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algorithm evolution using AI. Start with a base algorithm, let Claude evolve better variants autonomously.","maintainers":[{"name":"stevewill99","email":"steve.willer@gmail.com"}],"readme":"# claude-evolve\n\nAutomated algorithm evolution using AI. Start with a base algorithm, let Claude evolve better variants autonomously.\n\n## Install & Quick Start\n\n```bash\n# Install\nnpm install -g claude-evolve\n\n# Set up project\nclaude-evolve setup\n\n# Generate initial ideas\nclaude-evolve ideate\n\n# Start evolution (runs forever until Ctrl+C)\nclaude-evolve run\n```\n\n## How It Works\n\n1. **Write your problem** in `evolution/BRIEF.md`\n2. **Create base algorithm** in `evolution/algorithm.py`  \n3. **Define evaluation** in `evolution/evaluator.py`\n4. **Generate ideas** - Claude creates algorithm variations\n5. **Evolve automatically** - System tests variations, keeps best ones, generates new ideas\n\nEvolution runs indefinitely until you stop it. Perfect for overnight optimization.\n\n## Commands\n\n### Core Commands\n```bash\nclaude-evolve           # Interactive menu\nclaude-evolve setup     # Initialize workspace\nclaude-evolve ideate    # Generate new algorithm ideas\nclaude-evolve run       # Start evolution loop (runs forever)\nclaude-evolve analyze   # View results and progress with charts\nclaude-evolve status    # Quick progress overview\nclaude-evolve autostatus # Live auto-updating status display\n```\n\n### Management Commands\n```bash\nclaude-evolve edit      # Manage candidate statuses\nclaude-evolve config    # View/edit configuration\nclaude-evolve cleanup   # Clean up old lock files\n```\n\n### Maintenance Commands\n```bash\nclaude-evolve clean-invalid      # Remove invalid candidates\nclaude-evolve cleanup-duplicates # Remove duplicate entries\nclaude-evolve csv-fix           # Fix CSV formatting issues\n```\n\n## Working with Multiple Projects\n\n```bash\n# Use different working directory\nclaude-evolve --working-dir=my-project run\nclaude-evolve --working-dir=experiments/trading ideate\n```\n\n## Project Structure\n\n```\nyour-project/\n├── evolution/\n│   ├── BRIEF.md           # Problem description\n│   ├── algorithm.py       # Base algorithm\n│   ├── evaluator.py       # Performance measurement\n│   ├── config.yaml        # Settings\n│   ├── evolution.csv      # Progress tracking\n│   └── evolution_*.py     # Generated variants\n```\n\n## Evaluator Requirements\n\nYour `evaluator.py` must output a performance score to stdout. The system supports multiple output formats:\n\n### Format 1: Simple numeric value\n```python\n# Just print a single number\nprint(1.234)\n```\n\n### Format 2: JSON with performance/score field\n```python\n# JSON with 'performance' field (recommended)\nprint('{\"performance\": 1.234, \"accuracy\": 0.95, \"latency\": 45.2}')\n\n# OR JSON with 'score' field\nprint('{\"score\": 1.234, \"precision\": 0.88, \"recall\": 0.92}')\n```\n\n### Format 3: SCORE: prefix (legacy)\n```python\n# For backward compatibility\nprint(\"SCORE: 1.234\")\n```\n\n**Important notes:**\n- Higher scores = better performance\n- When using JSON, all fields are saved to the CSV for analysis\n- The `performance` or `score` field is required for evolution decisions\n- Return value of 0 doesn't mean failure - it's just a low score\n- Actual failures should exit with non-zero status code\n\n## Configuration\n\nEdit `evolution/config.yaml`:\n\n```yaml\n# Files\nalgorithm_file: \"algorithm.py\"\nevaluator_file: \"evaluator.py\" \nevolution_csv: \"evolution.csv\"\n\n# Evolution strategy\nideation_strategies:\n  total_ideas: 15\n  novel_exploration: 3    # Creative new approaches\n  hill_climbing: 5        # Parameter tuning\n  structural_mutation: 3  # Architecture changes\n  crossover_hybrid: 4     # Combine best features\n\n# Auto-generate new ideas when queue empty\nauto_ideate: true\n\n# Parallel execution\nparallel:\n  enabled: false\n  max_workers: 4\n```\n\n## Requirements\n\n- Node.js 14+\n- Python 3.x\n- [Claude CLI](https://docs.anthropic.com/en/docs/claude-code)\n- Bash shell (Git Bash on Windows)\n\n## Tips\n\n- **Start simple** - Basic algorithm, let evolution add complexity\n- **Monitor progress** - Check `evolution.csv` for performance trends\n- **Guide evolution** - Add manual ideas when stuck in local optima\n- **Let it run** - Evolution works best over long periods\n\n## Common Issues\n\n**Too many failures?** Check your evaluator handles edge cases and outputs valid scores.\n\n**Stuck in local optimum?** Increase `novel_exploration` in config.yaml or add manual ideas.\n\n**Evaluator crashes?** Make sure dependencies are installed and error handling is robust.\n\n## License\n\nMIT","readmeFilename":"README.md"}