PDE is expressive‑only. EcoGrid does not implement a continuous solver.


🧮 Implemented Solver Update (Discrete, FLOP‑Bounded)

EcoGrid uses a bounded, deterministic relaxation step:

$$P_{t+1} = P_t - \alpha (L P_t) + \beta (W_{in} I_t) - \gamma \nabla_P(\text{VFE}_t)$$

NDH Gate:
This is the only mathematical form executed by the solver.


🎨 Visual Grammar (HUD + Runtime Experiment Grammar)

(Defined in /config/visual_grammar.json v1.2)

Mathematical Anchors

🕸️ L • 📊 P • ⚡ I • 🪰 VFE

Runtime State Symbols

☀️ active • • equilibrium • ✕ collapsed

Runtime Experiment Glyphs

🌱 baseline • 💥 shock • 🌊 relaxation • 📈 metrics • 🔗 integration • 📚 index • 🧪 provenance

NDH Architecture Lanes

🏛️ Governance • 🗜️ Mechanical • 🛡️ Invariant • 🧮 Spectral • 🔧 CI


🧪 Included Canonical Runtime Experiment — M2‑XFE Pipeline

EcoGrid ships with a governed, FLOP‑bounded runtime experiment demonstrating the full spectral‑tension workflow:

  • 🌱 baseline field
  • 💥 shock injection
  • 🌊 relaxation cycles
  • 📈 spectral metrics
  • 🔗 integration stub
  • 📚 runtime index
  • 🧪 provenance chain

Location:

/ecogrid/runtime/simulation/m2xfe/

This is the initial experiment demonstrating EcoGrid’s runtime engine.


🧩 Why You Must Build the Testing Environment Before Running Tests

EcoGrid’s testing system is a governed scientific apparatus, not a passive test suite.

1. The solver and runtime pipeline must be structurally complete

Tests validate:

  • Laplacian correctness
  • shock propagation
  • spectral stability
  • FLOP ceilings
  • TS ↔ Python consistency

These require the full pipeline to exist.

2. The test suite audits the entire manifold

EcoGrid tests:

  • the manifold
  • the adapter
  • the solver
  • the runtime pipeline
  • the spectral gate
  • the expressive grammar

3. NDH A3 governance requires pre‑test structural verification

Before tests run, the environment must demonstrate:

  • correct lane separation
  • correct file placement
  • correct expressive grammar
  • correct solver invariants
  • correct FLOP ceilings

4. Empirically, building the environment demonstrates:

  • deterministic solver compilation
  • structural integrity
  • expressive grammar validity
  • spectral stability
  • TS ↔ Python consistency
  • reproducible runtime experiment behavior

Building the environment is the empirical proof that EcoGrid is ready to be tested.


📁 Expressive Repository Layout

Fully preserved, glyph‑anchored, NDH A3 governed

eco-grid-manifold/
│
├── 📜 LICENSE.md
├── 📘 README.md                     ← (this file)
├── 🧾 VERSION
├── ⬢ requirements.txt
│
├── 🏛️ config/
│   └── 🎨 visual_grammar.json        ← expressive HUD + runtime grammar v1.2
│
├── 📁 public/
│   └── archive/
│       └── 📘 readme_v1_0.md         ← archived legacy README
│
├── 📁 .github/
│   └── workflows/
│       ├── 🔧 ecogrid_ci.yml
│       ├── 🔧 ecogrid_lint.yml
│       ├── 🔧 ecogrid_coverage.yml
│       └── 🏛️ ecogrid_release_tag.yml
│
├── 🗺️ infrastructure_topology.json
├── 🎨 visual_grammar.json            ← legacy pointer (kept for compatibility)
│
├── 📁 src/
│   ├── 🐍 __init__.py
│   ├── 🚀 main.py
│   ├── 🗜️ topology_compiler.py
│   ├── 🛡️ math_engine.py
│   ├── 📈 metrics_collector.py
│   └── 🧩 solver/
│       └── 🧩 ecogrid_solver.ts
│
└── 📁 tests/
    ├── 🐍 __init__.py
    ├── 🔍 test_manifold_closure.py
    ├── 🎲 test_nullspace_escape.py
    ├── 📁 vectors/
    │   └── 🧪 ecogrid_test_vectors_v0_1_0.json
    └── 📁 suite/
        └── 🧪 ecogrid_test_suite_v0_1_0.test.ts

⚡ Quickstart

Python Reference Solver

python3 src/main.py

TypeScript Runtime Solver

npm install
npm test

⚖️ Licensing, Provenance & Credits

Split‑Contract License

MIT License (mechanics, utilities, tests)
CAUSA Non‑Commercial License 1.1 (continuous relaxation kernel)

Provenance

EcoGrid adheres to NDH A3 Mechanical Integration Specification (v1.0).
Mathematical lineage descends from ANIMA and CAUSA spectral‑geometry architectures.

Citation

Stell (2026). CAUSA: Causal Agency and Utterance-State Alignment (v0.1.0).
DOI: 10.5281/zenodo.22811988

About

EcoGrid Manifold Engine — a lightweight, eco‑conscious computational model that simulates global infrastructure strain using a continuous Laplacian relaxation loop under a strict 2,000‑FLOP ceiling. Designed for clarity, sustainability, and governed spectral architecture.

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