{"schemaVersion":"hugging-bay.artifact-distribution.v1","downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":15,"mirroredBytes":19543165454,"readinessCheckedAt":"2026-10-31T06:24:17.398Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":15,"mirroredBytes":19543165454,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"generatedAt":"2026-10-31T06:24:17.404Z","baseUrl":"https://huggingbay.xyz","artifact":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":15,"mirroredBytes":19543165454,"readinessCheckedAt":"2026-10-31T06:24:17.398Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":15,"mirroredBytes":19543165454,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"id":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","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/Qwen3.6-27B"},{"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/Qwen3.6-27B","field":"baseModel"}],"parameters":null,"size":{"bytes":19887455621,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Youssofal","sourceUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","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","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"task":"text-generation","modality":"text","framework":"mtplx","formats":["mlx","gitattributes","md","jinja","json","safetensors"],"baseModel":"Qwen/Qwen3.6-27B","derivedFrom":"Qwen/Qwen3.6-27B","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"Qwen/Qwen3.6-27B","languages":[],"sourceUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","evalResults":[],"libraryName":"mtplx","pipelineTag":"text-generation","cardDataKeys":["base_model","base_model_relation","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mtplx llm model qwen/qwen3.6-27b safetensors agentic","semanticTerms":["text-generation","mtplx","llm","model","qwen/qwen3.6-27b","safetensors","agentic"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":4890},{"lfs":false,"path":"chat_template.jinja","sizeBytes":7764},{"lfs":false,"path":"config.json","sizeBytes":158323},{"lfs":false,"path":"configuration.json","sizeBytes":51},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":true,"path":"model-00001-of-00004.safetensors","sizeBytes":5355017314},{"lfs":true,"path":"model-00002-of-00004.safetensors","sizeBytes":5326635702},{"lfs":true,"path":"model-00003-of-00004.safetensors","sizeBytes":5362328179},{"lfs":true,"path":"model-00004-of-00004.safetensors","sizeBytes":3478828564},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":189789},{"lfs":true,"path":"mtp/weights.safetensors","sizeBytes":337565787},{"lfs":false,"path":"mtplx_runtime.json","sizeBytes":2158},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":390},{"lfs":false,"path":"processor_config.json","sizeBytes":1312},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989343},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1139},{"lfs":false,"path":"video_preprocessor_config.json","sizeBytes":385},{"lfs":false,"path":"vocab.json","sizeBytes":6722759}],"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":19887455621,"sizeKnown":true,"sizeLabel":"18.5 GB","sizeReason":"","declaredSizeBytes":19887455621,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1638,"stars":13,"citations":0,"updatedAt":"2026-09-22T14:51:42.484Z","createdAt":"2026-09-22T14:27:10.939Z","version":"hf-main","upstream":{"gated":false,"repoId":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","private":false,"repoUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","disabled":false,"provider":"huggingface","repoType":"model","revision":"908ec14b70acf69c1755be85478aad1843b18ba9","fetchedAt":"2026-09-22T14:27:10.936Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T14:51:42.484Z","mirroredBy":"mirror-batch-worker","totalFiles":19,"hostedFiles":15,"mirroredBytes":19543165454,"mirroredFiles":15,"storageProvider":"gcs","hosted":true,"downloadable":true,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":true,"serveAuthority":"live-serve-decision","bytesOnStorage":true},"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_eeb16a32ae25689ea0e63cd4ccd176bdaf673298651ecb204324eacec20b5141","artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","representationId":"rep-bc7aca15d6a0ec3fbe5db58c1474232bcb6c7e8e67bcb6d1d5ab2ed3bd394c36","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-bc7aca15d6a0ec3fbe5db58c1474232bcb6c7e8e67bcb6d1d5ab2ed3bd394c36","artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","format":"mlx","source":{"provider":"huggingface","identity":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","revision":"908ec14b70acf69c1755be85478aad1843b18ba9","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":7764,"sha256":"sha256:e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:db930e53d89aa8c92c4be0bfb6e8c39001ed6822034b4d924d4ca0c55b11941f"},{"path":"config.json","role":"config","sizeBytes":158323,"sha256":"sha256:d56cd9f2aa9710bd29170aefdd2bf86f2e5474aca67dbea982af1516432b0ff9","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fe90921de0edc0be721042560740ad5b09cec8cf7e6fbceb03ec40f86eba0f6d"},{"path":"generation_config.json","role":"config","sizeBytes":202,"sha256":"sha256:e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cf62a33cd6152cd027c5df4913238f9062454e5ecf987a863e573159bed7f61d"},{"path":"model-00001-of-00004.safetensors","role":"weight","sizeBytes":5355017314,"sha256":"sha256:efb44a4bb1ba3f27e5f5e1fcd98e0e2f29017650b47ef2236788b8fb03b2011b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:569e00a8cdc9309d10d7f7bbeeea9abf58bacc45ca1d0b1bcda549fa2aa55537"},{"path":"model-00002-of-00004.safetensors","role":"weight","sizeBytes":5326635702,"sha256":"sha256:fdc27187e0e11cfb63b94d70b825195547cc26c81bcbc0171b4454a1fca5caf3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:70ab4a695ae6e72d4a14aa537ae0feb1643f1939d235effdf0d353b44315b13d"},{"path":"model-00003-of-00004.safetensors","role":"weight","sizeBytes":5362328179,"sha256":"sha256:78b74d6595e9d773a30dec873ae5eeeff778112dba6ab50495cb5f815e0d1f63","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:94d25b1c890973fb3b71a2b0e7636f9f230f6b46f7b1e717f6eedfe9a7dc48fa"},{"path":"model-00004-of-00004.safetensors","role":"weight","sizeBytes":3478828564,"sha256":"sha256:d60c9592ff58b5a8b874fee45fa84f3a276282c4ca54831929ee0b2de9aeb5c2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1a1bd44ade7e6792bd9eccb63eaa2f7dccb95f7b5061b4517d49feadf356e23a"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":189789,"sha256":"sha256:d3ef3d49f99af4bf562fce28b5b44117720d88ce390f0475aa5def869ef090cd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:258aa2efab1c7bcaedc9bd5cf80789467f1523124ea52c5205656ae4719fb075"},{"path":"preprocessor_config.json","role":"config","sizeBytes":390,"sha256":"sha256:27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b9e690b1aaf570a6a846af50d611fca9b35b5cf1a181ad26326435eb6e333a1d"},{"path":"processor_config.json","role":"config","sizeBytes":1312,"sha256":"sha256:51c5f33646392e0bf1ed3e96be02504da47406c21c6cb86925d8908d1a6c4da7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:56066d38a50da414d67438ea799e9bbfb2914a6c6149d4854424f2a2b93a1784"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989343,"sha256":"sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:eea575d25f50d36e93c607c29c5de8f0465439c05f24ce5856e8a9952b3851ba"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1139,"sha256":"sha256:e98f1901ac6f0adff67b1d540bfa0c36ac1a0cf59eb72ed78146ef89aafa1182","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5b9f3c5645226da994a490dd92d493533bd49dcdc84ab47a2f135d623bd68fee"},{"path":"video_preprocessor_config.json","role":"config","sizeBytes":385,"sha256":"sha256:7768af27c1fafa9cc9011c1dc20067e03f8915e03b63504550e11d5066986d13","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c339b98fc3d12494436a36fe7fb3d174d4dc887a851ed7290f94a79a95d659b0"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:84fe55e8178759a12385ec6786c599a753c0fad2a4998880e4656ca0cb7f9861","representationDigest":"sha256:26cf8982e2cdababebc842180400834c6bb02608f0b71f2445249989a3db9cff","evidenceSnapshotDigest":"sha256:86a9b685a2f549f45afeb6b6b73538cdd2f0617c5747653a4636166d815a5c7d","evaluatedAt":"2026-09-22T14:51:43.448Z","authorityVersion":"sha256:51131c7d0f45abca87e0276c300b6ff244da33057df290962aa71bc0b333df6a","invalidatedBy":null,"manifestFinal":true,"downloadable":false,"hosted":true,"hostedFiles":13,"serveAuthority":"live-serve-decision","individuallyHashedFiles":13,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":13,"strictlyDownloadableFiles":15,"strictlyDownloadableHashedFiles":15,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":21,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-10-31T06:24:17.398Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"lastKnownAnswer":"Ready to download"},"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":21,"publicDownloadableFileCount":15,"externalFileCount":21,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":19887455621,"label":"18.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1638,"upstreamStars":13,"label":"1.6K 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":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"15/21 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: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 15/21 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"bytes-complete","hostedFinal":true,"hostedFiles":15,"externalFiles":6,"totalFiles":21},"action":{"id":"download","label":"Download exact selected bytes","detail":"The selected immutable representation is byte-complete; runtime compatibility is not established.","href":"/api/v1/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/download-plan"}},"sampleFiles":[{"path":".gitattributes","sizeBytes":1570,"format":"gitattributes","risk":"low","downloadPolicy":"external","sourceKind":"external-hf"},{"path":"README.md","sizeBytes":4890,"format":"md","risk":"low","downloadPolicy":"capability","sourceKind":"external-hf"},{"path":"chat_template.jinja","sizeBytes":7764,"format":"jinja","risk":"low","downloadPolicy":"capability","sourceKind":"mirrored-upstream"},{"path":"config.json","sizeBytes":158323,"format":"json","risk":"low","downloadPolicy":"capability","sourceKind":"mirrored-upstream"},{"path":"configuration.json","sizeBytes":51,"format":"json","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":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2"}},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.398Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"}},"policy":{"verifiedHostedFirst":true,"peerFallbacksRequireReview":true,"licenseMirrorAllowed":true,"noGatedPrivateBypass":true,"noUnreviewedMagnetPublication":true,"note":"Hugging Bay is a verified catalog and selective mirror. Peer-assisted fallback metadata is accepted only for review and is published only after source, license, provenance, and safety checks."},"hostedDownloads":{"status":"hosted","hosted":true,"hostedFiles":13,"readiness":"ready","downloadReady":true,"degraded":false,"stale":false,"serveDecision":{"state":"READY","authority":"live-serve-decision"},"filesUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/files?limit=100","downloadableFilesUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2&limit=100","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","torrentUrl":null,"magnetUri":null,"torrent":{"status":"unavailable","torrentUrl":null,"magnetUri":null,"reason":"fresh_torrent_generation_unavailable"},"reviewedPeerFallbackReady":true,"reviewedPeerFallbackFiles":0,"reviewedPeerFallbackCount":0,"peerFallbackReadinessUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/distribution","rows":[{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"chat_template.jinja","format":"jinja","risk":"low","sizeBytes":7764,"storageSizeBytes":7764,"sha256":"e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","byteVerifiedAt":"2026-09-22T14:49:22.464Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/chat_template.jinja","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":7764,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":7764,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"config.json","format":"json","risk":"low","sizeBytes":158323,"storageSizeBytes":158323,"sha256":"d56cd9f2aa9710bd29170aefdd2bf86f2e5474aca67dbea982af1516432b0ff9","byteVerifiedAt":"2026-09-22T14:49:22.605Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":158323,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":158323,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"generation_config.json","format":"json","risk":"low","sizeBytes":202,"storageSizeBytes":202,"sha256":"e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","byteVerifiedAt":"2026-09-22T14:49:22.703Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/generation_config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":202,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":202,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"model-00001-of-00004.safetensors","format":"safetensors","risk":"low","sizeBytes":5355017314,"storageSizeBytes":5355017314,"sha256":"efb44a4bb1ba3f27e5f5e1fcd98e0e2f29017650b47ef2236788b8fb03b2011b","byteVerifiedAt":"2026-09-22T14:50:01.313Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00001-of-00004.safetensors","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5355017314,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5355017314,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"model-00002-of-00004.safetensors","format":"safetensors","risk":"low","sizeBytes":5326635702,"storageSizeBytes":5326635702,"sha256":"fdc27187e0e11cfb63b94d70b825195547cc26c81bcbc0171b4454a1fca5caf3","byteVerifiedAt":"2026-09-22T14:50:39.852Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00002-of-00004.safetensors","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5326635702,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5326635702,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"model-00003-of-00004.safetensors","format":"safetensors","risk":"low","sizeBytes":5362328179,"storageSizeBytes":5362328179,"sha256":"78b74d6595e9d773a30dec873ae5eeeff778112dba6ab50495cb5f815e0d1f63","byteVerifiedAt":"2026-09-22T14:51:17.253Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00003-of-00004.safetensors","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5362328179,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5362328179,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"model-00004-of-00004.safetensors","format":"safetensors","risk":"low","sizeBytes":3478828564,"storageSizeBytes":3478828564,"sha256":"d60c9592ff58b5a8b874fee45fa84f3a276282c4ca54831929ee0b2de9aeb5c2","byteVerifiedAt":"2026-09-22T14:51:40.777Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00004-of-00004.safetensors","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":3478828564,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":3478828564,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"model.safetensors.index.json","format":"json","risk":"low","sizeBytes":189789,"storageSizeBytes":189789,"sha256":"d3ef3d49f99af4bf562fce28b5b44117720d88ce390f0475aa5def869ef090cd","byteVerifiedAt":"2026-09-22T14:51:40.907Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model.safetensors.index.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":189789,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":189789,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"preprocessor_config.json","format":"json","risk":"low","sizeBytes":390,"storageSizeBytes":390,"sha256":"27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","byteVerifiedAt":"2026-09-22T14:51:40.987Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/preprocessor_config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":390,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":390,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"processor_config.json","format":"json","risk":"low","sizeBytes":1312,"storageSizeBytes":1312,"sha256":"51c5f33646392e0bf1ed3e96be02504da47406c21c6cb86925d8908d1a6c4da7","byteVerifiedAt":"2026-09-22T14:51:41.090Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/processor_config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1312,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1312,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"tokenizer_config.json","format":"json","risk":"low","sizeBytes":1139,"storageSizeBytes":1139,"sha256":"e98f1901ac6f0adff67b1d540bfa0c36ac1a0cf59eb72ed78146ef89aafa1182","byteVerifiedAt":"2026-09-22T14:51:41.625Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/tokenizer_config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1139,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1139,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"tokenizer.json","format":"json","risk":"low","sizeBytes":19989343,"storageSizeBytes":19989343,"sha256":"87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","byteVerifiedAt":"2026-09-22T14:51:41.476Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/tokenizer.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":19989343,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":19989343,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"},{"artifactId":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","visibility":"public","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mtplx","safetensors","qwen3_5","mlx","apple-silicon","macos","speculative-decoding","qwen","qwen3","qwen3-next","mtp","local-ai","coding","agentic","text-generation","conversational","base_model:qwen/qwen3.6-27b","base_model:quantized:qwen/qwen3.6-27b","license:apache-2.0","4-bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2 · mtplx","baseModel":"Qwen/Qwen3.6-27B","downloadCount":1638,"filePath":"video_preprocessor_config.json","format":"json","risk":"low","sizeBytes":385,"storageSizeBytes":385,"sha256":"7768af27c1fafa9cc9011c1dc20067e03f8915e03b63504550e11d5066986d13","byteVerifiedAt":"2026-09-22T14:51:41.750Z","sourceKind":"mirrored-hf","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/video_preprocessor_config.json","manifestUrl":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","manifestKeyUrl":"/api/keys/manifest-signing","serveDecision":{"state":"READY","policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-22T14:56:49.067Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":385,"readinessCheckedAt":"2026-10-31T06:24:17.397Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-10-31T06:24:17.272Z","serveEvaluationId":"serve-f9d0277727165e194f9265aa79168f8792723a161bede1510adde8cf2f4e59e8","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":385,"readinessCheckedAt":"2026-10-31T06:24:17.272Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"publicDownloadableFileCount":1,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.397Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"signature_state":"signed"}]},"upstream":{"provider":"huggingface","repoId":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","repoUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","externalMetadataOnly":false},"decentralizedFallbacks":{"protocol":"bittorrent-magnet-metadata","verifiedCount":0,"pendingReviewCount":0,"requestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/decentralized-fallbacks","reviewQueueUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/distribution","verified":[],"pendingReview":[],"readiness":{"status":"ready-for-reviewed-fallback","ready":true,"reviewRequired":true,"publishActualMagnetOnlyAfterReview":true,"protocol":"bittorrent-magnet-metadata","torrentName":"Youssofal-Qwen3.6-27B-MTPLX-Optimized-Speed-V2","licenseAllowed":true,"sameAsUpstreamRequired":true,"sourceUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/distribution","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","downloadPlanUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/download-plan","requestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/decentralized-fallbacks","manifestDigest":"sha256:c0dd8cdb1a3064347c330f10687d28ddc14db54b6ff4915edd0067a61bb7a432","fileCount":13,"totalBytes":19543158406,"files":[{"path":"","sizeBytes":7764,"sha256":"e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/chat_template.jinja"},{"path":"","sizeBytes":158323,"sha256":"d56cd9f2aa9710bd29170aefdd2bf86f2e5474aca67dbea982af1516432b0ff9","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/config.json"},{"path":"","sizeBytes":202,"sha256":"e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/generation_config.json"},{"path":"","sizeBytes":5355017314,"sha256":"efb44a4bb1ba3f27e5f5e1fcd98e0e2f29017650b47ef2236788b8fb03b2011b","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00001-of-00004.safetensors"},{"path":"","sizeBytes":5326635702,"sha256":"fdc27187e0e11cfb63b94d70b825195547cc26c81bcbc0171b4454a1fca5caf3","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00002-of-00004.safetensors"},{"path":"","sizeBytes":5362328179,"sha256":"78b74d6595e9d773a30dec873ae5eeeff778112dba6ab50495cb5f815e0d1f63","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00003-of-00004.safetensors"},{"path":"","sizeBytes":3478828564,"sha256":"d60c9592ff58b5a8b874fee45fa84f3a276282c4ca54831929ee0b2de9aeb5c2","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model-00004-of-00004.safetensors"},{"path":"","sizeBytes":189789,"sha256":"d3ef3d49f99af4bf562fce28b5b44117720d88ce390f0475aa5def869ef090cd","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/model.safetensors.index.json"},{"path":"","sizeBytes":390,"sha256":"27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/preprocessor_config.json"},{"path":"","sizeBytes":1312,"sha256":"51c5f33646392e0bf1ed3e96be02504da47406c21c6cb86925d8908d1a6c4da7","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/processor_config.json"},{"path":"","sizeBytes":1139,"sha256":"e98f1901ac6f0adff67b1d540bfa0c36ac1a0cf59eb72ed78146ef89aafa1182","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/tokenizer_config.json"},{"path":"","sizeBytes":19989343,"sha256":"87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/tokenizer.json"},{"path":"","sizeBytes":385,"sha256":"7768af27c1fafa9cc9011c1dc20067e03f8915e03b63504550e11d5066986d13","downloadUrl":"/api/downloads/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/video_preprocessor_config.json"}],"blockers":[],"requiredEvidence":["magnet URI with btih info hash","source URL proving the torrent maps to this public upstream release","SHA-256 or signed manifest evidence for each hosted file","reviewer note confirming license, provenance, scan, and same-as-upstream checks"],"guidance":"This hosted artifact has enough signed hash/provenance metadata for a reviewed torrent or magnet fallback request; submit the magnet for review before publication."}},"recommendedFlow":["Prefer hostedDownloads rows and verify SHA-256/manifest before runtime use.","If a legitimate torrent/magnet already exists for this open artifact, submit it to decentralizedFallbacks.requestUrl for review.","Do not use Hugging Bay to bypass gated, private, removed, or unknown-license sources."],"actions":{"web":"https://huggingbay.xyz/artifact/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/distribution","submitFallback":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/decentralized-fallbacks","body":{"magnetUri":"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.","sourceUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","useCase":"community resilience fallback"}},"requestHostedMirror":null},"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":15,"peerFallbacks":{"schemaVersion":"hugging-bay.peer-fallbacks.v1","generatedAt":"2026-10-31T06:24:17.408Z","baseUrl":"https://huggingbay.xyz","artifact":{"id":"hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","repo":"Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2","owner":"Youssofal","name":"Qwen3.6-27B-MTPLX-Optimized-Speed-V2","type":"llm","license":"apache-2.0","hostingStatus":"hosted","sourceUrl":"https://huggingface.co/Youssofal/Qwen3.6-27B-MTPLX-Optimized-Speed-V2"},"policy":{"reviewRequired":true,"noUnreviewedMagnetPublication":true,"noGatedPrivateBypass":true,"hostedHashVerificationRequired":true,"directTorrentGeneration":false,"note":"Hosted torrents are generated only from the exact serving-eligibility authority with full-byte verification. Third-party peer-fallback metadata remains separately review-gated and unreviewed magnets are never published."},"summary":{"hostedFiles":13,"filesWithReviewedFallbacks":0,"reviewedFileFallbacks":0,"reviewedArtifactFallbacks":0,"reviewedFallbacks":0,"reviewedTorrentSources":0,"pendingReviewRequests":0,"ready":false},"readiness":{"state":"unknown","completeRunnable":false,"verified":false,"runReady":false,"reason":"recorded-evaluator-not-integrated"},"verifiedFallbacks":[],"files":[],"pendingReview":[],"actions":{"web":"https://huggingbay.xyz/artifact/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/peer-fallbacks","distributionUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/distribution","downloadPlanUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/download-plan","hostedDownloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2&limit=100","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","generatedTorrentUrl":null,"requestUrl":"https://huggingbay.xyz/api/artifacts/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2/decentralized-fallbacks","artifactUrl":"https://huggingbay.xyz/artifact/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2","releaseUrl":"https://huggingbay.xyz/releases/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"},"commands":[],"guidance":["Inspect hosted file hashes separately; they do not establish bundle completeness or runtime readiness.","Peer fallback metadata is informational and does not establish a verified or runnable bundle.","Submit legitimate open-artifact magnet metadata through actions.requestUrl; unreviewed submissions remain hidden."]},"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.","downloadable":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-10-31T06:24:17.398Z","evidence_url":"/api/manifests/hf-model-youssofal-qwen3-6-27b-mtplx-optimized-speed-v2"}}