🏭 AI Developer Farm
Goodhart-proof AI coding pipeline with architectural isolation.
Autonomous AI development pipeline that generates code from specifications with architectural guarantees against metric gaming. Built on LangGraph, runs locally on consumer hardware.
Key Features
- 4-layer isolation: Planning, Execution, Verification, Optimization layers with strict TypedDict boundaries preventing metric leakage.
- Local execution: Runs on GTX 1050 Ti (4GB VRAM) + 16GB RAM using Ollama + Qwen2.5-Coder-3B.
- Fast & cheap: 26 seconds per feature at $0.03 cost.
- Retry loop with abstract feedback: When verification fails, abstract guidance is provided without revealing the rubric.
- Git worktrees: Isolated branches per worker for safe code generation.
- Reconciler: Kubernetes-style control loop for auto-recovery.
Use Cases
- Automated code generation from specifications.
- AI-assisted development with integrity guarantees.
- Research into AI alignment and Goodhart's law mitigation.
