parity-improve

name	parity-improve
description	Use to consume captured parity-loop lessons and materialize them into gated edits to the skills/docs/tests/harness in this repo. Trigger phrases — "parity improve", "drain lessons", "apply parity lessons".

Parity Improve (Claude Code)

Follow the canonical workflow in docs/parity-loop/improve-body.md (resolve it against the repo root and read it now). Consume the open lessons and materialize each into a gated change. Run edits directly in this Claude Code session; do not delegate parity-improve work or the different-family review (pi-review-loop) to subagents or Agent/Task-style workers. Honor the sign-off gate for instruction edits.