| 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.