{"format": "jev-city-benchmark-v2", "startedAt": "2026-10-14T15:10:37.814Z", "finishedAt": "2026-10-14T15:16:35.108Z", "environment": {"host": "developer laptop (macOS), residential network", "node": "v22.23.3", "concurrency": 4, "simVersion": 6}, "method": {"snapshots": 60, "trialsPerSnapshot": 3, "order": "all (track, engine, snapshot, trial) tasks shuffled together with a fixed seed, then run with bounded concurrency", "sameInputs": "every engine receives the identical citizen state and the identical eligible-action set", "jev": "POST api.typesafe.ai/v1/systemone, model jev-1.13.0, one Choice question over the eligible actions (same task as the LLMs)", "llm": "OpenRouter chat completions, strict JSON Schema (Track A: action enum only; Track B: action enum + probability per action), temperature 0.2, require_parameters, no provider fallbacks", "rules": "deterministic hand-written heuristic with a fixed seed per snapshot (the city itself uses seeded jitter for variety)", "scope": "Choice-only requests measured on fixed city snapshots, not full four-question JEV City transactions. Results depend on model, provider routing and benchmark environment.", "caveats": ["LLM probabilities are model-reported estimates, not calibrated probabilities; JEV probabilities are native model output.", "Schema-valid is not the same as correct. Decision quality is not evaluated by this benchmark.", "Rules latency is an in-process function call and is not comparable to network round-trips.", "Both engines get the same state JSON and the same action descriptions; the LLM additionally receives a natural-language instruction wrapper.", "Latency depends on network, region and provider load at the time of the run."]}, "tracks": {"A": {"description": "Action selection: LLMs return only the chosen action (strict enum). JEV answers one Choice question.", "summary": [{"engine": "jev", "kind": "TypeSafe JEV (direct API)", "resolvedModels": ["jev-1.13.0"], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 91, "p95": 139, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.9666666666666667, "meanCostPerDecisionUsd": 3.605490000000002e-05, "costSource": "tokens \u00d7 documented tariff ($0.042/M input, output free)", "meanInputTokens": 858, "probabilitySource": "model-native", "errors": {}}, {"engine": "openai/gpt-4o-mini", "kind": "Conventional LLM via OpenRouter", "resolvedModels": ["openai/gpt-4o-mini"], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 495, "p95": 689, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.9833333333333333, "meanCostPerDecisionUsd": 6.949916666666663e-05, "costSource": "OpenRouter-reported usage.cost", "meanInputTokens": 434, "probabilitySource": "none (action only)", "errors": {}}, {"engine": "google/gemini-2.5-flash", "kind": "Conventional LLM via OpenRouter", "resolvedModels": ["google/gemini-2.5-flash"], "attempted": 180, "valid": 179, "schemaCompliance": 0.9944444444444445, "latencyMs": {"n": 179, "p50": 1865, "p95": 6099, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.8135593220338984, "meanCostPerDecisionUsd": 0.00014850223463687168, "costSource": "OpenRouter-reported usage.cost", "meanInputTokens": 425, "probabilitySource": "none (action only)", "errors": {"http_429": 1}}, {"engine": "rules", "kind": "Hand-written rules (local)", "resolvedModels": [], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 0.002, "p95": 0.005, "boundary": "in-process function call (not comparable to network calls)"}, "consistency": 1, "meanCostPerDecisionUsd": 0, "costSource": "local compute", "meanInputTokens": null, "probabilitySource": "heuristic", "errors": {}}], "agreementWithJevModalChoice": {"openai/gpt-4o-mini": 0.75, "google/gemini-2.5-flash": 0.7666666666666667, "rules": 0.31666666666666665}}, "B": {"description": "Action + uncertainty: LLMs return the action and a probability for every eligible action (what the JEV City inspector needs). JEV answers one Choice question, whose distribution is native.", "summary": [{"engine": "jev", "kind": "TypeSafe JEV (direct API)", "resolvedModels": ["jev-1.13.0"], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 90, "p95": 150, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.9833333333333333, "meanCostPerDecisionUsd": 3.605490000000003e-05, "costSource": "tokens \u00d7 documented tariff ($0.042/M input, output free)", "meanInputTokens": 858, "probabilitySource": "model-native", "errors": {}}, {"engine": "openai/gpt-4o-mini", "kind": "Conventional LLM via OpenRouter", "resolvedModels": ["openai/gpt-4o-mini"], "attempted": 180, "valid": 173, "schemaCompliance": 0.9611111111111111, "latencyMs": {"n": 173, "p50": 479, "p95": 634, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.9636363636363636, "meanCostPerDecisionUsd": 0.00010110693641618489, "costSource": "OpenRouter-reported usage.cost", "meanInputTokens": 494, "probabilitySource": "model-reported", "errors": {"probabilities_do_not_sum_to_1": 7}}, {"engine": "google/gemini-2.5-flash", "kind": "Conventional LLM via OpenRouter", "resolvedModels": ["google/gemini-2.5-flash"], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 1782, "p95": 9876, "boundary": "HTTPS round-trip from the benchmark host"}, "consistency": 0.8, "meanCostPerDecisionUsd": 0.00029552611111111093, "costSource": "OpenRouter-reported usage.cost", "meanInputTokens": 502, "probabilitySource": "model-reported", "errors": {}}, {"engine": "rules", "kind": "Hand-written rules (local)", "resolvedModels": [], "attempted": 180, "valid": 180, "schemaCompliance": 1, "latencyMs": {"n": 180, "p50": 0.002, "p95": 0.003, "boundary": "in-process function call (not comparable to network calls)"}, "consistency": 1, "meanCostPerDecisionUsd": 0, "costSource": "local compute", "meanInputTokens": null, "probabilitySource": "heuristic", "errors": {}}], "agreementWithJevModalChoice": {"openai/gpt-4o-mini": 0.7666666666666667, "google/gemini-2.5-flash": 0.7666666666666667, "rules": 0.3}}}, "snapshots": [{"contractVersion": "jev-city-decision-v2", "scenario": "ordinary_morning", "seed": 2401, "simulationMinute": 461, "citizen": {"id": "citizen-03", "role": "service", "locationId": "home-3-area", "currentPlan": "commute_to_work", "traits": {"caution": 0.64, "altruism": 0.6, "sociability": 0.75}, "needs": {"fatigue": 0.12, "supplies": 0.12}, "injury": "none"}, "local": {"blackout": false, "hazard": "none", "hazardKind": "none", "alertSource": "none", "nearbyPersonNeedsHelp": false, "unwarnedPeopleNearby": false, "clinicStatus": "open", "reachableClinic": true, "reachableHome": true, "reachableShelter": true, "safeSpotReachable": false, "shopAvailable": true, "isOnDuty": false, "family": {"householdSize": 2, "unaccountedFor": 0, "minutesSinceContact": null, "lastKnownPlace": null}, "festival": "none", "festivalCrowd": 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