{"jtbd":{"id":"agent-dlq-retry","slug":"agent-dlq-retry","name":"Dead-letter queues for agent tasks","shortName":"Agent DLQ","problemStatement":"Park failed agent runs with full payload, replay, and poison-pill isolation so human operators can unblock queues without data loss."},"pick":{"id":"upstash-qstash","slug":"upstash-qstash","name":"Upstash QStash","tagline":"Depot pick for a raw serverless agent event backbone (webhooks, delayed retries, fan-out) without operating…","website":"https://upstash.com","overall":8.33,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.33,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (upstash.com/pricing/qstash): Free 1k messages/day, 50 GB, 1 MB max. PAYG $1 per 100k messages (unlimited/day, 10 MB, 1-year delay); bandwidth free to 50 GB then $0.05/GB. Fixed 1M $180/mo; Fixed 10M $420/mo; Enterprise custom. Retries billed per delivery attempt. HTTP callbacks up to 2h (PAYG) / 12h (Fixed 10M). Prod Pack add-on for SOC2/SLA on non-Enterprise.","scores":{"capabilityFit":8.2,"pricePerformance":9.2,"latencyReliability":8.4,"developerDx":9.2,"privacyPosture":7.8,"lockInRisk":3.5,"maturity":8,"overall":8.33,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},"runnersUp":[{"id":"aws-sqs","slug":"aws-sqs","name":"Amazon SQS","tagline":"Hyperscaler queue leaf when already on AWS. QStash remains Depot serverless HTTP bus default; SQS when…","website":"https://aws.amazon.com/sqs/","overall":8.12,"scoreBand":{"low":7.5,"mid":8.1,"high":8.7,"halfWidth":0.6,"basis":"editorial_prior","display":"7.5–8.7 (editorial prior)"},"scoreLayers":{"editorialPrior":8.12,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (aws.amazon.com/sqs/pricing): First 1M requests/mo free. Standard queues then billed per million requests (tiered; classic ~$0.40/M in many commercial regions — confirm current regional table). FIFO higher. 1–10 messages/request, 64KB chunks. No workflow state — pure queue.","scores":{"capabilityFit":7.8,"pricePerformance":8.8,"latencyReliability":9.2,"developerDx":7,"privacyPosture":8,"lockInRisk":5.5,"maturity":9.5,"overall":8.12,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"azure-service-bus","slug":"azure-service-bus","name":"Azure Service Bus","tagline":"Azure twin to SQS/EventBridge for agent queues when already on Azure. EventBridge remains AWS hyperscaler…","website":"https://azure.microsoft.com/products/service-bus","overall":8.15,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.15,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (azure.microsoft.com/pricing/details/service-bus): Tiered — Basic (ops-based, sessions/transactions limited); Standard (base fee + included ops then graduated $/M; topics/subscriptions); Premium (dedicated Messaging Units, predictable isolation). Exact regional $- masked on marketing — use Azure calculator. Strong sessions/FIFO/peek-lock/scheduled messages for agent work queues.","scores":{"capabilityFit":8.6,"pricePerformance":7.5,"latencyReliability":9.2,"developerDx":7.2,"privacyPosture":8.5,"lockInRisk":6,"maturity":9.5,"overall":8.15,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"synadia-cloud","slug":"synadia-cloud","name":"Synadia Cloud (NATS)","tagline":"Pick when agents need a real pub/sub fabric (multi-service, edge leafs) not just HTTP callbacks. QStash for…","website":"https://www.synadia.com","overall":8.31,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.31,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (docs.synadia.com/cloud/pricing): Personal free (2 accounts, 10 connections, 5 GiB, 10 GiB net). Starter $49/mo (3 accounts, 100 conn, 10 GiB std / 1 GiB HA). Pro $199/mo (10 accounts, 1k conn, 50 GiB std / 10 GiB HA). Enterprise custom + SLA. Overage on paid: client/leaf egress $0.09/GiB, gateway $0.02, route $0.01. Add-ons: remote system $49/mo; extra connections $10; HA storage $0.90/GiB-mo. NATS OSS self-host remains free.","scores":{"capabilityFit":8.6,"pricePerformance":8.2,"latencyReliability":8.8,"developerDx":8,"privacyPosture":8.5,"lockInRisk":3.8,"maturity":8.5,"overall":8.31,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}},{"id":"gcp-pubsub","slug":"gcp-pubsub","name":"Google Cloud Pub/Sub","tagline":"GCP hyperscaler bus for agent events. Prefer Service Bus on Azure for sessions; EventBridge on AWS; QStash…","website":"https://cloud.google.com/pubsub","overall":8.23,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","pricingNotes":"As of 2026-09-14 (cloud.google.com/pubsub/pricing): Message ingestion/delivery throughput ~$40/TiB after first 10 GiB/mo free. Some export/import paths ~$50/TiB without that free tier. Ordering keys, push/pull, exactly-once (regional) for agent fan-out. Confirm current SKU table for Lite vs standard.","scores":{"capabilityFit":8.2,"pricePerformance":8.2,"latencyReliability":9.2,"developerDx":7.6,"privacyPosture":8.2,"lockInRisk":5.5,"maturity":9.5,"overall":8.23,"kind":"curated_estimate","confidence":"high","asOf":"2026-09-14"}}],"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"scoreLayers":{"editorialPrior":8.33,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"whyPickOverHigherScore":{"pickId":"upstash-qstash","pickName":"Upstash QStash","pickScore":8.33,"highestScoredCandidateId":"upstash-qstash","highestScoredCandidateName":"Upstash QStash","highestScore":8.33,"pickHasLowerCompositeScore":false,"delta":0,"pickLeadsOnDimensions":[],"explanation":"Upstash QStash (8.33) holds both the highest composite score among ranked candidates and the editorial pick for Dead-letter queues for agent tasks: Serverless HTTP DLQ DX for agents. Confidence: high for QStash; verify DLQ/replay knobs."},"cheapest":{"providerId":"upstash-qstash","providerName":"Upstash QStash","skuId":"upstash-qstash-payg-messages","item":"Pay as You Go messages","plan":"Pay as You Go messages — Page header says retries are free and only published messages count","unit":"usd_per_100k_messages","amountUsd":1,"isFloorPrice":false,"floorWarning":null,"skuCountInUnit":1,"isDepotPick":true,"sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","verifiedAsOf":"2026-10-03"},"recommendedWorkloadQuote":{"providerId":"upstash-qstash","providerName":"Upstash QStash","skuId":"upstash-qstash-payg-messages","item":"Pay as You Go messages","plan":"Pay as You Go messages — Page header says retries are free and only published messages 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unit with 1.15x retry overhead."}},"representativeQuote":{"skuId":"upstash-qstash-payg-messages","item":"Pay as You Go messages","plan":"Pay as You Go messages — Page header says retries are free and only published messages count","amountUsd":1,"inputOrUnitUsd":1,"unit":"usd_per_100k_messages","outputUsd":null,"outputUnit":null,"sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03"},"estimatedTaskCost":{"tasks":1000,"retryAndToolOverheadMultiplier":1.15,"retryToolOverheadMultiplier":1.15,"unitsPerTask":1,"baseCostPer1kTasksUsd":1,"totalUsd":1.15,"estimatedTotalUsd":1.15,"perTaskUsd":0.00115,"estimatedCostPerTaskUsd":0.00115,"formula":"$1 (usd_per_100k_messages) * 1.15 overhead","assumptions":"1,000 tasks in job native unit with 1.15x retry overhead."},"freeAlternatives":[],"referenceDocs":[],"falsification":{"jtbdId":"agent-dlq-retry","jtbdName":"Dead-letter queues for agent tasks","currentPickId":"upstash-qstash","currentPickScore":8.33,"challengerId":"aws-sqs","challengerScore":8.12,"currentScoreGap":0.21,"minVerifiedOutcomes":10,"requiredOutcomeMargin":0.36,"requiredSuccessRateDelta":0.15,"maxPickPriceIncreasePct":25,"whatWouldChangePick":["Amazon SQS (aws-sqs) outperforms Upstash QStash (upstash-qstash) by >= 0.36 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Upstash QStash's representative SKU for agent-dlq-retry without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=upstash-qstash) 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 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receipt.","confidence":"high","receipt":{"countersign":{"claim_id":"cs-00000000","status":"verified","evidence_tier":"outcome_verified","counts_as_verified":true}}}}},"whatWouldChangePick":["Amazon SQS (aws-sqs) outperforms Upstash QStash (upstash-qstash) by >= 0.36 outcome points (or >= 15% worked-rate delta) across >= 10 Countersign-verified production outcomes.","A verified price increase > 25% on Upstash QStash's representative SKU for agent-dlq-retry without a corresponding capability gain.","Live caller rail exhaustion (?exhausted=upstash-qstash) or sustained >= 30% degraded/failed rate in verified production outcomes."],"routePlan":{"jtbdId":"agent-dlq-retry","primary":{"providerId":"upstash-qstash","name":"Upstash QStash","overall":8.33,"scoreBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial 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tasks."},{"providerId":"gcp-pubsub","name":"Google Cloud Pub/Sub","overall":8.23,"scoreBand":{"low":7.6,"mid":8.2,"high":8.8,"halfWidth":0.6,"basis":"editorial_prior","display":"7.6–8.8 (editorial prior)"},"scoreLayers":{"editorialPrior":8.23,"measuredBenchmark":null,"verifiedOutcomeScore":null,"verifiedOutcomeCount":0,"accountRuntimeState":"unprobed"},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","role":"fallback","reason":"Ranked fallback route for Dead-letter queues for agent tasks."}],"disqualified":[],"expectedRegret":{"scoreDeltaVsUnconstrainedPick":0,"unconstrainedPickId":"upstash-qstash","activePrimaryId":"upstash-qstash","summary":"0.00 score regret: unconstrained editorial pick satisfies all caller constraints."},"evidenceAgeDays":{"editorialScoreAgeDays":43,"pricingVerifiedAgeDays":0,"editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27"},"confidenceBand":{"low":7.7,"mid":8.3,"high":8.9,"halfWidth":0.6,"basis":"editorial_prior","display":"7.7–8.9 (editorial prior)"},"constraintsApplied":false,"constraintBundle":{"task":null,"jtbd":"agent-dlq-retry","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]}},"pricingLastVerifiedAt":"2026-10-27","editorialPriorAsOf":"2026-09-14","tie":false,"scoreGap":0.21,"decidingFactor":null,"tieNote":null,"rationale":"Serverless HTTP DLQ DX for agents. Confidence: high for QStash; verify DLQ/replay knobs.","whenNotTopPick":"AWS/Azure already mandated, or NATS/JetStream is the mesh (Synadia).","skipTopPick":false,"skipReason":null,"matchedConstraints":[],"pricingSummary":"As of 2026-09-14 (upstash.com/pricing/qstash): Free 1k messages/day, 50 GB, 1 MB max. PAYG $1 per 100k messages (unlimited/day, 10 MB, 1-year delay); bandwidth free to 50 GB then $0.05/GB. Fixed 1M $180/mo; Fixed 10M $420/mo; Enterprise custom. Retries billed per delivery attempt…","cite":"Depot Pick for agent-dlq-retry: upstash-qstash (asOf 2026-09-14). See GET /api/jtbds/agent-dlq-retry + GET /api/methodology.","nextActions":[{"step":1,"title":"Inspect full JTBD + embeds","href":"/api/jtbds/agent-dlq-retry?embed=providers","why":"Confirm pick, runners-up, and methodology notes."},{"step":2,"title":"Quote sourced SKUs","href":"/api/quote?jtbd=agent-dlq-retry","why":"Depot Pick SKUs plus the cheapest sourced SKU whose unit matches this job. Does not change the pick. Does not blend input and output or borrow a chat rate for a non-chat job."},{"step":3,"title":"Open provider detail","href":"/api/providers/upstash-qstash","why":"Scores, pricingNotes, strengths/weaknesses, communitySignals (claims only)."},{"step":4,"title":"Cite methodology","href":"/api/methodology","why":"Required when publishing a Depot Pick citation."},{"step":5,"title":"Grab badge SVG","href":"/api/badge?type=depot-pick&jtbd=agent-dlq-retry","why":"Embed in README / agent passport."},{"step":6,"title":"Post production insight","method":"POST","href":"/api/insights","why":"Unverified until curated; never auto-mutates official scores."}],"honesty":["Do not invent scores or benches.","Insights are claims until curated/reviewed; they never silently mutate official scores.","lockInRisk higher = more lock-in (worse).","normalizedUsdPerMillionTokens is set only for a single sourced token row. Otherwise null, with a machine-readable reason. Do not coerce GPU, minute, or per-1k search units.","Runners-up are not Depot Picks.","Depot overall is editorial_weighted, not Arena Elo and not an Artificial Analysis index."],"asOf":"2026-09-14","depth":{"whenNotToUse":{"text":"AWS/Azure already mandated, or NATS/JetStream is the mesh (Synadia).","source":"editorial `whenNotTopPick` (data/jtbds.json)"},"whenNotToUseReason":null,"runnerUp":{"providerId":"aws-sqs","name":"Amazon SQS","overallForJob":8.12,"pickOverallForJob":8.33,"beatsPickOn":["latencyReliability","privacyPosture","maturity"],"source":"first resolvable entry of the job's editorially ranked `runnersUpIds`; scores are stored job-weighted scores"},"runnerUpReason":null,"lockIn":{"pickLockInRisk":3.5,"runnerUpLockInRisk":5.5,"scale":"0–10 stored curated estimate; higher = more lock-in (worse)","pickExitSignals":[],"runnerUpExitSignals":[],"pickNotes":[],"selfHostFallback":[],"migration":"The pick has lower stored lock-in risk than runner-up Amazon SQS (3.5 vs 5.5).","migrationReason":null,"derivedFrom":"stored lockInRisk scores, provider tags (oss, self-host, openai-compat, open-models), free rows that list this job, and verbatim provider notes. No migration guide was invented."}},"citation":{"text":"Agent Provider Depot (v0.12.151), Depot Pick for agent-dlq-retry: upstash-qstash, scores as of 2026-09-14, retrieved 2026-10-27. https://getagentdepot.com/jtbds/agent-dlq-retry","markdown":"[Agent Provider Depot](https://getagentdepot.com/jtbds/agent-dlq-retry) (v0.12.151) — Depot Pick for `agent-dlq-retry`: **upstash-qstash** (scores as of 2026-09-14, retrieved 2026-10-27)","fields":{"publisher":"Agent Provider Depot","version":"0.12.151","role":"depot_pick","jtbdId":"agent-dlq-retry","providerId":"upstash-qstash","scoreAsOf":"2026-09-14","retrievedOn":"2026-10-27","page":"https://getagentdepot.com/jtbds/agent-dlq-retry","api":"https://getagentdepot.com/api/decide?jtbd=agent-dlq-retry"},"howToCite":"Cite Depot as an editorial, dated recommendation, not a benchmark: name the job, the Depot Pick (or runner-up), the score asOf date and the day you retrieved it, and link the job page. Format: “Agent Provider Depot (v{version}), Depot Pick for {jobId}: {providerId}, scores as of {scoreAsOf}, retrieved {retrievedOn}. {baseUrl}/jtbds/{jobId}”. Quote prices only with their own sourceUrl and asOf. If the pick's score is stale (freshness.pick.score.stale), say so."},"freshness":{"pick":{"score":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"lastReviewed":{"asOf":"2026-09-14","ageDays":43,"stale":true,"staleAfterDays":30,"reason":null},"sourceCheck":{"checkedAt":"2026-10-27","sourceUrls":2,"sourcesReachable":2,"pricingRows":5,"pricingRowsReconfirmed":3,"note":"A source re-check confirms the page is reachable and, for pricing rows, that the stored amount and SKU name appear on it. It does not re-derive or change the score.","reason":null}},"scoreAsOf":"2026-09-14","editorialPriorAsOf":"2026-09-14","pricingLastVerifiedAt":"2026-10-27","pickLastReviewed":"2026-09-14","runnersUpScoreAsOf":["2026-09-14","2026-09-14","2026-09-14","2026-09-14"],"contractAsOf":"2026-10-03","pricingShape":"sourced_rows","normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch"},"pricingContract":{"normalizedUsdPerMillionTokens":null,"normalizationStatus":"unit_mismatch","normalizationReason":"unit_mismatch","shape":"sourced_rows","filterable":false,"priceSortEligible":false,"priceSortKeyUsdPerMillionInputTokens":null,"rows":[{"id":"upstash-qstash-free","providerId":"upstash-qstash","sku":"Free","unit":"usd_per_month","amountUsd":0,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"1,000 messages/day, 50 GB, 1 MB max message."},{"id":"upstash-qstash-payg-messages","providerId":"upstash-qstash","sku":"Pay as You Go messages","unit":"usd_per_100k_messages","amountUsd":1,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_100k_messages","priceSortEligible":false,"qualifier":"Page header says retries are free and only published messages count. FAQ says each delivery attempt, including a retry, is billed. Both are on the page; not resolved here."},{"id":"upstash-qstash-bandwidth","providerId":"upstash-qstash","sku":"Pay as You Go bandwidth","unit":"usd_per_gb","amountUsd":0.05,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_gb","priceSortEligible":false,"qualifier":"Free up to 50 GB/month, then $0.05/GB."},{"id":"upstash-qstash-fixed-1m","providerId":"upstash-qstash","sku":"Fixed 1M","unit":"usd_per_month","amountUsd":180,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Page labels the cap Messages/Day as 1M. Not converted into a monthly message quota."},{"id":"upstash-qstash-fixed-10m","providerId":"upstash-qstash","sku":"Fixed 10M","unit":"usd_per_month","amountUsd":420,"currency":"USD","sourceUrl":"https://upstash.com/pricing/qstash","asOf":"2026-10-03","normalizationStatus":"unit_mismatch","normalizedUsdPerMillionTokens":null,"normalizationReason":"unit_mismatch_per_month","priceSortEligible":false,"qualifier":"Page labels the cap Messages/Day as 10M. Not converted into a monthly message quota."}],"notesExcerpt":"As of 2026-09-14 (upstash.com/pricing/qstash): Free 1k messages/day, 50 GB, 1 MB max. PAYG $1 per 100k messages (unlimited/day, 10 MB, 1-year delay); bandwidth free to 50 GB then $0.05/GB. Fixed 1M $180/mo; Fixed 10M $420/mo; Enterprise custom. Retries billed per delivery attempt…","notesCheck":{"status":"no_known_contradiction","pairs":[],"review":null,"note":null},"lastReviewed":"2026-09-14","scoreAsOf":"2026-09-14","website":"https://upstash.com","doNotParse":"Do not parse pricingNotes. Use rows only. normalizedUsdPerMillionTokens is a single number only when this provider has exactly one sourced token row. Input/output, context tiers, and non-token units stay null at this level.","gap":"Partial coverage. Providers without a fetched SKU are omitted. See GET /api/pricing."},"links":{"jtbd":"/jtbds/agent-dlq-retry","jtbdApi":"/api/jtbds/agent-dlq-retry","leaderboard":"/api/leaderboards?jtbd=agent-dlq-retry","methodology":"/api/methodology","badge":"/api/badge?type=depot-pick&jtbd=agent-dlq-retry","decide":"/api/decide?jtbd=agent-dlq-retry","humanPage":"/jtbds/agent-dlq-retry","alternatives":"/api/alternatives?provider=upstash-qstash","canonical":"/api/canonical","quote":"/api/quote?jtbd=agent-dlq-retry","falsify":"/api/falsify?jtbd=agent-dlq-retry"},"constraintBundle":{"task":null,"jtbd":"agent-dlq-retry","quotaExhausted":[],"degraded":[],"healthy":[],"budgetUsd":null,"maxLatencyMs":null,"region":null,"privacy":null,"exit":[],"existing":[]},"stackContext":{"host":null,"framework":null,"repo":null,"lang":null,"existing":[],"volume":null,"sender":null,"detectedFromTask":[]},"keep":null,"contextAdvice":null,"communityFeedback":{"pickOnThisJob":{"failed":0,"degraded":0,"worked":0,"insights":0,"withVerifiedReceipt":0,"failureModes":{},"latestAt":null,"note":"Agent-reported claims (unverified unless a receipt is verified by Depot's re-check). They never change scores or picks."},"outcomes":{"job":{"n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"verifiedReports":0,"contributors":0,"excluded":{"seed_editorial":0,"test":0,"notFeedback":0},"reason":"no_submitted_outcome_reports_yet"},"pick":{"providerId":"upstash-qstash","n":0,"worked":0,"degraded":0,"failed":0,"failureModes":{},"evidenceTiers":{"agent_claim":0,"self_declared":0,"reference_checked":0,"outcome_verified":0},"reason":"no_submitted_outcome_reports_yet"},"scoresMutated":false,"more":"/api/outcomes?jtbd=agent-dlq-retry"},"report":"POST /api/feedback {agentIdentity, outcome: failed|degraded|worked, detail, providerId, jtbdId, failureModeId?, receipt?}"}}