{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T00:51:33.076Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","repo":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF","artifact":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-31T00:45:57.559Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"blocked","downloadReady":false,"downloadable":false,"downloadStatus":"BLOCKED","hostedFileCount":0,"mirroredBytes":0,"readinessCheckedAt":"2026-10-31T00:45:57.559Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","owner":"mradermacher","name":"Qwen3-0.6B-Code-Expert-GGUF","repo":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/Qwen3-0.6B-Code-Expert-GGUF · transformers","cardDescription":"An AI model with files and technical details to explore.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"low","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tags-only"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"suayptalha/Qwen3-0.6B-Code-Expert"},{"field":"tags","value":"conversational"}],"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":"suayptalha/Qwen3-0.6B-Code-Expert","field":"baseModel"}],"parameters":null,"size":{"bytes":5697974745,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mradermacher","sourceUrl":"https://huggingface.co/mradermacher/Qwen3-0.6B-Code-Expert-GGUF","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":95,"tags":["huggingface-import","external-catalog","model","apache-2.0","transformers","gguf","unsloth","trl","sft","code","reasoning","en","dataset:nvidia/opencodereasoning","base_model:suayptalha/qwen3-0.6b-code-expert","base_model:quantized:suayptalha/qwen3-0.6b-code-expert","license:apache-2.0","endpoints_compatible","region:us","conversational","llm","nvidia/opencodereasoning","suayptalha/qwen3-0.6b-code-expert"],"task":"general","modality":"text","framework":"transformers","formats":["gitattributes","gguf","md"],"baseModel":"suayptalha/Qwen3-0.6B-Code-Expert","derivedFrom":"suayptalha/Qwen3-0.6B-Code-Expert","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":["nvidia/OpenCodeReasoning"],"paperIds":[],"repoType":"model","baseModel":"suayptalha/Qwen3-0.6B-Code-Expert","languages":["en"],"sourceUrl":"https://huggingface.co/mradermacher/Qwen3-0.6B-Code-Expert-GGUF","evalResults":[],"libraryName":"transformers","pipelineTag":"","cardDataKeys":["base_model","datasets","language","library_name","license","mradermacher","quantized_by","tags"],"semanticText":"transformers llm model en nvidia/opencodereasoning suayptalha/qwen3-0.6b-code-expert gguf","semanticTerms":["transformers","llm","model","en","nvidia/opencodereasoning","suayptalha/qwen3-0.6b-code-expert","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2362},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.IQ4_XS.gguf","sizeBytes":369279360},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q2_K.gguf","sizeBytes":296239488},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q3_K_L.gguf","sizeBytes":368492928},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q3_K_M.gguf","sizeBytes":347128192},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q3_K_S.gguf","sizeBytes":323076480},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q4_K_M.gguf","sizeBytes":396706176},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q4_K_S.gguf","sizeBytes":383271296},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q5_K_M.gguf","sizeBytes":444416384},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q5_K_S.gguf","sizeBytes":436617600},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q6_K.gguf","sizeBytes":495108480},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.Q8_0.gguf","sizeBytes":639448448},{"lfs":true,"path":"Qwen3-0.6B-Code-Expert.f16.gguf","sizeBytes":1198183808},{"lfs":false,"path":"README.md","sizeBytes":3743}],"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":5697974745,"sizeKnown":true,"sizeLabel":"5.3 GB","sizeReason":"","declaredSizeBytes":5697974745,"defaultDownloadBytes":396706176,"mirrorCount":1,"downloadCount":77,"stars":2,"citations":0,"updatedAt":"2026-09-03T01:37:17.106Z","createdAt":"2026-06-30T04:14:21.236Z","version":"hf-main","upstream":{"gated":false,"repoId":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF","private":false,"repoUrl":"https://huggingface.co/mradermacher/Qwen3-0.6B-Code-Expert-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"7f34cef0142893f9a01a683cd3d30664e6199ea4","fetchedAt":"2026-09-03T00:42:36.601Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"blocked","mirroredAt":"2026-09-03T01:37:17.106Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":0,"mirroredBytes":0,"mirroredFiles":0,"storageProvider":"gcs","hosted":false,"downloadable":false,"verified":false,"completeRunnable":false,"runReady":false,"refreshedAt":null,"stale":false,"downloadReady":false},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_6bcbf368a041aca1bbfa80ceb61fda37b07cfba78a1d636dd463c9c9cc98a424","artifactId":"hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","representationId":"rep-53c948348db6b99afeda56639cef25ae5bdcc2fbc7972795d36630dd45eb82b4","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-53c948348db6b99afeda56639cef25ae5bdcc2fbc7972795d36630dd45eb82b4","artifactId":"hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","format":"gguf","source":{"provider":"huggingface","identity":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF","revision":"7f34cef0142893f9a01a683cd3d30664e6199ea4","immutable":true},"files":[{"path":"Qwen3-0.6B-Code-Expert.Q4_K_M.gguf","role":"weight","sizeBytes":396706176,"sha256":"sha256:69d94acbabd7ae103b6dd6145db9c75230c561de06567b61ab39b925a5c56b97","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e5120ace4d6fef51a5638c73edfc3ea41a5db58b1267d692f290d00c13798d51"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:3bfaf1744a8afa60155a868ff25ef7abb0036b270d0e26d74453bc558c16d9f3","representationDigest":"sha256:0142bd864b96953893f52bfb1860734ab1f27f86b1b629c650f4e66111401a4e","evidenceSnapshotDigest":"sha256:52b61f2cad25ad3668558f1a5cd11f27d756f3114d8ea82866432e8d12923134","evaluatedAt":"2026-09-03T01:37:23.952Z","authorityVersion":"sha256:f01f0c4bc46b28d0ea2953219acd71a662a4cb0625e5ec549a4a68c765238fc2","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":1,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T00:45:57.559Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"blocked","hosted":false,"fileCount":14,"publicDownloadableFileCount":0,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5697974745,"label":"5.3 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":77,"upstreamStars":2,"label":"77 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":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"not final yet"}],"strengths":["License: apache-2.0","Provenance: mradermacher/Qwen3-0.6B-Code-Expert-GGUF","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: not final yet"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"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-mradermacher-qwen3-0-6b-code-expert-gguf/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T00:45:57.559Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf"}},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/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":"mradermacher/Qwen3-0.6B-Code-Expert-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"external metadata only"},{"id":"manifest","label":"Byte manifest integrity","status":"warn","detail":"manifest metadata present; selected-representation state unknown"}],"strengths":["License: apache-2.0","Provenance: mradermacher/Qwen3-0.6B-Code-Expert-GGUF","Scan: passed"],"gaps":["Hosted files: external metadata only","Byte manifest integrity: manifest metadata present; selected-representation state unknown"]},"readiness":{"score":0,"level":"unknown","hostedFinal":false,"hostedFiles":0,"externalFiles":14,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/distribution"},"supportedClaims":["mradermacher/Qwen3-0.6B-Code-Expert-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","mradermacher/Qwen3-0.6B-Code-Expert-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","mradermacher/Qwen3-0.6B-Code-Expert-GGUF 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-mradermacher-qwen3-0-6b-code-expert-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-code-expert-gguf/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."}}