{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-03T00:01:02.212Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-bartowski-tesslate-tessa-t1-32b-gguf","repo":"bartowski/Tesslate_Tessa-T1-32B-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":19851336736,"readinessCheckedAt":"2026-11-02T23:29:28.254Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":1,"mirroredBytes":19851336736,"readinessCheckedAt":"2026-11-02T23:29:28.254Z","readinessSource":"file-check","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-bartowski-tesslate-tessa-t1-32b-gguf","owner":"bartowski","name":"Tesslate_Tessa-T1-32B-GGUF","repo":"bartowski/Tesslate_Tessa-T1-32B-GGUF","type":"llm","summary":"Model from Hugging Face for text generation: bartowski/Tesslate_Tessa-T1-32B-GGUF · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"Tesslate/Tessa-T1-32B"},{"field":"tags","value":"conversational"},{"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":"Tesslate/Tessa-T1-32B","field":"baseModel"}],"parameters":null,"size":{"bytes":531836888767,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"bartowski","sourceUrl":"https://huggingface.co/bartowski/Tesslate_Tessa-T1-32B-GGUF","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","gguf","text-generation-inference","qwen2","trl","text-generation","en","dataset:tesslate/tessa-t1-dataset","base_model:tesslate/tessa-t1-32b","base_model:quantized:tesslate/tessa-t1-32b","license:apache-2.0","endpoints_compatible","region:us","imatrix","conversational","llm","tesslate/tessa-t1-dataset","tesslate/tessa-t1-32b"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","gguf","imatrix"],"baseModel":"Tesslate/Tessa-T1-32B","derivedFrom":"Tesslate/Tessa-T1-32B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["Tesslate/Tessa-T1-Dataset"],"paperIds":[],"repoType":"model","baseModel":"Tesslate/Tessa-T1-32B","languages":["en"],"sourceUrl":"https://huggingface.co/bartowski/Tesslate_Tessa-T1-32B-GGUF","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","base_model_relation","datasets","language","license","pipeline_tag","quantized_by","tags"],"semanticText":"text-generation transformers llm model en tesslate/tessa-t1-dataset tesslate/tessa-t1-32b gguf","semanticTerms":["text-generation","transformers","llm","model","en","tesslate/tessa-t1-dataset","tesslate/tessa-t1-32b","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":3615},{"lfs":false,"path":"README.md","sizeBytes":14166},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ2_M.gguf","sizeBytes":11264441376},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ2_S.gguf","sizeBytes":10387569696},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ2_XS.gguf","sizeBytes":9957551136},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ2_XXS.gguf","sizeBytes":9028250656},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ3_M.gguf","sizeBytes":14810123296},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ3_XS.gguf","sizeBytes":13705514016},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ3_XXS.gguf","sizeBytes":12839271456},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ4_NL.gguf","sizeBytes":18682174496},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-IQ4_XS.gguf","sizeBytes":17693154336},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q2_K.gguf","sizeBytes":12313099296},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q2_K_L.gguf","sizeBytes":13073419296},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q3_K_L.gguf","sizeBytes":17247079456},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q3_K_M.gguf","sizeBytes":15935048736},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q3_K_S.gguf","sizeBytes":14392331296},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q3_K_XL.gguf","sizeBytes":17928326176},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q4_0.gguf","sizeBytes":18711010336},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q4_1.gguf","sizeBytes":20639243296},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q4_K_L.gguf","sizeBytes":20429179936},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q4_K_M.gguf","sizeBytes":19851336736},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q4_K_S.gguf","sizeBytes":18784410656},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q5_K_L.gguf","sizeBytes":23742680096},{"lfs":true,"path":"Tesslate_Tessa-T1-32B-Q5_K_M.gguf","sizeBytes":23262157856}],"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":531836888767,"sizeKnown":true,"sizeLabel":"495.3 GB","sizeReason":"","declaredSizeBytes":531836888767,"defaultDownloadBytes":19851336736,"mirrorCount":1,"downloadCount":1144,"stars":7,"citations":0,"updatedAt":"2026-09-22T15:59:47.982Z","createdAt":"2026-06-30T02:14:35.011Z","version":"hf-main","upstream":{"gated":false,"repoId":"bartowski/Tesslate_Tessa-T1-32B-GGUF","private":false,"repoUrl":"https://huggingface.co/bartowski/Tesslate_Tessa-T1-32B-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"3ddf805e42510cd823d390dcfda75dc9b25130f3","fetchedAt":"2026-09-22T15:15:51.662Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-22T15:59:47.982Z","mirroredBy":"mirror-batch-worker","totalFiles":31,"hostedFiles":1,"mirroredBytes":19851336736,"mirroredFiles":1,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_ca453b42f2942f0a88388c688841874352aee4552c4ea5fba9a6d2bffa4de844","artifactId":"hf-model-bartowski-tesslate-tessa-t1-32b-gguf","representationId":"rep-f6b22f6aebe59d497c4bcc5c7a344f6efe2400d47c30d5f76ae6e8c7671576de","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f6b22f6aebe59d497c4bcc5c7a344f6efe2400d47c30d5f76ae6e8c7671576de","artifactId":"hf-model-bartowski-tesslate-tessa-t1-32b-gguf","format":"gguf","source":{"provider":"huggingface","identity":"bartowski/Tesslate_Tessa-T1-32B-GGUF","revision":"3ddf805e42510cd823d390dcfda75dc9b25130f3","immutable":true},"files":[{"path":"Tesslate_Tessa-T1-32B-Q4_K_M.gguf","role":"weight","sizeBytes":19851336736,"sha256":"sha256:e52a2a0a877ce1de78f2ea472c9e3bc7a0c20d6998423e9d99a59175809d3a22","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d82060007c614e84d3d3360020c486009cbc6927503160f586b31797f50ed554"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:a0247ec55e98a49ae8b74fbb7fef15b3c9365129b26336c6161b21c7a2373558","representationDigest":"sha256:e7f43acf869efa622d5b4e1abbb80f923c51d97b806196c3c121416d2206b727","evidenceSnapshotDigest":"sha256:7ff4036063b43ff3249ada708ef7160ee9a027cd641605aa4c17b9e783b13bbf","evaluatedAt":"2026-09-22T15:59:48.185Z","authorityVersion":"sha256:46e3b318a4e64c910ca3d8130781f62877bc4e8341753fc15e863b6e215a9f06","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":1,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":31,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-02T23:29:28.254Z","evidence_url":"/api/manifests/hf-model-bartowski-tesslate-tessa-t1-32b-gguf"}},"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":"unknown","hosted":null,"fileCount":31,"publicDownloadableFileCount":1,"externalFileCount":31,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":531836888767,"label":"495.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1144,"upstreamStars":7,"label":"1.1K 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":"bartowski/Tesslate_Tessa-T1-32B-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/31 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: bartowski/Tesslate_Tessa-T1-32B-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/31 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":30,"totalFiles":31},"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-bartowski-tesslate-tessa-t1-32b-gguf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"bartowski/Tesslate_Tessa-T1-32B-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-02T23:29:28.254Z","evidence_url":"/api/manifests/hf-model-bartowski-tesslate-tessa-t1-32b-gguf"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-tesslate-tessa-t1-32b-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/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":"bartowski/Tesslate_Tessa-T1-32B-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"1/31 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: bartowski/Tesslate_Tessa-T1-32B-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 1/31 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":1,"externalFiles":30,"totalFiles":31},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-tesslate-tessa-t1-32b-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/distribution"},"supportedClaims":["bartowski/Tesslate_Tessa-T1-32B-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","bartowski/Tesslate_Tessa-T1-32B-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","bartowski/Tesslate_Tessa-T1-32B-GGUF 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-bartowski-tesslate-tessa-t1-32b-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-bartowski-tesslate-tessa-t1-32b-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-bartowski-tesslate-tessa-t1-32b-gguf/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."}}