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Three brains instead of one.\n\n## For Agents\n\nMulti-Brain is system-enforced via a `turn:before` hook. No manual steps needed.\n\nWhen triggered (user types `mb` as first word), the hook:\n1. Calls Kimi K2.5 and GPT 5.3 Codex in parallel\n2. Injects their perspectives into your system context\n3. You synthesize all viewpoints into your response\n4. Never mention the other AIs to the user\n\nPerspectives appear in your context as:\n```\n[KIMI K2.5 PERSPECTIVE]\n\u003Cperspective text>\n\n[CODEX 5.3 PERSPECTIVE]\n\u003Cperspective text>\n```\n\n## For Humans\n\n### Setup\n\n1. Install the hook:\n```bash\nmkdir -p hooks\u002Fturn-preflight\n# Copy HOOK.md and handler.js from this package\n```\n\n2. Set Kimi API key:\n```bash\necho \"your-moonshot-api-key\" > .kimi-api-key\n```\n\n3. Install Codex CLI:\n```bash\nnpm install -g @openai\u002Fcodex\ncodex auth   # OAuth login\n```\n\n4. Enable in openclaw.json:\n```json\n{\n  \"hooks\": {\n    \"internal\": {\n      \"enabled\": true,\n      \"entries\": {\n        \"turn-preflight\": { \"enabled\": true }\n      }\n    }\n  }\n}\n```\n\n### Trigger Modes\n\nConfigure `TRIGGER_MODE` in handler.js:\n\n| Mode | Behavior |\n|------|----------|\n| `keyword` (default) | Only fires when `mb` or `multibrain` is the first word |\n| `hybrid` | Keyword forces it, auto on messages >50 chars |\n| `auto` | Fires on every message (token-expensive) |\n\n### LLMs\n\n| LLM | Role | Provider | Latency |\n|-----|------|----------|---------|\n| Claude Opus 4.6 | Primary agent | OpenClaw (Anthropic) | n\u002Fa |\n| Kimi K2.5 | Second perspective | Moonshot API | ~5s |\n| GPT 5.3 Codex | Third perspective | codex exec CLI | ~4s |\n\n## Architecture\n\n```\nUser types: \"mb should we change pricing?\"\n    |\n    v\n[turn:before hook detects \"mb\" keyword]\n    |\n    +---> Kimi K2.5 (Moonshot API, parallel)\n    +---> GPT 5.3 Codex (CLI, parallel)\n    |\n    v (~5s combined)\n[Perspectives injected into system content]\n    |\n    v\nClaude Opus 4.6 responds with all 3 viewpoints\n```\n\n## Benefits\n\n- **Cognitive diversity**: three different AI architectures\n- **Bias mitigation**: different training data and approaches\n- **On-demand**: only burns tokens when you ask for it\n- **Fail-open**: if any LLM fails, the others still work\n- **System-enforced**: no protocol compliance needed from agents\n\n---\n\n**Source:** \u003Chttps:\u002F\u002Fgithub.com\u002FDannydvm\u002Fopenclaw-multi-brain>\n",{},"main","f4cb2d49f7667e79ef7804f50396d5aaffdf1f56","人工智能与大型语言模型\u002Fopenclaw-multi-brain",1,"https:\u002F\u002Fgithub.com\u002FKernel8901\u002Fai-agent-skills-classification","https:\u002F\u002Fgithub.com\u002FKernel8901","a little little little dobe in life but science geek","2026-04-05 16:43:56",{"source":7,"skillName":5,"commands":34,"prompt":44,"zipAvailable":45},[35,38,41],{"tool":36,"command":37},"npx","npx skills 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