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skillopt-sleep

microsoft · Данни и AI

Use when the user wants Cursor to learn from recent local sessions, asks for an offline sleep or dream cycle, wants to consolidate recurring work into a Cursor skill, or requests SkillOpt-Sleep status, harvest, dry-run, run, scheduling, review, or adoption. Drives the validation-gated skillopt_sleep engine with Cursor transcripts and the optional Cursor Agent CLI backend.

Оригинален текст · няма потвърден превод на български
Платформи: Не са посочениНиво: Не е посоченоВ индекса: 20.09.2026 г.Обновен в GitHub: 05.09.2026 г.

Теми: agent-skills · self-evolving-agents

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Оригинален SKILL.md
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20.09.2026 г.

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npx skills add microsoft/SkillOpt

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SkillOpt-Sleep for Cursor

SkillOpt-Sleep reviews recent local Cursor sessions, mines recurring tasks, replays those tasks, and proposes bounded improvements to a project Cursor skill. With the default gate enabled, a proposal is accepted only when it improves the held-out score. A normal run stages the proposal for review; nothing live changes until explicit adoption. There is no model-weight training.

This plugin has no session-end hook and no MCP server. Run the cycle only when the user asks, or install a schedule only when the user explicitly requests one.

Cursor target

Always use this project-relative target for Cursor-visible learning:

.cursor/skills/skillopt-sleep-learned/SKILL.md

Pass it through --target-skill-path on harvest, dry-run, and run. Without an explicit target, the shared engine uses a Claude-managed skill under ~/.claude/skills, which is not the intended Cursor project skill.

The shared engine can also evolve project CLAUDE.md. If that secondary memory target is unwanted, set "evolve_memory": false in ~/.skillopt-sleep/config.json before running.

Choose the runner

Use one of these supported command paths consistently:

  1. Source checkout on macOS/Linux: bash "$SKILLOPT_SLEEP_REPO/plugins/run-sleep.sh" <action> ...
  2. Source checkout on Windows: powershell -File "$env:SKILLOPT_SLEEP_REPO\plugins\run-sleep.ps1" <action> ...
  3. Installed engine on any platform: skillopt-sleep <action> ...

If SKILLOPT_SLEEP_REPO is not set and skillopt-sleep is unavailable, stop and explain that the engine must be installed or a SkillOpt checkout must be selected. Do not substitute a hand-written edit for the engine workflow.

Core workflow

  1. Harvest local Cursor JSONL transcripts read-only.
  2. Mine recurring, checkable task records from session digests.
  3. Replay tasks under the current skill and memory through the selected backend.
  4. Reflect on failures and propose bounded edits.
  5. Gate the candidate on held-out real tasks.
  6. Stage accepted proposals under <project>/.skillopt-sleep/staging/<timestamp>/.
  7. Adopt only after review, backing up existing live targets first.

Commands

Use the installed-command form below, or replace skillopt-sleep with the platform-specific source runner described above.

Целият SKILL.md в GitHub