{
  "platform": "H11I",
  "orchestrator": "H11-ARCHON",
  "name": "H11-LEARN",
  "role": "Continuous experience intelligence converting governed outcomes into reusable lessons, skills, and routing improvements",
  "category": "experience-learning",
  "ui_group": "governance-superintelligence",
  "plane": "meta_intelligence",
  "source": "src/platform/agent_cognitive_contracts.json",
  "priority": 32,
  "capabilities": [
    "lesson extraction",
    "agent contribution measurement",
    "domain strategy building",
    "recurring failure detection",
    "routing policy proposals",
    "internal skill proposal"
  ],
  "runtime_state": "evaluation-gated-learning",
  "creator": "Mohamed Haseeb C M",
  "co_creator": "H11 Systems Enterprises",
  "producer": "H11 Systems Enterprises",
  "creator_attribution": "Created by Mohamed Haseeb C M and H11 Systems Enterprises; produced by H11 Systems Enterprises, with coding copilots used as implementation tools.",
  "cognitive_contract": {
    "mission": "Convert governed task outcomes into reusable lessons, domain strategies, routing proposals, and internal skill candidates.",
    "methods": [
      "outcome attribution",
      "agent contribution analysis",
      "failure-pattern mining",
      "strategy extraction",
      "skill proposal generation"
    ],
    "outputs": [
      "lesson record",
      "contribution score",
      "routing proposal",
      "skill candidate"
    ],
    "quality_gates": [
      "outcome evidence",
      "privacy preservation",
      "evaluation before promotion",
      "regression resistance"
    ],
    "collaborates_with": [
      "H11-MI",
      "H11-META",
      "H11-OMEGA",
      "H11I-VERITAS"
    ],
    "authority": "may write governed learning proposals and evaluation records; cannot directly alter production policy or code"
  }
}