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  "output": "data/rsi-capability-governance-twin-proof.json",
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        "total_benchmark_value_captured_usd": 6090061988238.53,
        "unauthorized_action_rate_percent": 0.0,
        "value_capture_rate_percent": 97.1109,
        "weak_domain_rate_percent": 0.0
      }
    }
  ],
  "safe_interpretation": "A deterministic benchmark proof that SkillOS can test capability routing in a governance digital twin before release, enforcing policy, permissions, verifier coverage, rollback, observability, and validation-gated RSI. Not live revenue, customer results, financial advice, legal advice, audit certification, policy advice, medical advice, token advice, or achieved superintelligence.",
  "seed": 20260530,
  "skills_used": [
    {
      "input_signal": "domain state, skills, policies, capacity, risk register",
      "layer": "Twin",
      "name": "Governance Twin Construction",
      "output": "governance twin state",
      "purpose": "Builds a deterministic shadow model of the capability network before production release.",
      "verifier": "Twin Fidelity Court"
    },
    {
      "input_signal": "policy text, compliance boundary, public claim boundary",
      "layer": "Policy",
      "name": "Policy-as-Code Compilation",
      "output": "policy constraint set",
      "purpose": "Converts governance boundaries into machine-checkable policy constraints.",
      "verifier": "Policy Coverage Court"
    },
    {
      "input_signal": "route, role, data, tool permissions",
      "layer": "Access Control",
      "name": "Permission Boundary Mapping",
      "output": "permission boundary map",
      "purpose": "Maps each route to allowed skills, agents, tools, and data scopes.",
      "verifier": "Permission Hygiene Court"
    },
    {
      "input_signal": "candidate route, simulated domain state",
      "layer": "Twin",
      "name": "Shadow Route Simulation",
      "output": "shadow outcome prediction",
      "purpose": "Runs candidate capability routes in the twin before production promotion.",
      "verifier": "Shadow/Production Gap Court"
    },
    {
      "input_signal": "risk, value, novelty, incident history",
      "layer": "Verification",
      "name": "Verifier Coverage Allocation",
      "output": "coverage plan",
      "purpose": "Allocates verifier courts to high-risk and high-value routes.",
      "verifier": "Verifier Capacity Court"
    },
    {
      "input_signal": "policy constraints, permission boundary, route plan",
      "layer": "Safety",
      "name": "Policy Violation Detection",
      "output": "allow / reject verdict",
      "purpose": "Rejects candidate routes that violate policy, access, or disclosure constraints.",
      "verifier": "Policy Violation Court"
    },
    {
      "input_signal": "route, incident history, rollback option",
      "layer": "Safety",
      "name": "Rollback Path Planning",
      "output": "rollback path",
      "purpose": "Ensures a safe containment or reversal path exists before release.",
      "verifier": "Rollback Court"
    },
    {
      "input_signal": "incident traces, proposed update, drift state",
      "layer": "Reliability",
      "name": "Incident Counterfactual Replay",
      "output": "counterfactual incident verdict",
      "purpose": "Replays past incidents and near misses against candidate protocol updates.",
      "verifier": "Incident Replay Court"
    },
    {
      "input_signal": "SLA pressure, capacity fit, latency sensitivity",
      "layer": "Reliability",
      "name": "SLA Stress Testing",
      "output": "stress-test score",
      "purpose": "Tests latency, capacity, quality, and verifier timing under load.",
      "verifier": "SLA Court"
    },
    {
      "input_signal": "shadow outcome, observed outcome, telemetry",
      "layer": "Continual Learning",
      "name": "Drift Monitor",
      "output": "drift signal",
      "purpose": "Detects divergence between the governance twin and observed production-like traces.",
      "verifier": "Shadow/Production Gap Court"
    },
    {
      "input_signal": "weak controls, red-team pressure, threat model",
      "layer": "Adversarial",
      "name": "Red-Team Scenario Synthesis",
      "output": "challenge scenario",
      "purpose": "Generates adversarial policy, permission, and reliability scenarios.",
      "verifier": "Red-Team Court"
    },
    {
      "input_signal": "validation score, policy violation rate, risk breach rate",
      "layer": "RSI",
      "name": "Control Plane Release Gating",
      "output": "released / rejected update",
      "purpose": "Promotes only updates that improve validation metrics without policy or risk regression.",
      "verifier": "Release Court"
    },
    {
      "input_signal": "route trace, skill IDs, verifier receipts",
      "layer": "Trust",
      "name": "Provenance Binding",
      "output": "provenance binding",
      "purpose": "Binds skills, routes, policies, verifier decisions, and receipts into a replayable chain.",
      "verifier": "Provenance Court"
    },
    {
      "input_signal": "route plan, SLA, control objectives",
      "layer": "Operations",
      "name": "Observability Plan",
      "output": "observability checklist",
      "purpose": "Defines the telemetry required to detect failure, drift, and policy gaps.",
      "verifier": "Operations Court"
    },
    {
      "input_signal": "capacity, verifier load, cost pressure",
      "layer": "Economics",
      "name": "Capacity / Cost Control",
      "output": "cost-aware control allocation",
      "purpose": "Balances verifier coverage and routing capacity against cost pressure.",
      "verifier": "Treasury Discipline"
    },
    {
      "input_signal": "domain similarity, prior policy receipts",
      "layer": "Transfer",
      "name": "Cross-Domain Policy Transfer",
      "output": "transfer candidate",
      "purpose": "Transfers proven policy and verifier patterns across adjacent domains.",
      "verifier": "Transfer Court"
    },
    {
      "input_signal": "failed gates, incidents, red-team outcomes",
      "layer": "Compounding",
      "name": "Control Gap Mining",
      "output": "control-gap backlog",
      "purpose": "Turns failed gates and incidents into new verifier, policy, or skill backlog items.",
      "verifier": "Reinvestment Planner"
    },
    {
      "input_signal": "JSON receipt, metrics, skills catalog",
      "layer": "Communication",
      "name": "Executive Twin Receipt Rendering",
      "output": "public proof webpage",
      "purpose": "Renders twin results, skills used, gates, controls, and public receipts for review.",
      "verifier": "Site Integration Verifier"
    }
  ],
  "status": "PASSED_AUTONOMOUS_RSI_CAPABILITY_GOVERNANCE_TWIN_PROOF",
  "workflow": "Autonomous RSI Capability Governance Twin Proof"
}