{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T15:58:14.801Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","repo":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":12275531430,"readinessCheckedAt":"2026-10-29T15:06:01.896Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":12275531430,"readinessCheckedAt":"2026-10-29T15:06:01.896Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","owner":"mlx-community","name":"KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","repo":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","type":"llm","summary":"Model from Hugging Face for text generation: mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B · mlx","cardDescription":"A model for generating and working with code.","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":"baseModel","value":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit"},{"field":"tags","value":"conversational"},{"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":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","field":"baseModel"}],"parameters":null,"size":{"bytes":12275659448,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"mlx-community","sourceUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":93,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5_moe","quantized","expert-pruning","reap","moe","optiq","apple-silicon","text-generation","conversational","arxiv:2510.13999","base_model:mlx-community/kat-coder-v2.5-dev-optiq-4bit","base_model:quantized:mlx-community/kat-coder-v2.5-dev-optiq-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/kat-coder-v2.5-dev-optiq-4bit"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","md","jinja","json","safetensors"],"baseModel":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","derivedFrom":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2510.13999"],"repoType":"model","baseModel":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit","languages":[],"sourceUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model mlx-community/kat-coder-v2.5-dev-optiq-4bit safetensors","semanticTerms":["text-generation","mlx","llm","model","mlx-community/kat-coder-v2.5-dev-optiq-4bit","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":3338},{"lfs":false,"path":"chat_template.jinja","sizeBytes":7764},{"lfs":false,"path":"config.json","sizeBytes":115415},{"lfs":false,"path":"generation_config.json","sizeBytes":202},{"lfs":false,"path":"kv_config.json","sizeBytes":660},{"lfs":true,"path":"model-00001-of-00003.safetensors","sizeBytes":4273688694},{"lfs":true,"path":"model-00002-of-00003.safetensors","sizeBytes":4267576969},{"lfs":true,"path":"model-00003-of-00003.safetensors","sizeBytes":3713971718},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":180182},{"lfs":false,"path":"optiq_metadata.json","sizeBytes":122450},{"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":12275659448,"sizeKnown":true,"sizeLabel":"11.4 GB","sizeReason":"","declaredSizeBytes":12275659448,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":1447,"stars":7,"citations":0,"updatedAt":"2026-09-19T02:33:23.056Z","createdAt":"2026-09-19T02:14:40.783Z","version":"hf-main","upstream":{"gated":false,"repoId":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","private":false,"repoUrl":"https://huggingface.co/mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","disabled":false,"provider":"huggingface","repoType":"model","revision":"b33dfde62c2753841aa2b1662529bf7f3b1fdde5","fetchedAt":"2026-09-19T02:14:40.778Z","importMode":"external-catalog","licenseRaw":"apache-2.0","licenseDeclared":"apache-2.0","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T02:33:23.056Z","mirroredBy":"mirror-batch-worker","totalFiles":13,"hostedFiles":9,"mirroredBytes":12275531430,"mirroredFiles":9,"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_613864e4fda75473cac89adb7d237d71a83bbac4a423f6a310b50cde9d7ab0af","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","representationId":"rep-f2e5e26087de5908b9cd985000072e29f612e5f6654f2b6663dd90433232e969","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-f2e5e26087de5908b9cd985000072e29f612e5f6654f2b6663dd90433232e969","artifactId":"hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","format":"mlx","source":{"provider":"huggingface","identity":"mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B","revision":"b33dfde62c2753841aa2b1662529bf7f3b1fdde5","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":7764,"sha256":"sha256:e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:ef6038ab40c8f4707851bcc97028ec522a78e94bfd04bc7ce0acc689fb90c6a8"},{"path":"config.json","role":"config","sizeBytes":115415,"sha256":"sha256:423891325764dc83883687552bc3ba655ffc923d2abf7a0c5140278202818877","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:aa9ebe563b86a93a501cbb040820132263215b497e06c3f47b144da6e517dfe3"},{"path":"generation_config.json","role":"config","sizeBytes":202,"sha256":"sha256:e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bb27805ce6f93a69a5ab5fc415d9eb224ee19eef96199d92bce667c8d41d4ef3"},{"path":"model-00001-of-00003.safetensors","role":"weight","sizeBytes":4273688694,"sha256":"sha256:b335e9e2d0d16a511f881cf579dfac42076f3ddcdba0522bc2b4bbf19a8e35b3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:40de7a4ae8c1dde45dc7f0caceef0399f925e83c0f9f96fc0af7eab5962d27d7"},{"path":"model-00002-of-00003.safetensors","role":"weight","sizeBytes":4267576969,"sha256":"sha256:c60721ee95003ce09eb887cfb2a18b4d99a47f74803ddcbd2646e40378a3d0ba","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:00cb21f1037156d625d088addfe00364b0a363ac42a47f92a757fa2d35b18933"},{"path":"model-00003-of-00003.safetensors","role":"weight","sizeBytes":3713971718,"sha256":"sha256:0bcf95ef86f03f683180f136fd4ffbe1cd8011a5e00eaa979a73e15be01b287d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:93f812df9fe52a0e5d20017b2081486730b946864b3c608011673daac24856d1"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":180182,"sha256":"sha256:a96e604c76f39e5cefd61b14bad1fbac8dc4c9c4a70be6e14212a9b26ed7c488","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:3766455578b0f670408335cfe586395393b3e2b2000aac8267e4b394ba94d6fd"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989325,"sha256":"sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fa4dc395ff3b121fb96e3c97df16501ac04f4b289b89de108527d2a69043ae05"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1161,"sha256":"sha256:95c557768e6b88a7128befc7bfd3c7de50e5d51af9b8b33a9f4dee0e04f99679","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:47eeac67529123f447dc4ebc0aa2e65560b8098cf058a3897f8cd710a08d8c6e"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:fd883d42d9c6b2806356dab83a958edc44d9d280500e5fbbe1c392789f9896f7","representationDigest":"sha256:b03eee529738349bd7d37d0d70148afd03981af4a9efcfc1a3fbcedc2b2f8111","evidenceSnapshotDigest":"sha256:33f300c4da96e5ffe826bc0c9e1237f126127dbc82952b51523d077bf2f79477","evaluatedAt":"2026-09-19T02:33:23.600Z","authorityVersion":"sha256:243b8f50a4845e579ea604328c3b22d61577960e996af0bfa523962bdc2692b3","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":9,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":13,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T15:06:01.896Z","evidence_url":"/api/manifests/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b"}},"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":13,"publicDownloadableFileCount":9,"externalFileCount":13,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":12275659448,"label":"11.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":1447,"upstreamStars":7,"label":"1.4K 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-REAP-18B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/13 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-REAP-18B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":4,"totalFiles":13},"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-reap-18b/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-REAP-18B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T15:06:01.896Z","evidence_url":"/api/manifests/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/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-REAP-18B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/13 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-REAP-18B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/13 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":4,"totalFiles":13},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/distribution"},"supportedClaims":["mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B has 0 self-reported, unqualified Hugging Bay community reviews.","mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B has 0 self-reported run claims; none qualify verification during limited availability.","mlx-community/KAT-Coder-V2.5-Dev-OptiQ-4bit-REAP-18B 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-reap-18b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-mlx-community-kat-coder-v2-5-dev-optiq-4bit-reap-18b/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."}}