{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-30T07:25:17.035Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","repo":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2387246842,"readinessCheckedAt":"2026-10-30T06:43:03.628Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":7,"mirroredBytes":2387246842,"readinessCheckedAt":"2026-10-30T06:43:03.628Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","owner":"shuhulx","name":"Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","repo":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","type":"llm","summary":"Model from Hugging Face: shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","cardDescription":"A model for generating and working with code.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for asking software tools to take actions.","confidence":"medium","task":"tool-calling","audience":null,"basis":"recorded-metadata","rules":["task:tool-calling","metadata:tool-calling"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"tags","value":"function-calling"},{"field":"task","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":1,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"shuhulx","sourceUrl":"https://huggingface.co/shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":88,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","mlx-lm","apple-silicon","fable5","reasoning","chain-of-thought","agent","tool-use","function-calling","coder","coding","debugging"],"task":"text-generation","modality":"text","framework":"unknown","formats":["gitattributes","md","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":null,"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":0,"sizeKnown":false,"sizeLabel":"unknown","sizeReason":"upstream file sizes are not indexed yet","declaredSizeBytes":1,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1621,"stars":2,"citations":0,"updatedAt":"2026-08-05T19:04:51.082Z","createdAt":"2026-06-30T02:11:26.015Z","version":"hf-main","upstream":{"gated":false,"repoId":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","private":false,"repoUrl":"https://huggingface.co/shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"dfc6ab793ae7776d610828f2c011683b4b1f7528","fetchedAt":"2026-06-30T02:11:26.015Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-08-05T19:04:51.082Z","mirroredBy":"mirror-batch-worker","mirroredBytes":2387246842,"mirroredFiles":7,"storageProvider":"gcs","hosted":true,"hostedFiles":7,"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_c0a6c78df2277982382bd9178c06cb8641e1795cfb761779b7c5f9fdd7284283","artifactId":"hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","representationId":"rep-8f275d99ae5bf73e7363dea9aa9d6f73b2e5c0522b34a437993c5fc5adcd9bff","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-8f275d99ae5bf73e7363dea9aa9d6f73b2e5c0522b34a437993c5fc5adcd9bff","artifactId":"hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","format":"safetensors","source":{"provider":"huggingface","identity":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","revision":"dfc6ab793ae7776d610828f2c011683b4b1f7528","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":6190,"sha256":"sha256:7c90ef4559a68e670cf0a33b7471e5ed0d590234a593477a914e20500b53c488","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c7759f01069991673d75e88bf674254da0c23e562d2d62f4010469252024a4c1"},{"path":"chat_template.jinja","role":"template","sizeBytes":7992,"sha256":"sha256:8452ca85cb1e0ff04304c02f417a53305d5ba17f6eb9d5693343ad8355f985a8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:2cf047394dcdf219a701da4bb7dc9baaf8e952b801424264de234c61f0f448e7"},{"path":"config.json","role":"config","sizeBytes":3174,"sha256":"sha256:f3436f8ab11ad28807fad591e372424df9f46976f37ead30088bafee53c7a9e3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:99072f8e16c8fa76b653d93d254d674e229209a4b38ef2df002437b4e0907308"},{"path":"generation_config.json","role":"config","sizeBytes":141,"sha256":"sha256:e45e4d55e8da7734cfbbc9d145fe8b535133241cca1bc2027e667602f4db755e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:244c3bbbb67cff9d08f08bec5bc8760b64311635228767b1186e0ac8c1c77a12"},{"path":"model.safetensors","role":"weight","sizeBytes":2367238661,"sha256":"sha256:868c4c451d0d7ed9c1ea738ec3edc1d1ec0c13d49d6651bca92f7d2ea2ddb21a","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:81010919d664c3c451f6d1275aa8753006adbc7308a542778b4e8de87e0d965b"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989343,"sha256":"sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a55d9b2e78d2dcdf769ef4ef96408162a12382bd772f6a91df9a015b846f7456"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1341,"sha256":"sha256:19a289c46e6d7c9aee976ac41cf4cebab009de86f6db58378303ba5e4a0b83d0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f04ee718cb068b9dbff1a4b8778299824af9bddafe06fd75d0704ea40857b7ee"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:8bf8f9b9bf0fbc0c1a5bd5b5afe53a4f37bbf19937cdf9f6f6f9238c2eb1dbb8","representationDigest":"sha256:68da6604937d71c526775b01613ab9451180f4a1b4b14f1350389ea478ee5853","evidenceSnapshotDigest":"sha256:05626b6700f05848a1a0898050da2c1aac44d0302ba9ee8362b95dc09286cad8","evaluatedAt":"2026-08-05T19:04:51.453Z","authorityVersion":"sha256:a095d279a5748ed20d50aea068910c7a01c45543c75d05e536e2bdf57401d3b2","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":9,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T06:43:03.628Z","evidence_url":"/api/manifests/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit"}},"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":9,"publicDownloadableFileCount":7,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":false,"bytes":0,"label":"unknown","reason":"upstream file sizes are not indexed yet"},"demand":{"mirrorRequests":0,"upstreamDownloads":1621,"upstreamStars":2,"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":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/9 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: shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":2,"totalFiles":9},"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-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-30T06:43:03.628Z","evidence_url":"/api/manifests/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/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":"shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"7/9 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: shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 7/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":7,"externalFiles":2,"totalFiles":9},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/distribution"},"supportedClaims":["shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit has 0 self-reported, unqualified Hugging Bay community reviews.","shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit has 0 self-reported run claims; none qualify verification during limited availability.","shuhulx/Qwopus3.5-4B-Coder-Fable5-v1-MLX-4bit 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-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-shuhulx-qwopus3-5-4b-coder-fable5-v1-mlx-4bit/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."}}