執行 `@metaharness/darwin evolve <repo>` 來變異 harness 的七個策略面，在沙盒中為每個變體評分，並僅推廣經測量獲得勝利的變體。模型保持不變；harness 則會演化。
ruvnet/harness-evolve 是針對 AI 代理的進化技能，專注於讓 harness（而非模型）透過基因變異與沙盒評分進行演化。它通過突變七個關鍵策略面——規劃器（planner）、上下文建構器（contextBuilder）、審查員（reviewer）、重試策略（retryPolicy）、工具策略（toolPolicy）、記憶策略（memoryPolicy）以及評分策略（scorePolicy）——來探索不同的 harness 配置。在執行 `@metaharness/darwin evolve <repo>` 指令後，每個變體都會被放入沙盒中執行並獲得評分，只有表現更好的變體才會被保留。此技能與 ADR-150 的概念一致，該概念主張使用分數加基因組來描述 harness，並允許進行演化變更。此外，當 `@metaharness/darwin` 工具不存在時，它會優雅降級，遵循 ADR-150 和 ADR-153 的架構限制。此技能支援 Claude Code、Cursor、Codex 等 AI 代理平台，讓使用者可以自動化地優化 harness 配置，無需手動調整每個策略面。
npx skills add https://github.com/ruvnet/ruflo/tree/main/plugins/ruflo-metaharness/skills/harness-evolve執行 @metaharness/darwin evolve <repo> 來變異 harness 的七個政策表面（planner/contextBuilder/reviewer/retryPolicy/toolPolicy/memoryPolicy/scorePolicy），為每個變體在沙盒中評分，並僅推廣經測量獲得勝利的變體。模型保持不變；harness 則會演化。這是對 ADR-150 所開啟迴路的閉合（分數+基因組描述；演化變更）。當 @metaharness/darwin 不存在時，它會優雅降級（ADR-150 + ADR-153 架構限制）。
Extract frames or short clips from videos using ffmpeg.
Summarize or transcribe URLs, YouTube/videos, podcasts, articles, transcripts, PDFs, and local files.
Use when testing, fixing, or extending the OpenClaw Control UI GUI with Vitest + Playwright end-to-end checks, mocked Gateway WebSocket flows, mocked dashboard runs, screenshots/videos, or agent-verifiable browser proof.
Obra superpowers agent skills.
See, Understand, Act on video and audio. See- ingest from local files, URLs, RTSP/live feeds, or live record desktop; return realtime context and playable stream links. Understand- extract frames, build visual/semantic/temporal indexes, and search moments with timestamps and auto-clips. Act- transcode and normalize (codec, fps, resolution, aspect ratio), perform timeline edits (subtitles, text/image overlays, branding, audio overlays, dubbing, translation), generate media assets (image, audio...
End-to-end marketing campaign planning and execution. Covers audience research, positioning, campaign angle definition, landing page copy, email sequences, social posts, ad copy, short-form video scripts, and content calendars. Use as the orchestration layer for multi-channel product launches. Use when planning or executing a multi-channel product launch, or producing landing page, email, social, or ad copy.