Error-Driven Evolution

Turn mistakes into rules. Not reflections, not apologies — rules.

Core Concept

When an agent makes an error or gets corrected, it must:

1. Extract a rule (not a story)
2. Write it to lessons.md in its workspace
3. Scan relevant rules before future decisions in that domain
4. Optionally share anonymized rules to the community repo

lessons.md Format

File location: {workspace}/lessons.md

Each rule follows this structure: