Swappable executors
Claude Code, Codex, Cline, OpenHands, Aider, Goose, OpenCode, Qwen Code, mini-swe-agent, Gemini CLI — one knowledge base compiles into each one's native format.
One profile — any executor, any model. Knowledge lives in git, learning is reviewable diffs.