Design for a nightly offline self-evolution plugin that synthesizes
SkillOpt (validation-gated bounded text optimizer), Claude Dreams
(offline memory consolidation), and the Agent-Sleep paper (short-term
to long-term experience). Harvests local ~/.claude transcripts, mines
recurring tasks, replays them offline, and consolidates memory+skills
behind a held-out gate.
Co-Authored-By: Claude Opus 4 <noreply@anthropic.com>