{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T14:04:50.043Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","repo":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":15,"mirroredBytes":28420538785,"readinessCheckedAt":"2026-11-01T14:03:47.446Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":15,"mirroredBytes":28420538785,"readinessCheckedAt":"2026-11-01T14:03:47.446Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","owner":"deer-sec","name":"CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","repo":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","type":"llm","summary":"Model from Hugging Face for text generation: deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX · mlx","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":"baseModel","value":"google/gemma-4-26b-a4b"},{"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":"google/gemma-4-26b-a4b","field":"baseModel"}],"parameters":null,"size":{"bytes":28423443299,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"deer-sec","sourceUrl":"https://huggingface.co/deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","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","gemma4","cybersecurity","security","gemma","gguf","reasoning","text-generation","fine-tuned","optiq","8bit","conversational","multilingual","en","ja","license:apache-2.0","4-bit","region:us","llm"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","jpeg","md","jinja","json","safetensors"],"baseModel":"google/gemma-4-26b-a4b","derivedFrom":"google/gemma-4-26b-a4b","cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"google/gemma-4-26b-a4b","languages":["multilingual","en","ja"],"sourceUrl":"https://huggingface.co/deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","language","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model multilingual en ja google/gemma-4-26b-a4b safetensors gguf","semanticTerms":["text-generation","mlx","llm","model","multilingual","en","ja","google/gemma-4-26b-a4b","safetensors","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1711},{"lfs":true,"path":"CyberStag-26B-A4B-v1.jpeg","sizeBytes":2904514},{"lfs":false,"path":"README.md","sizeBytes":10894},{"lfs":false,"path":"chat_template.jinja","sizeBytes":12295},{"lfs":false,"path":"config.json","sizeBytes":85441},{"lfs":false,"path":"generation_config.json","sizeBytes":208},{"lfs":true,"path":"model-00001-of-00006.safetensors","sizeBytes":5124394993},{"lfs":true,"path":"model-00002-of-00006.safetensors","sizeBytes":5226043790},{"lfs":true,"path":"model-00003-of-00006.safetensors","sizeBytes":5226043983},{"lfs":true,"path":"model-00004-of-00006.safetensors","sizeBytes":5166586731},{"lfs":true,"path":"model-00005-of-00006.safetensors","sizeBytes":5226044057},{"lfs":true,"path":"model-00006-of-00006.safetensors","sizeBytes":2418960549},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":138985},{"lfs":false,"path":"sensitivity_checkpoint.json","sizeBytes":42749},{"lfs":true,"path":"tokenizer.json","sizeBytes":32169626},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":2773}],"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":28423443299,"sizeKnown":true,"sizeLabel":"26.5 GB","sizeReason":"","declaredSizeBytes":28423443299,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":340,"stars":1,"citations":0,"updatedAt":"2026-09-28T00:38:30.735Z","createdAt":"2026-09-28T00:08:08.889Z","version":"hf-main","upstream":{"gated":false,"repoId":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","private":false,"repoUrl":"https://huggingface.co/deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","disabled":false,"provider":"huggingface","repoType":"model","revision":"ba4cfba095c717e58bbb947bdbedcbdbc91e7f5a","fetchedAt":"2026-09-28T00:08:08.886Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-28T00:38:30.735Z","mirroredBy":"mirror-batch-worker","totalFiles":16,"hostedFiles":15,"mirroredBytes":28420538785,"mirroredFiles":15,"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_e9dc76e4c88d445f6ff7b9b1109f03a666d17461381586a6bb5abd34d83cab84","artifactId":"hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","representationId":"rep-824c95a9f6fe9026b80c38f0c1f9fa909b54db2a00dedb43188f84d955bed461","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-824c95a9f6fe9026b80c38f0c1f9fa909b54db2a00dedb43188f84d955bed461","artifactId":"hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","format":"mlx","source":{"provider":"huggingface","identity":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","revision":"ba4cfba095c717e58bbb947bdbedcbdbc91e7f5a","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":12295,"sha256":"sha256:f2a38f5dc06f22669c8f998fa4be8f81272fe8edd6a5f65a98e5752702bbac79","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9b6957a504956cd39541d9afe61298d048e09acac90ab0267d411276dd7add2d"},{"path":"config.json","role":"config","sizeBytes":85441,"sha256":"sha256:1cc5f7b2a54e6918d11ffa81d678d8abdea262aeaf4a2e75fdb8f375562e77d4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:7991fa5a0fcfdae6579296a880749c31ca73defbe34edb82a31b52ffe2f9b7a3"},{"path":"generation_config.json","role":"config","sizeBytes":208,"sha256":"sha256:d4226bbe3117d2d253ba4609720ba82c6c4ce4627a9a6ae05387c78983ac03de","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:22ac37cf0837baefad42129551edcd3d780fc656d228ef08544437dcc384dc25"},{"path":"model-00001-of-00006.safetensors","role":"weight","sizeBytes":5124394993,"sha256":"sha256:9a3555b4b522b332a4c40f5822b5aed2bbbb8ad9f9aab717a296e01036a5b4fc","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1732b782979c57c486168c66a0ce81dd7ab89207868ed5fdd577e81e756d50d2"},{"path":"model-00002-of-00006.safetensors","role":"weight","sizeBytes":5226043790,"sha256":"sha256:df95dd6e66bcaa9bb896ed261a88b226682534c75ad5670439b80b235ca673ba","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:de867cc701c24024d39e1d1a2e783d3eef4d93a3f0762a42c5052f2bd664c84c"},{"path":"model-00003-of-00006.safetensors","role":"weight","sizeBytes":5226043983,"sha256":"sha256:b47020fed88a5ec24059601bb8d56e910cca85f47292e7cc21ba15ed5be6f441","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:70b2d7348637593ad59cd7ed754ca25148bc11753e17d99c40227fd842cb908b"},{"path":"model-00004-of-00006.safetensors","role":"weight","sizeBytes":5166586731,"sha256":"sha256:a5826546db0fc143299a8e6a4a29bf80f4c76fce0c09126dec9c2094f9490fb1","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:025e638b07a726373bb2520253fb50e49bda6f8c40b24886797f6b8bed93dad8"},{"path":"model-00005-of-00006.safetensors","role":"weight","sizeBytes":5226044057,"sha256":"sha256:1e7cfc6af1503734b6b4cd6563a24fe10c3f528b46bc58e1bfa6722091930757","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c9b8d234a129257840fd54f1dcf92f8049d3f425febda0f99f1613dcae8832dd"},{"path":"model-00006-of-00006.safetensors","role":"weight","sizeBytes":2418960549,"sha256":"sha256:13ec2a8535af1cf511353b74d7fc5ccf24ab444474e7f2e890b0e6aa75c12636","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:54ef683087e2950f0af293e7cd12da47231c803b0baf19c9d756d6866a8be89e"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":138985,"sha256":"sha256:f6de8438e0aaf003f3198b8a18a1f7af2398162d28eb42ce8059dcc65bd36efe","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:520e70b9bccc48fe9a3918478d6fa153cd061c5501f09a9632f6c156e2ed94e7"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":32169626,"sha256":"sha256:cc8d3a0ce36466ccc1278bf987df5f71db1719b9ca6b4118264f45cb627bfe0f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f3cf2d3d566098029ef0cecc2cfbc56d7f709029007bb9bf487930d880f39912"},{"path":"tokenizer_config.json","role":"config","sizeBytes":2773,"sha256":"sha256:8155d42e19a25623e76fc0460ce24ddfd34a7c85b496456684249c68e5f93fc5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a4c7ecef5438842b1ef8c84fd8e91b1b386992124e221e3306e856cb90549ed9"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:8bf344d04ed61847809626d98f9627c05ecd6cd901d0b94ec7d441ff315e44ee","representationDigest":"sha256:1f7b54ad04589bce019bc244fc0ef4110fc4e6ffe263d7b423b6565c8fd824ce","evidenceSnapshotDigest":"sha256:a65d9ed93ee6da7cf1fe68560b3a87f09479652c7883ec772f271b8020e3606e","evaluatedAt":"2026-09-28T00:38:31.152Z","authorityVersion":"sha256:6be26fdc393426a846ba2c6a0f02cd781929ae8445b4bcf8bb69048d4ee9474d","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":12,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":16,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T14:03:47.446Z","evidence_url":"/api/manifests/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx"}},"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":16,"publicDownloadableFileCount":15,"externalFileCount":16,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":28423443299,"label":"26.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":340,"upstreamStars":1,"label":"340 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":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"15/16 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: deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 15/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":15,"externalFiles":1,"totalFiles":16},"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-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T14:03:47.446Z","evidence_url":"/api/manifests/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/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":"deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"15/16 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: deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 15/16 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":15,"externalFiles":1,"totalFiles":16},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/distribution"},"supportedClaims":["deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX has 0 self-reported, unqualified Hugging Bay community reviews.","deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX has 0 self-reported run claims; none qualify verification during limited availability.","deer-sec/CyberStag-Security-26B-A4B-V1-OptiQ8-MLX 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-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-deer-sec-cyberstag-security-26b-a4b-v1-optiq8-mlx/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."}}