{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T20:39:24.472Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-qwen-qwen3-0-6b-mlx-8bit","repo":"Qwen/Qwen3-0.6B-MLX-8bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":630749896,"readinessCheckedAt":"2026-10-30T20:08:52.232Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":630749896,"readinessCheckedAt":"2026-10-30T20:08:52.232Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-qwen-qwen3-0-6b-mlx-8bit","owner":"Qwen","name":"Qwen3-0.6B-MLX-8bit","repo":"Qwen/Qwen3-0.6B-MLX-8bit","type":"llm","summary":"Model from Hugging Face for text generation: Qwen/Qwen3-0.6B-MLX-8bit · 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":"tags","value":"conversational"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":630775311,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Qwen","sourceUrl":"https://huggingface.co/Qwen/Qwen3-0.6B-MLX-8bit","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3","text-generation","conversational","arxiv:2505.09388","base_model:qwen/qwen3-0.6b-base","base_model:quantized:qwen/qwen3-0.6b-base","license:apache-2.0","8-bit","region:us","llm"],"task":"text-generation","modality":"text","framework":"mlx","formats":["gitattributes","md","json","txt","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2505.09388"],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/Qwen/Qwen3-0.6B-MLX-8bit","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","license_link","pipeline_tag"],"semanticText":"text-generation mlx llm model safetensors","semanticTerms":["text-generation","mlx","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"LICENSE","sizeBytes":11343},{"lfs":false,"path":"README.md","sizeBytes":12502},{"lfs":false,"path":"config.json","sizeBytes":939},{"lfs":false,"path":"merges.txt","sizeBytes":1671853},{"lfs":true,"path":"model.safetensors","sizeBytes":614818196},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":49731},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422654},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":9690},{"lfs":false,"path":"vocab.json","sizeBytes":2776833}],"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":630775311,"sizeKnown":true,"sizeLabel":"601.6 MB","sizeReason":"","declaredSizeBytes":630775311,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":434,"stars":5,"citations":0,"updatedAt":"2026-07-27T02:04:58.531Z","createdAt":"2026-06-30T02:21:39.617Z","version":"hf-main","upstream":{"gated":false,"repoId":"Qwen/Qwen3-0.6B-MLX-8bit","private":false,"repoUrl":"https://huggingface.co/Qwen/Qwen3-0.6B-MLX-8bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"e53d3ae02ebc79eac17f1fa9e23a2b65ce227893","fetchedAt":"2026-07-23T18:16:00.570Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-07-27T02:04:58.531Z","mirroredBy":"mirror-batch-worker","totalFiles":10,"hostedFiles":7,"mirroredBytes":630749896,"mirroredFiles":7,"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_2d5980eb4d13e996d77d1656af3138ea0d4c56580512723b3f91863c479c8ea5","artifactId":"hf-model-qwen-qwen3-0-6b-mlx-8bit","representationId":"rep-f3446ce4ee730ad71144c6ea514077b7dd3585a50b7abcf0ff12f5445139dcce","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f3446ce4ee730ad71144c6ea514077b7dd3585a50b7abcf0ff12f5445139dcce","artifactId":"hf-model-qwen-qwen3-0-6b-mlx-8bit","format":"safetensors","source":{"provider":"huggingface","identity":"Qwen/Qwen3-0.6B-MLX-8bit","revision":"e53d3ae02ebc79eac17f1fa9e23a2b65ce227893","immutable":true},"files":[{"path":"config.json","role":"config","sizeBytes":939,"sha256":"sha256:38389b41020f14d1da77914bbcf2c6f7db3f3c238f4d9d648e883aa588ec39e8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ef782896e0448b576f0b4389871368d3eabc89d5da50d8a6de74ed6514b4ff57"},{"path":"merges.txt","role":"tokenizer","sizeBytes":1671853,"sha256":"sha256:8831e4f1a044471340f7c0a83d7bd71306a5b867e95fd870f74d0c5308a904d5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1050fee4466636f385928d671088622f5574dbff3e2afac3f20bb7b1ffd50736"},{"path":"model.safetensors","role":"weight","sizeBytes":614818196,"sha256":"sha256:2cbc483f9ec09c0353a1f0ca203d74301289d92448a705e1f316cb8eb932c263","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:14c47e63791f3f2c16dd1998c3b1e1cbbfa78830e96c99b12cabfc200d83efcb"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":49731,"sha256":"sha256:44e76930f71fc92cb2b5cb6252f8322cc1afd51ccb18bfdce25eeb9bbf42214a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a034d27d1ae8876695a05a5ca3f96e884050f6a67fa83d8fbd6ee498ab5d1de5"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422654,"sha256":"sha256:aeb13307a71acd8fe81861d94ad54ab689df773318809eed3cbe794b4492dae4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0f81e7d8c0d1d954c7d4b47cbfe3634e9b63a258eedd17f23974d6b026033930"},{"path":"tokenizer_config.json","role":"config","sizeBytes":9690,"sha256":"sha256:f45a828b27bfe1ae2080246d6de51c29370a0978f15b3299123830d5ba9e08a1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5de2b05d8b33cc45a67baf6c714a60f6ad89ee64e311daf75ce06e320b802bfa"},{"path":"vocab.json","role":"tokenizer","sizeBytes":2776833,"sha256":"sha256:ca10d7e9fb3ed18575dd1e277a2579c16d108e32f27439684afa0e10b1440910","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8a3a758d340ef320d5dd495ee38b5ff31ec4771e0c6df62837a309eaf0241e96"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:dd9494b8dae22f0d558c0a477cf6c105d7a21298565b93b497ef1b89020b2d3a","representationDigest":"sha256:87d9e3dc54a3caff7ffa89926c27fcbe79c051168a252ec82e7d6d0753f96960","evidenceSnapshotDigest":"sha256:7c74d294435896eb937c515f4955569b9e5417c8087570d9ea6aae70338a5905","evaluatedAt":"2026-07-27T02:05:04.162Z","authorityVersion":"sha256:c5b5a045cf77f248be09a53a864d5dea32b1914913aac77f8e3d431babad0f96","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":7,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":10,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T20:08:52.232Z","evidence_url":"/api/manifests/hf-model-qwen-qwen3-0-6b-mlx-8bit"}},"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":10,"publicDownloadableFileCount":7,"externalFileCount":10,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":630775311,"label":"601.6 MB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":434,"upstreamStars":5,"label":"434 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":"Qwen/Qwen3-0.6B-MLX-8bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 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: Qwen/Qwen3-0.6B-MLX-8bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"totalFiles":10},"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-qwen-qwen3-0-6b-mlx-8bit/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"Qwen/Qwen3-0.6B-MLX-8bit"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T20:08:52.232Z","evidence_url":"/api/manifests/hf-model-qwen-qwen3-0-6b-mlx-8bit"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-0-6b-mlx-8bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-0-6b-mlx-8bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/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":"Qwen/Qwen3-0.6B-MLX-8bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/10 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: Qwen/Qwen3-0.6B-MLX-8bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/10 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":3,"totalFiles":10},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-qwen-qwen3-0-6b-mlx-8bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-0-6b-mlx-8bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/distribution"},"supportedClaims":["Qwen/Qwen3-0.6B-MLX-8bit has 0 self-reported, unqualified Hugging Bay community reviews.","Qwen/Qwen3-0.6B-MLX-8bit has 0 self-reported run claims; none qualify verification during limited availability.","Qwen/Qwen3-0.6B-MLX-8bit 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-qwen-qwen3-0-6b-mlx-8bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qwen-qwen3-0-6b-mlx-8bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qwen-qwen3-0-6b-mlx-8bit/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."}}