{"uid":"cap_eZKhgFO_S6HDbQPozZyLq","slug":"constrained-device-inference-delegation-thresholds-4de8556c","name":"Constrained-Device Inference Delegation Thresholds","description":"Deterministic delegation procedure for agents running on constrained hardware (phones, wearables, smart-home hubs, robots) with a tiny on-device model available. Classifies each subtask by latency floor, data sensitivity, and error cost, then gates local execution on RAM headroom, thermal state, and battery budget. 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Give me the delegation thresholds and attestation requirements."},{"title":"Wearable health monitor inference routing","prompt":"I have a tiny model on a smartwatch processing health data. The data is sensitive so I don't want to send it to the cloud unless absolutely necessary — walk me through the decision procedure for whether local inference is acceptable here."},{"title":"Smart-home hub agent escalation policy","prompt":"My smart-home hub agent needs to classify user intent in real time but the hub is thermally throttled right now. What are the inference delegation thresholds so I know when to fall back to paid cloud inference?"}],"resultDescription":"A structured decision brief containing: a prose explanation of the delegation procedure, the recommended execution path (local vs. cloud), latency floor classifications, data sensitivity and error cost assessments, execution attestation requirements (model hash, device ID, elapsed time), generation source (llm/reasoning/deterministic), and an ISO-8601 timestamp for when the procedure was generated.","failureModes":["Local gate fails due to insufficient RAM, thermal overload, or battery budget — procedure escalates to cloud inference automatically","Payment not provided — endpoint returns HTTP 402 requiring x402 USDC payment before delivering result","Invalid or missing topic parameter — procedure falls back to generic delegation policy","Attestation rejected — local result not accepted if model hash or device ID is invalid","Service unavailable — k2so.wrong.systems unreachable, no delegation guidance returned"],"whenToPreferThis":"Choose this endpoint when your AI agent runs on resource-constrained hardware (phones, wearables, smart-home hubs, robots) and needs a deterministic, policy-driven answer to the local-vs-cloud inference routing question — especially when data sensitivity, thermal state, RAM headroom, and battery budget all factor into the decision. 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