LUMINARK CodeWriter

Active Governance Layer — Stanfield's Axiom of Perpetuity

Meridian Axiom Alignment Technologies (MAAT)

"The system that cannot see its own failure mode is already in Stage 8."

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What is LUMINARK?

LUMINARK CodeWriter is an Active Governance Layer for AI-generated and human-written Python code. It applies the Stanfield Axiom of Perpetuity (SAP) — a 10-stage mathematical framework for modelling dynamic system evolution — to classify, monitor, and repair code failures before they reach production.

Instead of asking "did this code run?", LUMINARK asks:

"Where is this system on the SAP torus cycle, and is it moving toward stability or collapse?"

The Three Guarantees

1. Lyapunov Stability — V(H, E, v) = w_H·H + w_E·E + w_v·v² governs every execution. Code that increases V is escalated. Code that decreases V is accepted.
2. Geometric Constraint — SAP stage transitions are hard-enforced. Stage 5 is a point of no return. Stage 8 is a terminal branch. No skipping.
3. Surgical Repair — Every failure is diagnosed by the SAP Psychiatrist, mapped to its exact SAP stage, and given a targeted repair instruction.

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Architecture

luminark_gate.py              ← CLI entry point
main.py                       ← FastAPI HTTP service + Redis telemetry
│
├── luminark/
│   ├── sap_geometry_engine.py      ← 10-stage SAP classification
│   ├── sap_constrained_bayesian.py ← Bayesian posterior + trap energy field
│   ├── sap_lyapunov.py             ← Lyapunov V(H,E,v) + NumericalConstitution
│   ├── sap_stage_classifier.py     ← SAP Psychiatrist + Surgical Prompts
│   └── luminark_live_bridge.py     ← Governance orchestrator (The Bridge)
│
├── Dockerfile                ← Python 3.11-slim sandbox (The Crucible)
├── entrypoint.sh             ← ulimit resource constraints
├── docker-compose.yml        ← sandbox + redis services
└── tests/
    ├── test_nsdt_clinical_trial.py  ← 54-test clinical trial suite
    └── test_live_bridge.py          ← Integration tests for the Bridge

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Governance Loop

Code Input
    │
    ▼
Execute in Sandbox (Docker — network-isolated, memory/CPU-limited)
    │
    ▼
Extract NSDT Vector [Complexity, Stability, Tension, Adaptability, Coherence]
    │
    ▼
SAPConstrainedBayesian.forward()  →  SAP Stage (0–9) + Posterior + Trap Energy
    │
    ▼
NumericalConstitution.certify()   →  V = w_H·H + w_E·E + w_v·v²
    │
    ├── V < threshold  →  ✅ PASS
    │
    └── V ≥ threshold  →  SAPPsychiatrist.diagnose()
                              │
                              ▼
                         Surgical Prompt  →  Repair  →  Re-execute
                         (up to max_iterations)
                              │
                              └── Still failing  →  FAIL_EXHAUSTED

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SAP Stage Reference

Stage	Canonical Name	Geometry	Logistics Analogy
0	PLENARA	Sphere	Void / Missing dependency
1	SPARK OF NAVIGATION	Point	Unbound name
2	FORGE OF POLARITY	Line	Type mismatch
3	ENGINE OF EXPRESSION	Triangle	Logic error
4	CRUCIBLE OF EQUILIBRIUM	Square	Boundary violation
5	DYNAMO OF WILL	Pentagon	Threshold — point of no return
6	NEXUS OF HARMONY	Hexagon	I/O failure
7	LENS OF DISTILLATION	Heptagon	Runtime / concurrency
8	VESSEL OF GROUNDING	Octagon	Illusion of Permanence — Crystallization Paradox
9	TRANSPARENCY OF THE GUIDE	Nonagon	Critical resource exhaustion

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Quick Start

Install

git clone https://github.com/foreverforward760-crypto/LuminarkCodeWriter.git
cd LuminarkCodeWriter
python -m venv .venv && source .venv/bin/activate
pip install -e ".[dev]"

Build the sandbox

make build

Run governance on a file

# LOCAL mode (no Docker needed)
python luminark_gate.py govern path/to/code.py

# DOCKER mode (production — resource-constrained sandbox)
python luminark_gate.py govern path/to/code.py --mode docker

Run as HTTP service

docker-compose up --build
# POST http://localhost:8080/govern

Run tests

make test
# or
pytest tests/ -v

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API Endpoints

Method	Path	Description
POST	/govern	Full governance loop — returns verdict + audit trail
POST	/stage-report	Quick SAP stage check (no repair)
GET	/telemetry/{id}	V-series + stage history from Redis
GET	/health	Liveness check

POST /govern

{
  "code": "def add(a, b):\n    return a + b\nprint(add(1, 2))",
  "context_id": "my-session-001",
  "task_description": "simple addition function"
}

Response:

{
  "verdict": "PASS",
  "iterations": 1,
  "sap_stage": 4,
  "stage_name": "The Crucible",
  "V": 1.23,
  "passed": true,
  "audit_trail": [...]
}

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Environment Variables

Variable	Default	Description
LUMINARK_MODE	docker	docker or local
LUMINARK_MAX_ITERATIONS	3	Max repair attempts
LUMINARK_STABILITY_THRESHOLD	3.0	Lyapunov V pass threshold
LUMINARK_DOCKER_IMAGE	luminark-sandbox:latest	Sandbox image
REDIS_URL	redis://redis:6379	Redis connection string

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License

Proprietary & Confidential © 2026 Meridian Axiom Alignment Technologies LLC. All rights reserved.

SAP (Stanfield's Axiom of Perpetuity) is proprietary intellectual property of Richard Stanfield / MAAT. Unauthorized use prohibited.

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Built with SAP. Governed by Mathematics. Stability is not optional.