{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T06:44:51.948Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-choco-conoz-twinllama-3-2-1b","repo":"choco-conoz/TwinLlama-3.2-1B","artifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T05:09:44.200Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-30T05:09:44.200Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-choco-conoz-twinllama-3-2-1b","owner":"choco-conoz","name":"TwinLlama-3.2-1B","repo":"choco-conoz/TwinLlama-3.2-1B","type":"llm","summary":"Model from Hugging Face for text generation: choco-conoz/TwinLlama-3.2-1B · transformers","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for generating text.","confidence":"medium","task":"text-generation","audience":null,"basis":"recorded-metadata","rules":["task:text-generation"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"unsloth/Llama-3.2-1B"},{"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":"unsloth/Llama-3.2-1B","field":"baseModel"}],"parameters":null,"size":{"bytes":2488909707,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"choco-conoz","sourceUrl":"https://huggingface.co/choco-conoz/TwinLlama-3.2-1B","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","llama","text-generation","text-generation-inference","unsloth","ko","dataset:choco-conoz/llm-twin-instruction-dataset","base_model:unsloth/llama-3.2-1b","base_model:finetune:unsloth/llama-3.2-1b","license:apache-2.0","endpoints_compatible","region:us","llm","en","choco-conoz/llm-twin-instruction-dataset","unsloth/llama-3.2-1b"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","json","safetensors"],"baseModel":"unsloth/Llama-3.2-1B","derivedFrom":"unsloth/Llama-3.2-1B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["choco-conoz/llm-twin-instruction-dataset"],"paperIds":[],"repoType":"model","baseModel":"unsloth/Llama-3.2-1B","languages":["en","ko"],"sourceUrl":"https://huggingface.co/choco-conoz/TwinLlama-3.2-1B","evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["base_model","datasets","language","license","tags"],"semanticText":"text-generation transformers llm model en ko choco-conoz/llm-twin-instruction-dataset unsloth/llama-3.2-1b safetensors dataset:choco-conoz/llm-twin-instruction-dataset","semanticTerms":["text-generation","transformers","llm","model","en","ko","choco-conoz/llm-twin-instruction-dataset","unsloth/llama-3.2-1b","safetensors","dataset:choco-conoz/llm-twin-instruction-dataset"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":352},{"lfs":false,"path":"config.json","sizeBytes":922},{"lfs":false,"path":"generation_config.json","sizeBytes":230},{"lfs":true,"path":"model.safetensors","sizeBytes":2471645608},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":459},{"lfs":true,"path":"tokenizer.json","sizeBytes":17209920},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":50646}],"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":2488909707,"sizeKnown":true,"sizeLabel":"2.3 GB","sizeReason":"","declaredSizeBytes":2488909707,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":24,"stars":2,"citations":0,"updatedAt":"2026-09-03T15:21:39.379Z","createdAt":"2026-06-30T19:25:22.889Z","version":"hf-main","upstream":{"gated":false,"repoId":"choco-conoz/TwinLlama-3.2-1B","private":false,"repoUrl":"https://huggingface.co/choco-conoz/TwinLlama-3.2-1B","disabled":false,"provider":"huggingface","repoType":"model","revision":"8b0cd3c1973b73ce7815a92ec9da7759b8eeea50","fetchedAt":"2026-09-03T15:14:24.510Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-09-03T15:21:39.379Z","mirroredBy":"mirror-batch-worker","totalFiles":8,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"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_d70d27313165ebf5b7738df21b8b2b0cc91e926601f6a1f279db397d3664fb1e","artifactId":"hf-model-choco-conoz-twinllama-3-2-1b","representationId":"rep-a2f1e7839c00fe2786dc0043072d96e7abcab6b9eb1a92fad362e38404899038","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a2f1e7839c00fe2786dc0043072d96e7abcab6b9eb1a92fad362e38404899038","artifactId":"hf-model-choco-conoz-twinllama-3-2-1b","format":"safetensors","source":{"provider":"huggingface","identity":"choco-conoz/TwinLlama-3.2-1B","revision":"8b0cd3c1973b73ce7815a92ec9da7759b8eeea50","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":352,"sha256":"sha256:fe0220450415c6be72e73462224753d9e792ed96c8f6188af6ba0f9d139da809","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:67e43cc5d3f8cea552540c256846136f6aaa0d7f52ed0a60b7ae62c757e22a7f"},{"path":"config.json","role":"config","sizeBytes":922,"sha256":"sha256:4e339b2a44b7acdb8cfdb541f5e603e837b2339fcc13d31728cbbf026b0e279c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1625c0e8d5dc592510b5c5c0108b9952aafefb37f9afa9359c3f173348008f6e"},{"path":"generation_config.json","role":"config","sizeBytes":230,"sha256":"sha256:514e53e1ff454605970b2c9a578780de3776ee70af311eb252094eb7c2df84aa","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:01ba34424aa006de6aad0a9ec19bfb382b9e0129399f99ea4dd8705cc3f914fa"},{"path":"model.safetensors","role":"weight","sizeBytes":2471645608,"sha256":"sha256:c2a42864e37254f8d4b8d8e9be2cf67e20b1769538709b8802ddea9c407ac81c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:76a4ff8b981fe6b378900e15666d85f7a0e64a457c4baa9926c8cc393afe2b43"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":459,"sha256":"sha256:32f404d626cf7b1b6eea36c241ae7cbd6ec29c777a8701ea48c0fe9ebb94c9b1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7b16fe36a7408724196c5a5f40b8abf88faaf2558296bde27ac37cc15c638e96"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":17209920,"sha256":"sha256:6b9e4e7fb171f92fd137b777cc2714bf87d11576700a1dcd7a399e7bbe39537b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1c14e625491431d1fa585fd51b841c5160846b73fac18c1f312456feeb0f078d"},{"path":"tokenizer_config.json","role":"config","sizeBytes":50646,"sha256":"sha256:c4d9433c811cb815f64adceee36fd5dc732e446a3e5543c4a794546fede798e0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0b0c1f8b9df04fa3c2f98b710df611c4d1afe89f7b04bb413967f0ddab15c997"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:8cd87d3b95308f013122abd328b015a7aee95e11a66846388000629964b9f22b","representationDigest":"sha256:4c9aa36a33a6c9f43f93546e1c6e00e7209016ef835ad29650c82d55730e62f3","evidenceSnapshotDigest":"sha256:ed0db9923ef985fc5c419a9794c287383a462d33c84a6a0e68a140dc78770cab","evaluatedAt":"2026-09-03T15:21:39.721Z","authorityVersion":"sha256:8739fa2e3470b623963a089b654241ff605365d166831b0148c470273882e9a2","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":7,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":8,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T05:09:44.200Z","evidence_url":"/api/manifests/hf-model-choco-conoz-twinllama-3-2-1b"}},"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":"blocked","hosted":false,"fileCount":8,"publicDownloadableFileCount":0,"externalFileCount":8,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2488909707,"label":"2.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":24,"upstreamStars":2,"label":"24 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":"choco-conoz/TwinLlama-3.2-1B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: choco-conoz/TwinLlama-3.2-1B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":8,"totalFiles":8},"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-choco-conoz-twinllama-3-2-1b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"choco-conoz/TwinLlama-3.2-1B"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T05:09:44.200Z","evidence_url":"/api/manifests/hf-model-choco-conoz-twinllama-3-2-1b"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-choco-conoz-twinllama-3-2-1b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-choco-conoz-twinllama-3-2-1b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/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":"choco-conoz/TwinLlama-3.2-1B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: choco-conoz/TwinLlama-3.2-1B","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":8,"totalFiles":8},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-choco-conoz-twinllama-3-2-1b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-choco-conoz-twinllama-3-2-1b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/distribution"},"supportedClaims":["choco-conoz/TwinLlama-3.2-1B has 0 self-reported, unqualified Hugging Bay community reviews.","choco-conoz/TwinLlama-3.2-1B has 0 self-reported run claims; none qualify verification during limited availability.","choco-conoz/TwinLlama-3.2-1B 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-choco-conoz-twinllama-3-2-1b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-choco-conoz-twinllama-3-2-1b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-choco-conoz-twinllama-3-2-1b/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."}}