{"schemaVersion":"hugging-bay.publisher-profile.v1","generatedAt":"2026-10-28T23:50:24.760Z","namespace":"nathansutton","displayName":"nathansutton","claimed":false,"applicationStatus":null,"stats":{"artifacts":1,"publicArtifacts":1,"gatedArtifacts":0,"hostedArtifacts":0,"hostedFiles":0,"externalFiles":13,"totalFiles":13,"downloads":3884,"stars":6,"updatedAt":"2026-09-22T02:24:21.903Z","reviewQualification":"self-reported-unqualified","reviewTrustImpact":"none"},"topArtifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7694048032,"readinessCheckedAt":"2026-10-28T23:45:12.066Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7694048032,"readinessCheckedAt":"2026-10-28T23:45:12.066Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx","owner":"nathansutton","name":"Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","repo":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","type":"llm","summary":"Model from Hugging Face for text generation: nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX · mlx","cardDescription":"A model for generating and working with code.","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":"Qwen/Qwen3.8-27B"},{"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":"Qwen/Qwen3.8-27B","field":"baseModel"}],"parameters":null,"size":{"bytes":8840805938,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nathansutton","sourceUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","prism_hadamard_qwen35","apple-silicon","coding","ternary","hadamard","speculative-decoding","text-generation","conversational","arxiv:2602.06036","base_model:qwen/qwen3.8-27b","base_model:finetune:qwen/qwen3.8-27b","license:apache-2.0","region:us","llm","qwen/qwen3.8-27b"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","txt","md","jinja","json","safetensors"],"baseModel":"Qwen/Qwen3.8-27B","derivedFrom":"Qwen/Qwen3.8-27B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2602.06036"],"repoType":"model","baseModel":"Qwen/Qwen3.8-27B","languages":[],"sourceUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model qwen/qwen3.8-27b safetensors","semanticTerms":["text-generation","mlx","llm","model","qwen/qwen3.8-27b","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"LICENSE","sizeBytes":10174},{"lfs":false,"path":"NOTICE.txt","sizeBytes":411},{"lfs":false,"path":"README.md","sizeBytes":5341},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8953},{"lfs":false,"path":"config.json","sizeBytes":57717},{"lfs":false,"path":"dflash/config.json","sizeBytes":1064},{"lfs":true,"path":"dflash/model.safetensors","sizeBytes":1146451617},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":false,"path":"hadamard.json","sizeBytes":297903},{"lfs":true,"path":"model.safetensors","sizeBytes":7673980500},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989325},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1161}],"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":8840805938,"sizeKnown":true,"sizeLabel":"8.2 GB","sizeReason":"","declaredSizeBytes":8840805938,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":3884,"stars":6,"citations":0,"updatedAt":"2026-09-22T02:24:21.903Z","createdAt":"2026-09-22T02:12:38.243Z","version":"hf-main","upstream":{"gated":false,"repoId":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","private":false,"repoUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","disabled":false,"provider":"huggingface","repoType":"model","revision":"234cc925d77cd94683e47b1493bd964917aaf43b","fetchedAt":"2026-09-22T02:12:38.241Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T02:24:21.903Z","mirroredBy":"mirror-batch-worker","totalFiles":13,"hostedFiles":7,"mirroredBytes":7694048032,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":13,"publicDownloadableFileCount":7,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":8840805938,"label":"8.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3884,"upstreamStars":6,"label":"3.9K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/13 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":6,"totalFiles":13},"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-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"NOTICE.txt","sizeBytes":411,"format":"txt","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":5341,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T23:45:12.066Z","evidence_url":"/api/manifests/hf-model-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx"},"lastKnownAnswer":"Ready to download"},"topTypes":[{"type":"llm","count":1}],"topLicenses":[{"license":"apache-2.0","count":1}],"sourceCounts":[{"source":"huggingface","count":1}],"worksWith":[],"links":{"web":"https://huggingbay.xyz/publishers/nathansutton","api":"https://huggingbay.xyz/api/publishers/nathansutton","artifacts":"https://huggingbay.xyz/api/artifacts?summary=1&owner=nathansutton&limit=50","apply":"https://huggingbay.xyz/publishers/apply"},"artifacts":[{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7694048032,"readinessCheckedAt":"2026-10-28T23:45:12.066Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":7694048032,"readinessCheckedAt":"2026-10-28T23:45:12.066Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx","owner":"nathansutton","name":"Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","repo":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","type":"llm","summary":"Model from Hugging Face for text generation: nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX · mlx","cardDescription":"A model for generating and working with code.","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":"Qwen/Qwen3.8-27B"},{"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":"Qwen/Qwen3.8-27B","field":"baseModel"}],"parameters":null,"size":{"bytes":8840805938,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"nathansutton","sourceUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","prism_hadamard_qwen35","apple-silicon","coding","ternary","hadamard","speculative-decoding","text-generation","conversational","arxiv:2602.06036","base_model:qwen/qwen3.8-27b","base_model:finetune:qwen/qwen3.8-27b","license:apache-2.0","region:us","llm","qwen/qwen3.8-27b"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","txt","md","jinja","json","safetensors"],"baseModel":"Qwen/Qwen3.8-27B","derivedFrom":"Qwen/Qwen3.8-27B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2602.06036"],"repoType":"model","baseModel":"Qwen/Qwen3.8-27B","languages":[],"sourceUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model qwen/qwen3.8-27b safetensors","semanticTerms":["text-generation","mlx","llm","model","qwen/qwen3.8-27b","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"LICENSE","sizeBytes":10174},{"lfs":false,"path":"NOTICE.txt","sizeBytes":411},{"lfs":false,"path":"README.md","sizeBytes":5341},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8953},{"lfs":false,"path":"config.json","sizeBytes":57717},{"lfs":false,"path":"dflash/config.json","sizeBytes":1064},{"lfs":true,"path":"dflash/model.safetensors","sizeBytes":1146451617},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":false,"path":"hadamard.json","sizeBytes":297903},{"lfs":true,"path":"model.safetensors","sizeBytes":7673980500},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989325},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1161}],"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":8840805938,"sizeKnown":true,"sizeLabel":"8.2 GB","sizeReason":"","declaredSizeBytes":8840805938,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":3884,"stars":6,"citations":0,"updatedAt":"2026-09-22T02:24:21.903Z","createdAt":"2026-09-22T02:12:38.243Z","version":"hf-main","upstream":{"gated":false,"repoId":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","private":false,"repoUrl":"https://huggingface.co/nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","disabled":false,"provider":"huggingface","repoType":"model","revision":"234cc925d77cd94683e47b1493bd964917aaf43b","fetchedAt":"2026-09-22T02:12:38.241Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T02:24:21.903Z","mirroredBy":"mirror-batch-worker","totalFiles":13,"hostedFiles":7,"mirroredBytes":7694048032,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"state":"unknown","reason":"recorded-snapshot-unavailable","completeRunnable":null,"verified":null,"runReady":null,"commandsAvailable":false,"manifestFinal":false,"downloadable":false,"hosted":false,"serveAuthority":"unbound","hostedFiles":0,"individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","totalFiles":13,"scope":"file-inventory-only"},"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."},"hostingStatus":"hosted","hosted":true,"fileCount":13,"publicDownloadableFileCount":7,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":8840805938,"label":"8.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":3884,"upstreamStars":6,"label":"3.9K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-unknown","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/13 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX","Scan: passed","Byte manifest integrity: selected representation is unknown; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":6,"totalFiles":13},"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-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx/mirrors"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"NOTICE.txt","sizeBytes":411,"format":"txt","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":5341,"format":"md","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"}],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"nathansutton/Qwen3.8-27B-Ternary-Bonsai-2-DFlash2-MLX"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T23:45:12.066Z","evidence_url":"/api/manifests/hf-model-nathansutton-qwen3-8-27b-ternary-bonsai-2-dflash2-mlx"},"lastKnownAnswer":"Ready to download"}],"guidance":["Use publisher profiles to find official namespace releases and likely maintainers.","Claim status is a Hugging Bay namespace signal, not proof of upstream ownership unless verification is explicit.","Use hosted/downloadable rows plus manifests for automated downloads."],"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."}}