{
  "generatedAt": "2026-07-10T02:07:15.428Z",
  "wave": "61R-L",
  "name": "Autonomous OS Loop Assimilation Map",
  "commit": "2dc7913",
  "route": "/autonomous-os-loop-assimilation-map",
  "endpoint": "/api/live/autonomous-os-loop-assimilation-map",
  "purpose": "Assimilate existing learning loops, autonomous action routes, permission gates, scenario runners, memory routes, and flexible categories into one autonomous operating system loop without deleting or flattening specialized subloops.",
  "doctrine": {
    "corePrinciple": "TheoB completes performable work and scenario paths before asking the user. It only gates binding commitments, money, signatures, credentials, irreversible changes, production deploys, or scoped external operator permissions.",
    "categoryFlex": "Categories remain flexible lanes. New loop categories may be added, removed from active classification, renamed, merged, or split without deleting routes, evidence, logs, or history.",
    "noDeletion": "No existing learning loop or autonomous route is deleted. Conflicts are classified and routed into the assimilation map."
  },
  "coreLoop": {
    "name": "Scenario Runner + Completed Action History Loop",
    "role": "Primary autonomous OS loop. It plays scenarios to completion, evaluates hidden consequences, returns completed recommendations, and learns from approved/rejected/gold-star/archive/rewind outcomes.",
    "routes": [
      "/scenario-runner-assimilation",
      "/autonomous-scenario-completion-receipts",
      "/universal-performable-action-scope",
      "/live-shell-automation-playback",
      "/learning-loop-autonomy-audit",
      "/learning-loop-category-control"
    ],
    "owns": [
      "scenario completion",
      "performable-before-gate doctrine",
      "completed action history",
      "cadence learning",
      "end-state controls",
      "gold-star promotion",
      "archive/divert routing",
      "rewind divergence learning"
    ]
  },
  "subloops": [
    {
      "category": "agent-memory",
      "name": "Agent Memory Loop",
      "role": "Stores durable, scoped, reversible memory: preferences, cadence, prior approvals, recurring patterns, and stale-memory corrections.",
      "routes": [
        "/agent-memory-persistence-layer",
        "/agent-memory-registry",
        "/agent-memory-retention-gate"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "outcome-scoring",
      "name": "Outcome Learning Loop",
      "role": "Scores actions after completion: did it work, did the user approve, was cost/risk correct, did hidden fees appear, should this pattern improve?",
      "routes": [
        "/outcome-learning-os"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "adaptive-evolution",
      "name": "Adaptive Evolution Loop",
      "role": "Improves TheoB behavior and structure after scored outcomes, while requiring rollback paths and preventing blind mutation.",
      "routes": [
        "/adaptive-evolution-os"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "permission-gate",
      "name": "Permission / Gate Runtime Loop",
      "role": "Stops only at money, signatures, binding forms, credentials, identity disclosure, production deploys, irreversible mutation, or scoped external operator permission.",
      "routes": [
        "/autonomy-action-gate",
        "/autonomy-permission-registry",
        "/execution-queue",
        "/workflow-execution-gate",
        "/runtime-approval-ledger"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "broker-operator-loop",
      "name": "Broker / Operator Mission Loop",
      "role": "Handles scoped calls, messages, negotiation prep, real-world legwork, and findings receipts before final user commitment.",
      "routes": [
        "/auto-action",
        "/action-intelligence-os",
        "/coordination-intelligence-os",
        "/mission-packet-review-queue",
        "/runtime-path-mission-packet-registry"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "creative-production-loop",
      "name": "Creative / Technical Production Loop",
      "role": "Covers sketches, video, audio, app creation, deep research, design, CAD, architectural renderings, and other performable outputs before gates.",
      "routes": [
        "/universal-performable-action-scope"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "gold-standard-pattern-loop",
      "name": "Gold Standard Pattern Loop",
      "role": "Promotes exceptional outputs into reusable standards for style, category, function, design, code, research, or operator behavior.",
      "routes": [
        "/live-shell-automation-playback",
        "/learning-loop-category-control"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "archive-divert",
      "name": "Archive / Divert Loop",
      "role": "Pauses, diverts, or archives routes/actions that are not working, not now, or blocking higher-priority parallel processes. Nothing is deleted.",
      "routes": [
        "/live-shell-automation-playback",
        "/learning-loop-category-control"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "quarantine-adversarial-learning-loop",
      "name": "Quarantine / Adversarial Learning Loop",
      "role": "Studies hidden traps, hostile pages, phishing, misleading offers, spam, hidden fees, and adversarial patterns in isolated/read-only mode.",
      "routes": [
        "/arena-system-finder",
        "/universal-performable-action-scope"
      ],
      "feedsCoreLoop": true
    },
    {
      "category": "operating-system-loop",
      "name": "Civilization / Intelligence OS Loop",
      "role": "Higher-level coordination loop that connects Watch, scenarios, memory, action, prediction, proof, and user-context into one operating system.",
      "routes": [
        "/civilization-simulation-engine-os",
        "/unified-intelligence-mesh-os",
        "/action-intelligence-os",
        "/coordination-intelligence-os"
      ],
      "feedsCoreLoop": true
    }
  ],
  "contradictionResolution": [
    {
      "conflict": "Older approval gates may imply human process micromanagement.",
      "resolution": "Retain them only as commitment gates. Process work belongs to AI before asking the user."
    },
    {
      "conflict": "Multiple learning loops may compete.",
      "resolution": "Do not delete. Assign each loop a specialized role and feed outputs into the core Scenario Runner + Completed Action History Loop."
    },
    {
      "conflict": "Adaptive evolution may mutate too broadly.",
      "resolution": "Evolution only follows scored outcomes, rollback paths, and category receipts."
    },
    {
      "conflict": "Archive/divert may be mistaken for deletion.",
      "resolution": "Archive/divert is pause/reroute only. Routes remain reopenable and visible in Full System."
    }
  ],
  "flexibleCategoryControls": {
    "addCategoryAllowed": true,
    "removeCategoryAllowed": true,
    "renameCategoryAllowed": true,
    "mergeCategoryAllowed": true,
    "splitCategoryAllowed": true,
    "destructiveDeleteBlocked": true,
    "source": "/learning-loop-category-control"
  },
  "next": "61R-M Autonomous OS Runtime Priority Router"
}