{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T13:50:10.177Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","repo":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":15153237017,"readinessCheckedAt":"2026-10-31T12:42:55.167Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":15153237017,"readinessCheckedAt":"2026-10-31T12:42:55.167Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","owner":"lukaskremla","name":"Qwen3.8-27B-4bit-MLX-TextOnly","repo":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","type":"llm","summary":"Model from Hugging Face for text generation: lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly · mlx","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"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":15153239788,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"lukaskremla","sourceUrl":"https://huggingface.co/lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","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","qwen3_5","mlx-lm","qwen","qwen3.8","qwen3.8-27b","text-generation","text-only","conversational","reasoning","tool-use","long-context","multilingual","quantized","weight-only-quantization","affine","rtn","group-size-64","4-bit"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","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":[],"repoType":"model","baseModel":"Qwen/Qwen3.8-27B","languages":[],"sourceUrl":"https://huggingface.co/lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","base_model_relation","library_name","license","model_name","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":"README.md","sizeBytes":1201},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8952},{"lfs":false,"path":"config.json","sizeBytes":4089},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":true,"path":"model-00001-of-00003.safetensors","sizeBytes":5328325554},{"lfs":true,"path":"model-00002-of-00003.safetensors","sizeBytes":5354185158},{"lfs":true,"path":"model-00003-of-00003.safetensors","sizeBytes":4450532795},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":189789},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989343},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1135}],"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":15153239788,"sizeKnown":true,"sizeLabel":"14.1 GB","sizeReason":"","declaredSizeBytes":15153239788,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1495,"stars":4,"citations":0,"updatedAt":"2026-09-22T16:24:48.998Z","createdAt":"2026-09-22T15:57:54.623Z","version":"hf-main","upstream":{"gated":false,"repoId":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","private":false,"repoUrl":"https://huggingface.co/lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","disabled":false,"provider":"huggingface","repoType":"model","revision":"e4833b85af3d88155fbfa24b0680c0e4cb90dde5","fetchedAt":"2026-09-22T15:57:54.620Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T16:24:48.998Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":9,"mirroredBytes":15153237017,"mirroredFiles":9,"storageProvider":"gcs","hosted":true,"downloadable":null,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":null},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_c71d07a97382c0c13c9ac0e8ec8688bcaab8290246a94f1bbb94a54b1f0db78c","artifactId":"hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","representationId":"rep-f60154edbcd9f9936a2407fb4b0ca9585974fad5ea77e996c0cf956ae06ae7ba","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f60154edbcd9f9936a2407fb4b0ca9585974fad5ea77e996c0cf956ae06ae7ba","artifactId":"hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","format":"mlx","source":{"provider":"huggingface","identity":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","revision":"e4833b85af3d88155fbfa24b0680c0e4cb90dde5","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":8952,"sha256":"sha256:c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f09e587b8244b15fc66cb49c6c30dfc24a032d5e2ad52659b741d70b978d1bd0"},{"path":"config.json","role":"config","sizeBytes":4089,"sha256":"sha256:5255de91766beaec591d69b361b7292cb5a8a138ea505353e2a283cc7effa256","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:80e6e83b2e423e6ee572f14d8cb7efa6bb98e7ff5d0bf56433c825de3ccf0d1e"},{"path":"generation_config.json","role":"config","sizeBytes":202,"sha256":"sha256:e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:46b9dda1ad5bd662d6d833292e698ee4af0089d52e5d6e297386ce074564b5d4"},{"path":"model-00001-of-00003.safetensors","role":"weight","sizeBytes":5328325554,"sha256":"sha256:4a8692f9038bc8e9155eeda6bab1b79de19f8c162f55edf484826b8c2dd5b517","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:eaf8484f0844b434a998c577f8670c5502b16b8558dd536df69169477e306156"},{"path":"model-00002-of-00003.safetensors","role":"weight","sizeBytes":5354185158,"sha256":"sha256:bf4a972d0da06c6d002398a23f3e26ea27115392a9506a8959e384e5edbb00a1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cd42c8534ee4285f957050e1687242708808b343efd24700219d69c41a3bdd02"},{"path":"model-00003-of-00003.safetensors","role":"weight","sizeBytes":4450532795,"sha256":"sha256:46eb64bfd2f00696c73eff8b38bcfe461c17643171db530e6b3a0f42fad09e2f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:58b0a107b3f97a28609685d8b1091e61a7037fc2072a9635dd3950f3be68eb2c"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":189789,"sha256":"sha256:a2161f6a6c9f7c434145f97a4a4262a74eb3e16a95088e713754eb108b198511","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1882b175c5268250312e42d691caeaff182333aa5cac174fef08571310cbb0e5"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989343,"sha256":"sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b65abb0ec9f58f4c987dcb6d0e3edbe390e5bc0bd14476bff52bac4f42f9be2a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1135,"sha256":"sha256:b2bed5e033438f09f22b0ce9522115b4807d9bbcc3b82bf23372cb74d93ed081","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d0b512e8eca8ffeb0ad4d24e4847bec759d8a9b0dca166f607ce8d649ea4e41e"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:20d600055530c8e385f679515f8af46becaa418e1ccb71d8f6160c327c1b4e5e","representationDigest":"sha256:7744c625da31a99dd7126752153358d356b1d62440ab68c0f9eab61813709530","evidenceSnapshotDigest":"sha256:6d70d83807c17c3da08f48098c942ff5ceb18b8b16d4e3a64912ff48f1edf04a","evaluatedAt":"2026-09-22T16:24:49.400Z","authorityVersion":"sha256:6bbb17a6363149a6f3c34c14bf36c88355039d4fe08941f12650f2fe731eae67","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":9,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T12:42:55.167Z","evidence_url":"/api/manifests/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"hosted","hosted":true,"fileCount":11,"publicDownloadableFileCount":9,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":15153239788,"label":"14.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1495,"upstreamStars":4,"label":"1.5K 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":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/11 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: lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":2,"totalFiles":11},"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-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T12:42:55.167Z","evidence_url":"/api/manifests/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/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":"lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/11 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: lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":2,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/distribution"},"supportedClaims":["lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly has 0 self-reported, unqualified Hugging Bay community reviews.","lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly has 0 self-reported run claims; none qualify verification during limited availability.","lukaskremla/Qwen3.8-27B-4bit-MLX-TextOnly 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-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-lukaskremla-qwen3-8-27b-4bit-mlx-textonly/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."}}