What problem does it solve?
Capture and classify learnings from tasks, sessions, or manual input, then route them into structured policy files (rules) or insight files. It automatically deduplicates using qmd similarity checks and rebuilds the policy digest after changes. The skill is callable programmatically or from common HQ entry points such as /execute-task, /run-project, /handoff, and /checkpoint, with a --hard flag to enforce hard rules.
Core Features & Use Cases
- Capture learnings and convert them into policy rules or educational insights.
- Deduplicate outputs using qmd and a fallback grep-based scan to prevent duplicates.
- Update policy digests automatically so new rules load in future sessions.
- Invoke from CLI or programmatic flows to integrate learning ingestion into workflows.
Quick Start
Provide a learning description to classify it into a policy rule or an insight and trigger the dedup and digest workflow.