{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T18:03:53.162Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","repo":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":15,"mirroredBytes":16105839318,"readinessCheckedAt":"2026-11-01T17:48:53.487Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":15,"mirroredBytes":16105839318,"readinessCheckedAt":"2026-11-01T17:48:53.487Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","owner":"ValiantLabs","name":"Qwen3-4B-Thinking-2507-Esper3.1","repo":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","type":"llm","summary":"Model from Hugging Face for text generation: ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 · transformers","cardDescription":"A model for generating and working with code.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for working with code.","confidence":"medium","task":"coding","audience":null,"basis":"recorded-metadata","rules":["task:coding","tag:coding"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"Qwen/Qwen3-4B-Thinking-2507"},{"field":"tags","value":"code"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","base-model-capabilities-not-inherited","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[{"repo":"Qwen/Qwen3-4B-Thinking-2507","field":"baseModel"}],"parameters":null,"size":{"bytes":16105840888,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ValiantLabs","sourceUrl":"https://huggingface.co/ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","safetensors","qwen3","text-generation","esper","esper-3.1","esper-3","valiant","valiant-labs","qwen","qwen-3","qwen-3-4b","qwen3-4b-thinking-2507","4b","reasoning","code","code-instruct","python","javascript","dev-ops"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","jinja","txt","safetensors"],"baseModel":"Qwen/Qwen3-4B-Thinking-2507","derivedFrom":"Qwen/Qwen3-4B-Thinking-2507","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["sequelbox/Titanium3-DeepSeek-V3.1-Terminus","sequelbox/Tachibana3-Part1-DeepSeek-V3.1-Terminus","sequelbox/Tachibana3-Part2-DeepSeek-V3.2","sequelbox/Mitakihara-DeepSeek-R1-0528"],"paperIds":[],"repoType":"model","baseModel":"Qwen/Qwen3-4B-Thinking-2507","languages":["en"],"sourceUrl":"https://huggingface.co/ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","datasets","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en sequelbox/titanium3-deepseek-v3.1-terminus sequelbox/tachibana3-part1-deepseek-v3.1-terminus sequelbox/tachibana3-part2-deepseek-v3.2 sequelbox/mitakihara-deepseek-r1-0528 qwen/qwen3-4b-thinking-2507 safetensors code-instruct chat instruct","semanticTerms":["text-generation","transformers","llm","model","en","sequelbox/titanium3-deepseek-v3.1-terminus","sequelbox/tachibana3-part1-deepseek-v3.1-terminus","sequelbox/tachibana3-part2-deepseek-v3.2","sequelbox/mitakihara-deepseek-r1-0528","qwen/qwen3-4b-thinking-2507","safetensors","code-instruct","chat","instruct"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":4775},{"lfs":false,"path":"added_tokens.json","sizeBytes":707},{"lfs":false,"path":"chat_template.jinja","sizeBytes":4049},{"lfs":false,"path":"config.json","sizeBytes":1536},{"lfs":false,"path":"generation_config.json","sizeBytes":214},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model-00001-of-00004.safetensors","sizeBytes":4990095032},{"lfs":true,"path":"model-00002-of-00004.safetensors","sizeBytes":4944309096},{"lfs":true,"path":"model-00003-of-00004.safetensors","sizeBytes":4996758848},{"lfs":true,"path":"model-00004-of-00004.safetensors","sizeBytes":1158754848},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":32856},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":613},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422654},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":5404},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":16105840888,"sizeKnown":true,"sizeLabel":"15.0 GB","sizeReason":"","declaredSizeBytes":16105840888,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":28,"stars":8,"citations":0,"updatedAt":"2026-09-04T02:12:58.769Z","createdAt":"2026-06-30T19:20:45.854Z","version":"hf-main","upstream":{"gated":false,"repoId":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","private":false,"repoUrl":"https://huggingface.co/ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","disabled":false,"provider":"huggingface","repoType":"model","revision":"3f3ce1c9aad8380b0ade6c4557a6a929aff26054","fetchedAt":"2026-09-03T22:06:05.038Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-04T02:12:58.769Z","mirroredBy":"mirror-batch-worker","totalFiles":16,"hostedFiles":15,"mirroredBytes":16105839318,"mirroredFiles":15,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_19f4ba8f3566091ec0f2cca517f7f4cfc3b95321b04d10c4b690d988bd126289","artifactId":"hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","representationId":"rep-a5c5be1b0069e56e64385c1a7d12ba0531ad8cf015bde7bb196d848e9f13b2d9","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a5c5be1b0069e56e64385c1a7d12ba0531ad8cf015bde7bb196d848e9f13b2d9","artifactId":"hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","format":"safetensors","source":{"provider":"huggingface","identity":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","revision":"3f3ce1c9aad8380b0ade6c4557a6a929aff26054","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":4775,"sha256":"sha256:813efb92b760206892442547ec1b3b38547a6bd15bf1c9e2f34b47e1db082075","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:02d43677b475b540babf6a69fccf94f1c81f2d0fb7b407c84080c2b1fa3f0f4e"},{"path":"added_tokens.json","role":"support","sizeBytes":707,"sha256":"sha256:c0284b582e14987fbd3d5a2cb2bd139084371ed9acbae488829a1c900833c680","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e08723770986986fd5e5f4d1573405192e2bbdaa3681dcc02a1a0104d1fbe78f"},{"path":"chat_template.jinja","role":"template","sizeBytes":4049,"sha256":"sha256:3802169b2a02b81e6adb7ab4f64f91ff02db753c8c3a64a01c35192d3a61d8d7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8d33afb31a0ae6920dbe12ba38023e8031e94be5e32c7e68594a5dd97a1c458e"},{"path":"config.json","role":"config","sizeBytes":1536,"sha256":"sha256:63267d03f3f9e4d6d20943c85b7d1d1c786c4e4550285d2958a9bfb6d5f18481","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9cda6cd8e8075f5fb809e4cd2f0b4e1f57dc270b1e266aec870ff561e28c5a7c"},{"path":"generation_config.json","role":"config","sizeBytes":214,"sha256":"sha256:8b5d33ed01e594c26263de38520e1127731eaaec0e7c35ae92287b274fb6f6ff","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e291019114c93928ee85dad073418ac1e981c17274923982ef7a294c0fb02eb5"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:72e95ebc79b40456f4d3e3269527c02041faa043fb50340dac8b2516e5c63340"},{"path":"model-00001-of-00004.safetensors","role":"weight","sizeBytes":4990095032,"sha256":"sha256:88b8b259f0fff109392c35a3d6cf94211a622094c59b8c5d47eca886d4f691ba","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8be373f3c5653ada53a5fce5986bc480489f2d5c7f49a63097d4fefc6a94c56f"},{"path":"model-00002-of-00004.safetensors","role":"weight","sizeBytes":4944309096,"sha256":"sha256:272f33d5f6fd077b7ca5c085e2bcdf58c0acb88803f2dffbecde732f6841a404","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f4d159f5163b4a1c9683ec254360f0a7f862b46d964893f09e5c2282a23675d9"},{"path":"model-00003-of-00004.safetensors","role":"weight","sizeBytes":4996758848,"sha256":"sha256:fb82ea0b7390e257ab307797cab82704ec5750c21a6a3b932b844d318b2cb838","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4ed61a847e589248815a8a416184bb52bfa5de19ddf96ab57571266b14edf4e9"},{"path":"model-00004-of-00004.safetensors","role":"weight","sizeBytes":1158754848,"sha256":"sha256:53268bf9df7ac94bad1940e0d4fab3aa908050b86ad6e1fe63135489871cf444","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:afb157b7c1e79a1262a6264ae5a5cc3bf089a75be3c9abc738cad143aef639e3"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":32856,"sha256":"sha256:55d6267d22c24f489c283d1f3eb6074d17d99d8ea7ec17169e62fa6ed3df8951","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bea5bc0cd6f245de54e521ae8b4878729d3141f12aa2f11dd103871ab847ad40"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":613,"sha256":"sha256:76862e765266b85aa9459767e33cbaf13970f327a0e88d1c65846c2ddd3a1ecd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:61a1f030264cc0a300facff1f814b8900e8c1576994d761d3f9fae1f001f0797"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422654,"sha256":"sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:693fc855884bd3e4167a6303def44d5ec91c55becbf6588501b6d14f50d13cab"},{"path":"tokenizer_config.json","role":"config","sizeBytes":5404,"sha256":"sha256:355f2b4e5bad7b01f11ef6cb68ebc176f61b95c3276092ea225b1bea0e01e95c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:faeacca2839c399555c1d014ab833447904b2dde63e0c94939052688f00e059e"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7c62ad019b298816cac4fd24501580884dceb23849d72a897abf042cb2bb1517"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:95412731d2e402710369fe380aaaa82ff58597e26e62d0d5ce703a2a83437c5e","representationDigest":"sha256:95c4945b776956675e1a5e2024fedc842370290a06a7d64da328bb47ad73f894","evidenceSnapshotDigest":"sha256:5e3012a7a2a5f65bb395b545bd6d0499c6f4d0f56309000ff0b0b87556939383","evaluatedAt":"2026-09-04T02:12:59.163Z","authorityVersion":"sha256:43223d35c2de30ccce19b13238a8aab418c4acc358a4897374cb00c32b76045f","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":15,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":16,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T17:48:53.487Z","evidence_url":"/api/manifests/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":16,"publicDownloadableFileCount":15,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":16105840888,"label":"15.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":28,"upstreamStars":8,"label":"28 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"15/16 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 15/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":15,"externalFiles":1,"totalFiles":16},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T17:48:53.487Z","evidence_url":"/api/manifests/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"15/16 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 15/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":15,"externalFiles":1,"totalFiles":16},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/distribution"},"supportedClaims":["ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 has 0 self-reported, unqualified Hugging Bay community reviews.","ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 has 0 self-reported run claims; none qualify verification during limited availability.","ValiantLabs/Qwen3-4B-Thinking-2507-Esper3.1 has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-valiantlabs-qwen3-4b-thinking-2507-esper3-1/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}