Detalle del Skill

skillopt-sleep

Agent self-improvement, adjacent.

CoincidenciaPosibleRevisado para ingeniería
Fuentealirezarezvani/claude-skillsFuente externa
Instalaciones reportadasNo reportadoSolo señal de popularidad

Revisar antes de usar

La revisión automática comprueba relevancia, no seguridad ni respaldo. Lee las instrucciones de la fuente antes de usar este Skill.

Vista previa guardada

SKILL.md

Este extracto es una copia guardada durante la revisión. La fuente externa contiene la versión completa y actual.

---
name: skillopt-sleep
description: "Use when the user wants their Claude agent to self-improve from past usage, asks about a nightly/offline 'sleep' or 'dream' cycle, memory/skill consolidation, or says things like 'make my agent better the more I use it', 'review my past sessions', 'learn my preferences', 'consolidate what you learned', 'run the sleep cycle', or wants to schedule offline self-optimization. Drives the skillopt_sleep engine: harvest past sessions -> mine recurring tasks -> replay offline -> consolidate validated CLAUDE.md and SKILL.md behind a held-out gate."
---

# SkillOpt-Sleep: offline self-evolution for a local Claude agent

SkillOpt-Sleep gives the user's agent a **sleep cycle**. While the user is
offline (e.g. nightly), it reviews their real past Claude Code sessions,
re-runs recurring tasks on their own API budget, and consolidates what it
learns into **memory** (`CLAUDE.md`) and **skills** (`SKILL.md`) — but only
keeps changes that pass a held-out validation gate, and only after the user
adopts them. The agent gets measurably better at *this* user's recurring work,
with no model-weight training. It is the deployment-time analogue of training:
short-term experience → long-term competence.

It synthesizes three ideas:
- **SkillOpt** — the skill/memory doc is trainable text; bounded add/delete/replace
  edits; accepted only through a held-out gate; rejected edits become negative feedback.
- **Claude Dreams** — offline consolidation that reads past sessions and rebuilds
  memory (dedup/merge/resolve); the input is never mutated; output is reviewed then adopted.
- **Agent sleep** — periodic offline replay turns episodes into durable skill.

## When to use this skill

Trigger when the user wants any of:
- "make my agent learn from how I use it" / "get better the more I use it" / "remember my preferences across sessions"
- a nightly/scheduled or on-demand **offline self-improvement / dream / sleep** run
- to **review past sessions/trajectories** and distill recurring tasks
- to **consolidate** feedback into `CLAUDE.md` or a managed skill
- to **schedule** the cycle (cron) or **adopt** a staged proposal

## The cycle (six stages)

1. **Harvest** — read `~/.claude/projects/*/<session>.jsonl` + `~/.claude/history.jsonl` (READ-ONLY) → session digests.
2. **Mine** — digests → `TaskRecord`s (recurring intents + outcome labels + checkable refs where possible).
3. **Replay** — re-run tasks offline under the *current* skill+memory → (hard, soft) scores.
4. **Consolidate** — reflect on failures → propose bounded edits → **gate** on a held-out slice; accept only if it strictly improves.
5. **Stage** — write `proposed_CLAUDE.md`, `proposed_SKILL.md`, a diff, and `report.md` into `<project>/.skillopt-sleep/staging/<date>/`. **Nothing live changes.**
6. **Adopt** — explicit (or opt-in auto): copy staged files over live ones, backing up first.

## How to drive it

Prefer the `/skillopt-sleep` command. Under the hood it calls the bundled runner:

```bash
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" status                       # what's happened
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" dry-run --project "$(pwd)"    # safe preview
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" run --project "$(pwd)"        # full cycle, stages a proposal
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" adopt --project "$(pwd)"      # apply staged proposal (with backup)
```

- Default backend is `mock` (deterministic, **no API spend**) — good for trying the plumbing.
- Add `--backend claude` or `--backend codex` to spend the user's real budget for genuine improvement.
- Scope defaults to the invoked project; `--scope all` harvests every project.

### Scheduling

```bash
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" schedule --project "$(pwd)" --hour 3 --minute 17
"${CLAUDE_PLUGIN_ROOT}/scripts/sleep.sh" unschedule --project "$(pwd)"
```

Installs a nightly cron entry. `unschedule --all` removes every managed entry.

## All CLI flags

| Flag | Default | Description
Leer la fuente completa en GitHub (abre una página externa)
Contexto

Trabajo relacionado