{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T20:48:32.665Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-z-lab-qwen3-8-27b-dflash2-gguf","repo":"z-lab/Qwen3.8-27B-DFlash2-GGUF","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":7059720229,"readinessCheckedAt":"2026-11-01T20:05:48.816Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":5,"mirroredBytes":7059720229,"readinessCheckedAt":"2026-11-01T20:05:48.816Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-z-lab-qwen3-8-27b-dflash2-gguf","owner":"z-lab","name":"Qwen3.8-27B-DFlash2-GGUF","repo":"z-lab/Qwen3.8-27B-DFlash2-GGUF","type":"llm","summary":"Model from Hugging Face for text generation: z-lab/Qwen3.8-27B-DFlash2-GGUF · llama.cpp","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":7060007118,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"z-lab","sourceUrl":"https://huggingface.co/z-lab/Qwen3.8-27B-DFlash2-GGUF","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","llama.cpp","gguf","dflash2","speculative-decoding","draft-model","text-generation","base_model:qwen/qwen3.8-27b","base_model:quantized:qwen/qwen3.8-27b","license:apache-2.0","region:us","conversational","llm"],"task":"text-generation","modality":"text","framework":"llama.cpp","formats":["gitattributes","gguf","md","png"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/z-lab/Qwen3.8-27B-DFlash2-GGUF","evalResults":[],"libraryName":"llama.cpp","pipelineTag":"text-generation","cardDataKeys":["base_model","inference","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation llama.cpp llm model gguf","semanticTerms":["text-generation","llama.cpp","llm","model","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1781},{"lfs":true,"path":"Qwen3.8-27B-DFlash2-BF16.gguf","sizeBytes":3860293216},{"lfs":true,"path":"Qwen3.8-27B-DFlash2-Q4_K_M.gguf","sizeBytes":1143006816},{"lfs":true,"path":"Qwen3.8-27B-DFlash2-Q8_0.gguf","sizeBytes":2056414816},{"lfs":false,"path":"README.md","sizeBytes":3600},{"lfs":true,"path":"assets/dflash2-figure.png","sizeBytes":286889}],"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":7060007118,"sizeKnown":true,"sizeLabel":"6.6 GB","sizeReason":"","declaredSizeBytes":7060007118,"defaultDownloadBytes":1143006816,"mirrorCount":1,"downloadCount":105526,"stars":128,"citations":0,"updatedAt":"2026-09-16T00:24:16.190Z","createdAt":"2026-08-28T03:09:11.966Z","version":"hf-main","upstream":{"gated":false,"repoId":"z-lab/Qwen3.8-27B-DFlash2-GGUF","private":false,"repoUrl":"https://huggingface.co/z-lab/Qwen3.8-27B-DFlash2-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"2d9571f8ce46e151f61c6499c99dee6079e1d610","fetchedAt":"2026-09-16T00:21:35.185Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-16T00:24:16.190Z","mirroredBy":"mirror-batch-worker","totalFiles":6,"hostedFiles":5,"mirroredBytes":7059720229,"mirroredFiles":5,"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_6576edc94bdecd8dc8b5e950f911a1e1c73d5a6e729a86ccd94606e26f27ee91","artifactId":"hf-model-z-lab-qwen3-8-27b-dflash2-gguf","representationId":"rep-4989514503afb983fc231bc09d77762f5089f47948d9493b9f9942a0f7a1e186","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-4989514503afb983fc231bc09d77762f5089f47948d9493b9f9942a0f7a1e186","artifactId":"hf-model-z-lab-qwen3-8-27b-dflash2-gguf","format":"gguf","source":{"provider":"huggingface","identity":"z-lab/Qwen3.8-27B-DFlash2-GGUF","revision":"2d9571f8ce46e151f61c6499c99dee6079e1d610","immutable":true},"files":[{"path":"Qwen3.8-27B-DFlash2-Q4_K_M.gguf","role":"weight","sizeBytes":1143006816,"sha256":"sha256:1a25c56858e1ebe93f2718ac1d49d1151f9323325c1bbfd6209370f4db131ebd","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:0732e204784232457b20af09c501fba90ed8006880635b1c606f06a92f471dc7"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:c2c422b2eee9bceb998d2965898b45649a28497e5828cd8a729c6f0dd620b1cf","representationDigest":"sha256:fe142292d25e2a32f94c67267dbaa1e91df83af42e2f731601560dc3e36154dc","evidenceSnapshotDigest":"sha256:00b18083c7ad40006c23672dd1c3d55ca1af0299fbdd7be9fb5aacf06f8ec4f5","evaluatedAt":"2026-09-16T00:24:16.347Z","authorityVersion":"sha256:a4d4407865700c5584ee561ce1154244ff8f6c81d6daa1223eba4924aea8d1fb","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":6,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T20:05:48.816Z","evidence_url":"/api/manifests/hf-model-z-lab-qwen3-8-27b-dflash2-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":"hosted","hosted":true,"fileCount":6,"publicDownloadableFileCount":5,"externalFileCount":6,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":7060007118,"label":"6.6 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":105526,"upstreamStars":128,"label":"106K 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":"z-lab/Qwen3.8-27B-DFlash2-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/6 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: z-lab/Qwen3.8-27B-DFlash2-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/6 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":1,"totalFiles":6},"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-z-lab-qwen3-8-27b-dflash2-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":"z-lab/Qwen3.8-27B-DFlash2-GGUF"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T20:05:48.816Z","evidence_url":"/api/manifests/hf-model-z-lab-qwen3-8-27b-dflash2-gguf"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-z-lab-qwen3-8-27b-dflash2-gguf","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-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":"z-lab/Qwen3.8-27B-DFlash2-GGUF"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"5/6 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: z-lab/Qwen3.8-27B-DFlash2-GGUF","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 5/6 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":5,"externalFiles":1,"totalFiles":6},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-z-lab-qwen3-8-27b-dflash2-gguf","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/distribution"},"supportedClaims":["z-lab/Qwen3.8-27B-DFlash2-GGUF has 0 self-reported, unqualified Hugging Bay community reviews.","z-lab/Qwen3.8-27B-DFlash2-GGUF has 0 self-reported run claims; none qualify verification during limited availability.","z-lab/Qwen3.8-27B-DFlash2-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-z-lab-qwen3-8-27b-dflash2-gguf/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-gguf/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-z-lab-qwen3-8-27b-dflash2-gguf"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-z-lab-qwen3-8-27b-dflash2-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."}}