Provides guidance for automatically evolving and optimizing AI agents across any domain using LLM-driven evolution algorithms. Use when building self-improving agents, optimizing agent prompts and skills against benchmarks, or implementing automated agent evaluation loops.
安装
npx skills add Orchestra-Research/AI-Research-SKILLs --skill evolving-ai-agentsnpx skills add Orchestra-Research/AI-Research-SKILLs --skill evolving-ai-agents -a claude-code -gnpx skills add Orchestra-Research/AI-Research-SKILLs --skill evolving-ai-agents -a codex -ggemini skills install https://github.com/Orchestra-Research/AI-Research-SKILLs.git --path 14-agents/a-evolvegh skill install Orchestra-Research/AI-Research-SKILLs evolving-ai-agentsgit clone --depth 1 https://github.com/Orchestra-Research/AI-Research-SKILLs /tmp/Orchestra-Research__AI-Research-SKILLs
mkdir -p ~/.claude/skills ~/.agents/skills
cp -R /tmp/Orchestra-Research__AI-Research-SKILLs/14-agents/a-evolve ~/.claude/skills/evolving-ai-agents # Claude Code
cp -R /tmp/Orchestra-Research__AI-Research-SKILLs/14-agents/a-evolve ~/.agents/skills/evolving-ai-agents # Codex, Cursor, Gemini CLI, Copilot, OpenCode