Yifan Yang
4e7add899d
Add skillopt/sleep — a deployment-time companion to SkillOpt that gives a
local Claude agent a nightly "sleep cycle":
harvest ~/.claude transcripts -> mine recurring tasks -> replay offline
-> consolidate (reflect -> bounded edit -> held-out GATE) -> stage -> adopt
Synthesizes SkillOpt (validation-gated bounded text optimization, reusing
skillopt.evaluation.gate verbatim), Claude Dreams (offline consolidation;
input never mutated; review-then-adopt), and the agent-sleep paper
(short-term experience -> long-term competence).
Engine (skillopt/sleep/, import-light, py>=3.10):
- harvest.py read-only parse of session JSONL + history.jsonl
- mine.py sessions -> TaskRecords (heuristic miner + LLM hook)
- backend.py MockBackend (deterministic, no API) + AnthropicBackend
- replay.py offline re-run -> (hard, soft) scores
- consolidate.py one SkillOpt epoch behind a held-out gate
- memory.py protected-region edits to SKILL.md / CLAUDE.md
- staging.py stage proposals; adopt with backup (Dreams safety contract)
- cycle.py + __main__.py orchestrator + CLI (run/dry-run/status/adopt/harvest)
Plugin (skillopt-sleep-plugin/): plugin.json, /sleep command, skillopt-sleep
skill, SessionEnd hook, bundled runner + cron generator.
Validation (deterministic, no API): persona experiment proves held-out lift
(researcher 0.33->1.0, programmer 0.32->1.0) AND that the gate rejects an
injected harmful edit. 13 stdlib-unittest tests pass, incl. full cycle +
adopt-with-backup and parsing of real on-disk transcripts.
Co-Authored-By: Claude Opus 4 <noreply@anthropic.com>
23 lines
891 B
JSON
23 lines
891 B
JSON
{
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"name": "skillopt-sleep",
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"description": "Give your local Claude agent a nightly 'sleep cycle': it reviews your past sessions offline, replays recurring tasks on your own API budget, and consolidates what it learns into validated memory (CLAUDE.md) and skills (SKILL.md).越用越好用 — gets better the more you use it. Synthesizes SkillOpt (validation-gated skill optimization), Claude Dreams (offline memory consolidation), and agent sleep/consolidation.",
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"version": "0.1.0",
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"author": {
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"name": "Yifan Yang",
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"email": "yifanyang@microsoft.com"
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},
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"homepage": "https://github.com/microsoft/SkillOpt",
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"repository": "https://github.com/microsoft/SkillOpt",
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"license": "MIT",
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"keywords": [
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"skillopt",
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"self-improvement",
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"memory-consolidation",
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"dreams",
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"sleep",
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"skills",
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"continual-learning",
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"offline-optimization"
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]
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}
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