{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-14T02:36:15.961Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","repo":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":21950355197,"readinessCheckedAt":"2026-11-14T02:22:59.512Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":11,"mirroredBytes":21950355197,"readinessCheckedAt":"2026-11-14T02:22:59.512Z","readinessSource":"file-check","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","owner":"mlx-community","name":"KAT-Coder-V2.5-Dev-OptiQ-4bit","repo":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","type":"llm","summary":"Model from Hugging Face for text generation: mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit · mlx","cardDescription":"A model for generating and working with code.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for working with code.","confidence":"medium","task":"coding","audience":null,"basis":"recorded-metadata","rules":["task:coding","tag:coding"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"baseModel","value":"Kwaipilot/KAT-Coder-V2.5-Dev"},{"field":"tags","value":"code"},{"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":"Kwaipilot/KAT-Coder-V2.5-Dev","field":"baseModel"}],"parameters":null,"size":{"bytes":21950414969,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mlx-community","sourceUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":96,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5_moe","optiq","code","text-generation","conversational","en","base_model:kwaipilot/kat-coder-v2.5-dev","base_model:quantized:kwaipilot/kat-coder-v2.5-dev","license:apache-2.0","4-bit","region:us","llm","kwaipilot/kat-coder-v2.5-dev"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","md","jinja","json","safetensors"],"baseModel":"Kwaipilot/KAT-Coder-V2.5-Dev","derivedFrom":"Kwaipilot/KAT-Coder-V2.5-Dev","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"Kwaipilot/KAT-Coder-V2.5-Dev","languages":["en"],"sourceUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model en kwaipilot/kat-coder-v2.5-dev safetensors","semanticTerms":["text-generation","mlx","llm","model","en","kwaipilot/kat-coder-v2.5-dev","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":1366},{"lfs":false,"path":"chat_template.jinja","sizeBytes":7764},{"lfs":false,"path":"config.json","sizeBytes":114607},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":false,"path":"kv_config.json","sizeBytes":660},{"lfs":true,"path":"model-00001-of-00005.safetensors","sizeBytes":5310356153},{"lfs":true,"path":"model-00002-of-00005.safetensors","sizeBytes":5367895955},{"lfs":true,"path":"model-00003-of-00005.safetensors","sizeBytes":5247553401},{"lfs":true,"path":"model-00004-of-00005.safetensors","sizeBytes":5175341284},{"lfs":true,"path":"model-00005-of-00005.safetensors","sizeBytes":828908082},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":187263},{"lfs":false,"path":"optiq_metadata.json","sizeBytes":56176},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989325},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1161}],"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":21950414969,"sizeKnown":true,"sizeLabel":"20.4 GB","sizeReason":"","declaredSizeBytes":21950414969,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1719,"stars":18,"citations":0,"updatedAt":"2026-09-19T01:38:41.904Z","createdAt":"2026-09-19T01:15:59.162Z","version":"hf-main","upstream":{"gated":false,"repoId":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","private":false,"repoUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"57c6e8372737f8a04aca1c210c926b8aa29c802e","fetchedAt":"2026-09-19T01:15:59.157Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"unknown","mirroredAt":"2026-09-19T01:38:41.904Z","mirroredBy":"mirror-batch-worker","totalFiles":15,"hostedFiles":11,"mirroredBytes":21950355197,"mirroredFiles":11,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"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_f62273f72c0d487c582ba2de5df6d5f549d8b255704897ec9d8766e8988113c9","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","representationId":"rep-a9bf8225cdf3fbf960983a898b2a1d8d20309aa569adbdbfef5317546ff410c0","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a9bf8225cdf3fbf960983a898b2a1d8d20309aa569adbdbfef5317546ff410c0","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","format":"mlx","source":{"provider":"huggingface","identity":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","revision":"57c6e8372737f8a04aca1c210c926b8aa29c802e","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":7764,"sha256":"sha256:e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e5349066279993b6557d29e31755dee2cd55a77d96629b357cf295bb920aa8ce"},{"path":"config.json","role":"config","sizeBytes":114607,"sha256":"sha256:c2c5be70d6141247b836394a4f6a0b7ffa2860f84155ebbf78a8669b438072db","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d5693749b7ba65c2864a75dcfb1cd0a968cb6a7c1ab134da754a8b886a6def90"},{"path":"generation_config.json","role":"config","sizeBytes":202,"sha256":"sha256:e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cb270c06ee5880c7e248cb12f23577e6372707055f5eebbe616e43fe9fda94f5"},{"path":"model-00001-of-00005.safetensors","role":"weight","sizeBytes":5310356153,"sha256":"sha256:f0b8ab10f7c280f408086ed9a97ce9adfb147ca484f2e963d3773a508e61f5a4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:62c4e5a5177a348cc336650f704be9d28b1e92a24ca5836abf14dbcd2cc4c9c8"},{"path":"model-00002-of-00005.safetensors","role":"weight","sizeBytes":5367895955,"sha256":"sha256:01b42106ea428c947a34379e81a2f51fcb2454b7e945f4a0f60c785521589cd2","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5bff5975cd949a6513823e6b1cd1848fd78862e3bcd8996b701084cb6c63c707"},{"path":"model-00003-of-00005.safetensors","role":"weight","sizeBytes":5247553401,"sha256":"sha256:ac181b1330eb97a3550854b957f1a651b61ceda7bdd6ad4c726455311855d32f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d31db514507de9f0d0475ecc93ae0b6913548a8161606769954187338e2b9b92"},{"path":"model-00004-of-00005.safetensors","role":"weight","sizeBytes":5175341284,"sha256":"sha256:4e2b85371b711a8227fe314850b7c7d4efad1cd2b610d64facf3747a1365f93c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:29a16e429bd74071d0732537efec8246f55131d9ae7cade4317e15eb20fe3fa7"},{"path":"model-00005-of-00005.safetensors","role":"weight","sizeBytes":828908082,"sha256":"sha256:5a55d7784c46d7e3deaf7fbf1ea4bdfa814f5dae22e40c0379c7c5114a2a34ab","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f9b10340c2b0295b542287fe90c90d8c8ce227cc030789d51934ae8f89f686bb"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":187263,"sha256":"sha256:6257a64d9ca5c68348ff55944f8db6d40856cc3a5d73ff379f80d5849116306c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fdbd89e7085d531785bc68842f2375fde2c464bd447ae49e4596de2d1dde8447"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989325,"sha256":"sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a2b2fcdfe0bdb1373a69763e551d72c298e59ae4b6fb7e167daa3b463cc09a30"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1161,"sha256":"sha256:95c557768e6b88a7128befc7bfd3c7de50e5d51af9b8b33a9f4dee0e04f99679","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d7b2aff7bb911287c68c29516dca6be3f7ab13954e4483b92882da0e26df1c38"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:ddf97eb434171a813c3b3e4bd8f669c375e56839b9365198f9e295edd16d3ae4","representationDigest":"sha256:1e38d3342313f20aa4210a952cc7df678d8a9d0790563a2d0b38f249c5be77a7","evidenceSnapshotDigest":"sha256:2202d6df6c3ad550e608e26125872da7b9dd5855d063d7b20fbeefa98f9d0d25","evaluatedAt":"2026-09-19T01:38:43.978Z","authorityVersion":"sha256:7d4226cfe3c5a0c97a7b4a63debe633f71dfb0ff7430bcaa40ac07f81e8fd886","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":11,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":15,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T02:22:59.512Z","evidence_url":"/api/manifests/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-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":"unknown","hosted":null,"fileCount":15,"publicDownloadableFileCount":11,"externalFileCount":15,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":21950414969,"label":"20.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1719,"upstreamStars":18,"label":"1.7K 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":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/15 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: mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":4,"totalFiles":15},"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-mlx-community-kat-coder-v2-5-dev-optiq-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":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T02:22:59.512Z","evidence_url":"/api/manifests/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-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":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"11/15 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: mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 11/15 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":11,"externalFiles":4,"totalFiles":15},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/distribution"},"supportedClaims":["mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit has 0 self-reported, unqualified Hugging Bay community reviews.","mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit has 0 self-reported run claims; none qualify verification during limited availability.","mlx-community/KAT-Coder-V2.5-Dev-OptiQ-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-mlx-community-kat-coder-v2-5-dev-optiq-4bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-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."}}