{"uid":"cap_iHnbXgWUZKXLT1KNZILZ5","slug":"human-approval-policy-calibration-for-agent-commands-ce1a4f85","name":"Human Approval Policy Calibration for Agent Commands","description":"Paid agent-facing brief on human approval policy calibration for agent commands: when to escalate to human review given measured miss rates, action cost, reversibility; threshold-setting procedure that treats human approval as a scarce security control rather than a rubber stamp. 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What's the decision procedure it should follow to determine when a deployment needs a human to sign off first?"},{"title":"Agent fleet governance for enterprise","prompt":"We're rolling out a fleet of autonomous agents in our company and need a calibrated policy for which categories of commands always require human approval. Can you generate that decision procedure for us?"}],"resultDescription":"A JSON object containing a plain-prose decision procedure (120+ words) describing when an agent should escalate to human approval, plus metadata: the service slug, topic, the model used to generate the procedure, an ISO-8601 timestamp, and the generation source (llm, reasoning, or deterministic).","failureModes":["HTTP 402 returned if payment not settled — agent must pay exact USDC and retry with PAYMENT-SIGNATURE header","Invalid or missing 'input' object returns a validation error","Network timeout if the LLM backend is slow to respond","If topic override is malformed, procedure may default to generic escalation policy","Payment signature mismatch results in rejection"],"whenToPreferThis":"Choose this endpoint when you need an on-demand, LLM-generated prose decision procedure specifically for human approval escalation thresholds in agentic workflows, rather than a static rulebook or a general governance framework. It is ideal for agents that need to embed a calibrated policy dynamically, especially in x402-native multi-agent architectures where micropayment-gated knowledge is acceptable.","instructions":null,"reviewSummary":null,"reviewSummaryHighlights":null,"reviewSummaryConcerns":null,"reviewSummaryGeneratedAt":null,"activationCount":0,"lastUsedAt":null,"lastSuccessfullyRanAt":null,"lastHealthCheckAt":"2026-09-13T19:02:34.573Z","isFirstParty":false}