alpha-evolve
CommunityEvolve ML models/programs through population-based search.
Software Engineering#parallel processing#autoresearch#ML evolution#population-based search#model evolution
Authorgaasher
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automates the evolution of ML models/programs through a population-based search, allowing for parallel exploration and the preservation of diversity.
Core Features & Use Cases
- Population-Based Evolution: Uses a generational evolution approach with parallel proposers and a cascade-evaluated training run.
- Diversity-Preserving Search: Ensures diverse high performers co-exist instead of one local optimum winning.
- Use Case: Ideal for parallel, diversity-preserving search over a model/program where many variants explore at once, and the archive keeps the illuminated frontier.
Quick Start
Run the alpha-evolve skill with the following command: alpha-evolve.run --total_budget <total_budget> --concurrency <concurrency>.
Dependency Matrix
Required Modules
None requiredComponents
scriptsreferencesassets
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: alpha-evolve Download link: https://github.com/gaasher/Agent-Loop-Skills/archive/main.zip#alpha-evolve Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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