{
  "handle": "ExpertInformedOrchestration",
  "ref": "ExpertInformedOrchestration#86d6",
  "stub": "86d6",
  "semaId": "sema:ExpertInformedOrchestration#mh:SHA-256:86d64c98ab322702944284e1c4fa978dc0b4877ce155ffd43f6b5411be3680ed",
  "layer": "Society",
  "category": "Coordination",
  "gloss": "Automate agent orchestration with a probabilistic transition model, guarded by strong routing",
  "mechanism": "The human's job as orchestrator is the frontier bottleneck. To automate it, build an {{graph}} from harness metadata and use it to plan toward target states. Routing decisions stay with a strong model per {{router}}, and cheap workers follow {{tradeoff}}. Expert heuristics act as guardrails on the black-box system.",
  "invariants": [
    "Expert knowledge constrains the learned model",
    "Routing is decided by the strongest model"
  ],
  "failureModes": [
    "Automating orchestration on too little data",
    "Cheap routing that misjudges tasks"
  ],
  "ring": 2,
  "tier": 3,
  "aliases": {
    "tradeoff": "SwarmCostQualityTradeoff",
    "graph": "AgentTransitionGraph",
    "router": "RouterIntelligenceParadox"
  },
  "buildsOn": [
    {
      "handle": "SwarmCostQualityTradeoff",
      "type": "composes_with",
      "alias": "tradeoff",
      "url": "/knowledge-graph/SwarmCostQualityTradeoff/",
      "json": "/knowledge-graph/SwarmCostQualityTradeoff.json"
    },
    {
      "handle": "AgentTransitionGraph",
      "type": "composes_with",
      "alias": "graph",
      "url": "/knowledge-graph/AgentTransitionGraph/",
      "json": "/knowledge-graph/AgentTransitionGraph.json"
    },
    {
      "handle": "RouterIntelligenceParadox",
      "type": "composes_with",
      "alias": "router",
      "url": "/knowledge-graph/RouterIntelligenceParadox/",
      "json": "/knowledge-graph/RouterIntelligenceParadox.json"
    }
  ],
  "usedBy": [],
  "sources": {
    "research": [],
    "works": [],
    "homePage": false
  },
  "url": "/knowledge-graph/ExpertInformedOrchestration/",
  "graphUrl": "/knowledge-graph#ExpertInformedOrchestration",
  "directory": "/knowledge-graph/patterns.json"
}