code-evolution

Open-source workbench for inspectable code-evolution experiments on bounded Python bin-packing.

🔄 Local-first AI system that evolves its own codebase through adversarial Red/Blue team dynamics. Ollama-powered, Docker-isolated, with cryptographic safety guards. Research prototype exploring recursive self-improvement via benchmark-driven code evolution.

AI-Native Recursive Code Evolution. Agents declare layers, coordinate through intent, resolve conflicts via LLM, and evolve code through observable generations. No human touchpoints.

Rewrite slow AI-generated Python to fast compiled code — 3-60x speedups with statistical proof of correctness. Go, Rust, C++ targets.

Approach For Selecting Distributed Systems Code Examples For Creating Software Engineering Worked Examples.

General-purpose evolutionary optimization framework using LLMs as intelligent mutation operators. Evolve code, prompts, and text with beam search, archives, and swarm strategies.

The Moving Library is a pattern-based code evolution fabric for the MindsEye OS. It converts code → binary → pattern → new code variants, enabling living agent architectures, code mutation, and pattern retrieval.

Multi-Agent Code Evolution Platform — debate-style review with health scoring, tech debt tracking, architecture analysis, and improvement roadmaps

A Tool for Managing Technical Debt through Retro Perspective Code Analysis With SonarQube and GitLab

A standard for declaring and working with APIs that require explicit opt-in.

Temporal Code Intelligence platform. Time-series complexity analysis across Python, JavaScript, Java, and Go. Linear regression trend detection, cyclomatic complexity tracking, confidence scoring, and predictive decay forecasting.