Add candidate auto-review pipeline, shadow audit tooling, admin metrics page, and user-visible memory recall hints in chat with phase-a readiness checks. Co-authored-by: Cursor <cursoragent@cursor.com>
Recover WIP modules from stash so admin can persist capability config, observe chat writes in shadow mode, and review persisted candidates. Co-authored-by: Cursor <cursoragent@cursor.com>