skillopt-sleep-kimi

name	skillopt-sleep-kimi
version	1.0.0
description	Use when the user wants their Kimi CLI 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.
author	devbase-team
tags	["skillopt","self-improvement","memory","kimicli","sleep-cycle"]
skill_type	custom
inputs	[{"name":"scope","type":"string","description":"Scope of the sleep cycle (current-project | all)","default":"current-project","required":false},{"name":"backend","type":"string","description":"Backend for offline replay (mock | local | remote)","default":"mock","required":false}]
outputs	[{"name":"report","type":"markdown","description":"Summary of harvested sessions, mined tasks, and staged proposals"}]

SkillOpt-Sleep for Kimi CLI: offline self-evolution

This skill gives the user's Kimi CLI agent a sleep cycle. While the user is offline (or on demand), it reviews real past sessions, re-runs recurring tasks, and consolidates what it learns into memory and skills — but only keeps changes that pass a held-out validation gate, and only after the user adopts them.

When to activate

Trigger when the user wants any of:

• "make my agent learn from how I use it" / "get better the more I use it"
• 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 devbase Vault notes or managed skills
• to run status, harvest, dry-run, run, or adopt for SkillOpt-Sleep

The cycle

1. Harvest — use devkit_session_recall and devkit_vault_history to gather recent sessions and note changes (read-only).
2. Mine — turn session digests into recurring TaskRecords with outcomes and checkable references where possible.
3. Replay — re-run mined tasks offline under the current skill and memory.
4. Consolidate — reflect on failures and propose bounded edits to Vault notes or skills.
5. Gate — accept edits only when a held-out validation score improves.
6. Stage — write the proposal under <project>/.skillopt-sleep/staging/<date>/; nothing live changes.
7. Adopt — only after explicit user approval, copy staged files over live files with backups.

How to drive it

Because Kimi CLI does not have a plugin script model like Claude Code, the cycle is driven through devbase MCP tools and shell commands:

# 1. Check current status
python -m skillopt_sleep status --project "$(pwd)"

# 2. Safe deterministic preview (no API spend)
python -m skillopt_sleep dry-run --project "$(pwd)" --backend mock

# 3. Run full cycle and stage a proposal
python -m skillopt_sleep run --project "$(pwd)" --backend local

# 4. Adopt staged proposal after review
python -m skillopt_sleep adopt --project "$(pwd)"

For context gathering, also use:

• devkit_session_recall — find relevant past sessions.
• devkit_vault_search — locate existing memory/skills related to the mined tasks.
• devkit_knowledge_report — summarize the current project state before proposing edits.

Hard rules

• Never hand-edit the user's AGENTS.md, Vault notes, or skills as part of this skill. Only the adopt action changes live files, and it backs them up first.
• Harvest is read-only. mock replay has no side effects.
• Always show the user the held-out baseline → candidate score and the exact proposed edits before suggesting adoption. Evidence before adoption.
• If asked whether it really helps, run the deterministic demo:

  python -m skillopt_sleep.experiments.run_experiment --persona researcher --assert-improves
  

Validate / demo

# deterministic proof (no API): held-out score rises, gate blocks regressions
python -m skillopt_sleep.experiments.run_experiment --persona researcher --assert-improves
python -m skillopt_sleep.experiments.run_experiment --persona programmer  --assert-improves

See the SkillOpt-Sleep guide for recorded output and docs/superpowers/specs/2026-06-07-skillopt-sleep-claude-code-plugin-design.md for the full design.