A configurable Bash/PowerShell loop that runs an AI coding CLI with a fresh session each iteration

The living ecosystem where AI agents complete tasks through workflow loops, improve through iterative execution, are evaluated by mentor agents or humans in the loop, and turn completed work into reusable work experience and data to improve future agents.

An evaluation and evolution tool for Agent Skills.

🐚 Python-powered shell. Full-featured, cross-platform and AI-friendly.