{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-29T06:29:07.394Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","repo":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":8608382984,"readinessCheckedAt":"2026-10-29T06:11:25.863Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":8608382984,"readinessCheckedAt":"2026-10-29T06:11:25.863Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","owner":"TechnoBaptist","name":"Ternary-Bonsai-2-27B-mlx-2bit","repo":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","type":"llm","summary":"Model from Hugging Face for text generation: TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit · 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":"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":8608732931,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"TechnoBaptist","sourceUrl":"https://huggingface.co/TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","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","mlx","safetensors","prism_hadamard_qwen35","ternary","2-bit","cuda","metal","on-device","hybrid-attention","prismml","bonsai","text-generation","conversational","base_model:qwen/qwen3.8-27b","base_model:finetune:qwen/qwen3.8-27b","license:apache-2.0","region:us","llm"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","txt","md","svg","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["base_model","library_name","license","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model safetensors","semanticTerms":["text-generation","mlx","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":144},{"lfs":false,"path":"LICENSE","sizeBytes":10174},{"lfs":false,"path":"NOTICE.txt","sizeBytes":411},{"lfs":false,"path":"PACK-RUNTIME.md","sizeBytes":969},{"lfs":false,"path":"README.md","sizeBytes":22732},{"lfs":false,"path":"assets/bonsai-logo.svg","sizeBytes":515},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8952},{"lfs":false,"path":"config.json","sizeBytes":58145},{"lfs":false,"path":"files.json","sizeBytes":2855},{"lfs":false,"path":"generation_config.json","sizeBytes":85},{"lfs":false,"path":"hadamard.json","sizeBytes":297903},{"lfs":true,"path":"model.safetensors","sizeBytes":8595477990},{"lfs":false,"path":"preprocessor_config.json","sizeBytes":390},{"lfs":false,"path":"reload-validation.json","sizeBytes":86},{"lfs":false,"path":"runtime/LICENSE","sizeBytes":1066},{"lfs":false,"path":"runtime/artifact.py","sizeBytes":5621},{"lfs":false,"path":"runtime/codec.py","sizeBytes":2572},{"lfs":false,"path":"runtime/requirements.txt","sizeBytes":115},{"lfs":false,"path":"runtime/runtime.py","sizeBytes":10674},{"lfs":false,"path":"runtime/vision_artifact.py","sizeBytes":4221},{"lfs":false,"path":"tokenizer-validation.json","sizeBytes":63},{"lfs":true,"path":"tokenizer.json","sizeBytes":12809320},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":17928}],"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":8608732931,"sizeKnown":true,"sizeLabel":"8.0 GB","sizeReason":"","declaredSizeBytes":8608732931,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":2105,"stars":1,"citations":0,"updatedAt":"2026-09-22T12:06:05.251Z","createdAt":"2026-09-22T11:55:56.839Z","version":"hf-main","upstream":{"gated":false,"repoId":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","private":false,"repoUrl":"https://huggingface.co/TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"498775b03b55d038f716fea2568bf6ae6b8e0b5e","fetchedAt":"2026-09-22T11:55:56.837Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-22T12:06:05.251Z","mirroredBy":"mirror-batch-worker","totalFiles":23,"hostedFiles":8,"mirroredBytes":8608382984,"mirroredFiles":8,"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_75ca1bce42598ad6a9b960274a026081ff88d46c095ed75e7a01c261cc205837","artifactId":"hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","representationId":"rep-4a1736d1c5fb1c86eb4fd9b93fa15be2b4d59ece5852b5ff797b82671279175a","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-4a1736d1c5fb1c86eb4fd9b93fa15be2b4d59ece5852b5ff797b82671279175a","artifactId":"hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","format":"mlx","source":{"provider":"huggingface","identity":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","revision":"498775b03b55d038f716fea2568bf6ae6b8e0b5e","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":10174,"sha256":"sha256:69849221bfb90053de2134ef5e6d540287b4b98062326492f1f96f5da685524b","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:74f848458e2f0593c81d8b3370144dd9ffafa376b46109ff5878f41e1d684b50"},{"path":"chat_template.jinja","role":"template","sizeBytes":8952,"sha256":"sha256:c3cf9e34abf4f9e36c2d72165aa9c132d3e2a725b6c2586aaa3a8af9d7a81041","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1157099d7bfcd894c2e06bf819fc17071ef5c1a53394ce00a0d5b308f8b75184"},{"path":"config.json","role":"config","sizeBytes":58145,"sha256":"sha256:238de7c512cc56a733421e3fd011d88f8260739e3d00e32c5d65b7943cc9f837","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:bfcbe64856213c98dcb98a4725ad4330fdf0f5c16008362514900265d2a526d9"},{"path":"generation_config.json","role":"config","sizeBytes":85,"sha256":"sha256:cddd0dbd24dbf13229f872b4100c5a0bfe5186eeb09e171b2fc2bac701e98034","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e070314139819eb456f54a21baeed8788baef0975adfc7d6a9648e168b6700c9"},{"path":"model.safetensors","role":"weight","sizeBytes":8595477990,"sha256":"sha256:130de5925082c168b7866b2e91b52e44abbafc99017e3ca352b77b5b55a269ed","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:9cd2430caac8b539d9d705e7b68d69d478a8cbc1d6b3ac9c0d18570b04d994ac"},{"path":"preprocessor_config.json","role":"config","sizeBytes":390,"sha256":"sha256:27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fe9dde7587b5fd89cb80c201b7000e4275de809fb30b356d17d81ad7f307e9db"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":12809320,"sha256":"sha256:0997f410c57a1f4e53b09e4be8f4a172d90edd9564368fb0847030937229b9f3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1e19f9bf73ddc2556c26ddd29b910c139f382c7f9b53afe484cc7eb7149515e9"},{"path":"tokenizer_config.json","role":"config","sizeBytes":17928,"sha256":"sha256:b11349aafa7cdc6a320767cf7ceb29ed82f7eda5d65e8e0819e76f0ce947bf27","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b58c23b982f906d90fa34e012258d9f260b5770eb17938fb12166d67b194f8e5"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:48faa72a829f3cf79ffca5cf336ffa753017c49dbc66ec44e9dc25f61e02b5cb","representationDigest":"sha256:58615d723844589d5584e4f4dd2c77dc4ced238f7137f96b89cfffe91733c0b7","evidenceSnapshotDigest":"sha256:25c0133882caa72ad780da327e5527674e99a53943c9d4b5d67c1beffc655d20","evaluatedAt":"2026-09-22T12:06:05.527Z","authorityVersion":"sha256:d911bcd3e2c92afdc7d33d3409f2a667ba26f0a2de324e17977219ee01904a2d","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":8,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":23,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T06:11:25.863Z","evidence_url":"/api/manifests/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit"}},"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":23,"publicDownloadableFileCount":8,"externalFileCount":23,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":8608732931,"label":"8.0 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":2105,"upstreamStars":1,"label":"2.1K 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":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/23 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: TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":15,"totalFiles":23},"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-technobaptist-ternary-bonsai-2-27b-mlx-2bit/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-29T06:11:25.863Z","evidence_url":"/api/manifests/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/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":"TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/23 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: TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/23 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":15,"totalFiles":23},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/distribution"},"supportedClaims":["TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit has 0 self-reported, unqualified Hugging Bay community reviews.","TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit has 0 self-reported run claims; none qualify verification during limited availability.","TechnoBaptist/Ternary-Bonsai-2-27B-mlx-2bit 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-technobaptist-ternary-bonsai-2-27b-mlx-2bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-technobaptist-ternary-bonsai-2-27b-mlx-2bit/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."}}