{"endpoint":"/api/falsify","mode":"rescue_trap_falsification","trapSlug":"gemini-preview-shutdown-2026-11-17","matchedTrap":{"id":"trap-gemini-preview-shutdown-2026-11-17","title":"Google Gemini Preview Model Shutdown (Nov 17, 2026)","category":"deprecated_model","rootCause":"Google AI retires dated Gemini 2.5 preview snapshots on November 17, 2026, returning HTTP 404 NOT_FOUND."},"fallbackRoute":{"jtbd":"long-context-agents","primaryProviderId":"google-ai","fallbackProviderId":"anthropic","whenNotTopPickReason":"Quality on tool use matters more than raw context — then Anthropic","liveHealth":{"status":"operational"},"autoActOk":true,"quickstartSpec":{"installCommand":"npm install @anthropic-ai/sdk","envVars":["ANTHROPIC_API_KEY"],"activeModelOrSku":"claude-sonnet-5-5","docsUrl":"https://docs.anthropic.com/en/api/getting-started"}},"falsificationSpec":{"jtbdId":"long-context-agents","jtbdName":"Long-context agent workflows","currentPickId":"google-ai","currentPickScore":8.43,"challengerId":"anthropic","challengerScore":8.42,"currentScoreGap":0.01,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.16,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Anthropic (anthropic) outperforms Google AI (Gemini) (google-ai) by >= 0.16 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Google AI (Gemini)'s representative SKU for long-context-agents without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=google-ai) or sustained >= 30% degraded/failed rate in verified production outcomes."],"frozenHoldoutPolicy":{"holdoutSplit":"20% frozen benchmark holdout tasks + 80% live production outcome receipts","requireCountersignReceipt":true,"requiredEvidenceTiers":["outcome_verified","reference_checked"],"minDistinctContributors":2,"antiGamingRule":"Unverified self-reports and seed/editorial rows never mutate picks or scores."},"triggers":[{"kind":"verified_outcomes_outperformance","challengerId":"anthropic","minVerifiedOutcomes":10,"requiredOutcomeMargin":0.16,"requiredWorkedRateDelta":0.15},{"kind":"verified_price_increase","providerId":"google-ai","maxPriceIncreasePct":25},{"kind":"live_rail_exhaustion_or_degradation","providerId":"google-ai","immediateOverrideUrl":"/api/decide?jtbd=long-context-agents&exhausted=google-ai"}],"submissionSpec":{"falsifyEndpoint":"/api/falsify?jtbd=long-context-agents","outcomesEndpoint":"POST /api/feedback","correctionsEndpoint":"POST /api/corrections","payloadTemplate":{"agentIdentity":"agent:<your-agent-id>","jtbdId":"long-context-agents","providerId":"anthropic","outcome":"worked","detail":"Comparative production evaluation on long-context-agents (n>=10 tasks) with Countersign receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}}}