{
  "title": "I Tried to Give an AI Agent Real Authority. The Model Wasn’t the Hard Part.",
  "canonical_url": "https://calvinkennedy.com/writing/ai-agent-gold-rush-control-layer",
  "reading_modes": {
    "scan": "1,900-word maximum route containing the complete problem, control, payoff, failure, maths, authority decision, and contract builder",
    "story": "full causal narrative and current-world context",
    "audit": "story plus assumptions, formulas, proof boundaries, and HCI instrumentation"
  },
  "chapters": [
    {
      "id": "top",
      "act": "orientation",
      "claim": "Capability is abundant. Verified authority is the compounding asset."
    },
    {
      "id": "map",
      "act": "orientation",
      "claim": "Problem, control, payoff: the whole argument fits on one screen."
    },
    {
      "id": "window",
      "act": "problem",
      "claim": "The opening is the gap between agent capability and trusted deployment."
    },
    {
      "id": "incident",
      "act": "problem",
      "claim": "No response is not evidence that no effect occurred."
    },
    {
      "id": "demo-gap",
      "act": "problem",
      "claim": "A useful agent needs proof at the exact boundary where software changes reality."
    },
    {
      "id": "math",
      "act": "control",
      "claim": "Long trajectories turn tiny per-step errors into ordinary failures."
    },
    {
      "id": "architecture",
      "act": "control",
      "claim": "The model belongs inside the control system, not above it."
    },
    {
      "id": "defects",
      "act": "control",
      "claim": "The most valuable tests were the ones that defeated my own claims."
    },
    {
      "id": "proof",
      "act": "control",
      "claim": "A green eval cannot prove what its evaluator never measured."
    },
    {
      "id": "evidence",
      "act": "control",
      "claim": "The bounded system passed its tests. The evidence still stopped at A2."
    },
    {
      "id": "advantage",
      "act": "payoff",
      "claim": "The durable advantage is verified operating evidence, not temporary model superiority."
    },
    {
      "id": "authority",
      "act": "payoff",
      "claim": "Authority should expand slower than capability."
    },
    {
      "id": "handoff",
      "act": "payoff",
      "claim": "The article should give the human judgment and the agent an executable contract."
    },
    {
      "id": "field-plan",
      "act": "payoff",
      "claim": "The next experiment should replace synthetic confidence, not expand scope."
    },
    {
      "id": "conclusion",
      "act": "payoff",
      "claim": "The proof is the compounding asset."
    },
    {
      "id": "sources",
      "act": "appendix",
      "claim": "Every claim should expose its source and its boundary."
    }
  ],
  "formulas": [
    "P(trajectory succeeds)=p^n",
    "EV=P(S)B-P(H)L-C",
    "p_upper≈3/n",
    "Leverage=verified value/(attention+compute+risk)",
    "C_run=n_F c_F+n_D c_D+C_review+E[L]",
    "T_i=max(60w_i/r,a_i+b,d_i)",
    "R_i=clamp(0.80V,0.22VT_i,2.0V)",
    "O_i=H_stage/H_safe≤0.86"
  ],
  "release": "article-v6",
  "core_argument": {
    "problem": "The agent can act from incomplete state.",
    "control": "Deterministic software bounds and verifies effects.",
    "payoff": "Verified value can grow faster than supervision."
  },
  "persona_routes": {
    "impatient_skimmer": [
      "top",
      "map",
      "incident",
      "authority",
      "conclusion"
    ],
    "applied_ai_builder": [
      "top",
      "map",
      "incident",
      "math",
      "architecture",
      "advantage",
      "handoff"
    ],
    "skeptical_engineer": [
      "top",
      "map",
      "window",
      "incident",
      "demo-gap",
      "math",
      "architecture",
      "defects",
      "proof",
      "evidence",
      "advantage",
      "authority",
      "handoff",
      "field-plan",
      "sources"
    ],
    "machine_reader": [
      "agent-brief.json",
      "article-map.json",
      "agent-operating-contract.schema.json",
      "evidence/CANONICAL_EXECUTION_RECORD_V10.json"
    ]
  }
}