Automatically improve AI agents
evolving-ai-agentsskillsetup L3★9,423
Orchestra-Research/AI-Research-SKILLs ↗What it does
Evolve agent prompts against benchmarks
Best for
When optimizing agent performance through iterative evolution cycles that automatically mutate prompts, skills, and memory.
Inputs
- · agent workspace
- · benchmark tasks
Outputs
- · evolved prompts
- · fitness scores
Requires
- · a-evolve
- · pyyaml
Preconditions
- · agent workspace is a git repo
- · benchmark adapter implemented
- · manifest.yaml exists
Failure modes
- · evolution diverges from benchmark goal
- · prompt mutations reduce performance
- · skill memory exceeds limits
Trust signals
- · 76.8% SWE-bench Verified
- · 79.4% MCP-Atlas #1
- · open-source A-Evolve