Publish only a curated and approved learning. Generate and show a preview first, obtain human approval for AGENTS.md, shared libraries or existing Skill changes, apply through royo-learn, verify, audit and rollback on failure.
Capture a reusable lesson after a verified bug fix, user correction, non-obvious discovery, recurring failure, or successful procedure. Search first, then call royo-learn. Capturing never publishes or changes agent behavior.
Review captured learning, compare it with existing knowledge and Engram, validate evidence, reject noise, resolve duplicates or conflicts, and approve an exact destination. Curating never writes Skills or AGENTS.md.
Initialize and verify royo-learn for a project, optionally install its integrations, then continue with capture-learning.