{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-28T16:53:07.699Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","repo":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":2202470707,"readinessCheckedAt":"2026-10-28T16:10:20.052Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":8,"mirroredBytes":2202470707,"readinessCheckedAt":"2026-10-28T16:10:20.052Z","readinessSource":"file-check","degraded":true,"stale":true},"id":"hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","owner":"Agnuxo","name":"Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","repo":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","type":"llm","summary":"Model from Hugging Face for text generation: Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit · unknown","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":"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":5071305424,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"Agnuxo","sourceUrl":"https://huggingface.co/Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","apache-2.0","safetensors","gguf","llama","p2pclaw","cajal","code-generation-assistant","local-ai","text-generation","scientific-research","conversational","en","es","arxiv:2604.19792","license:apache-2.0","endpoints_compatible","region:us","unknown","llm"],"task":"text-generation","modality":"text","framework":"unknown","formats":["gitattributes","md","json","safetensors","model","gguf"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":["2604.19792"],"repoType":"model","baseModel":"","languages":["en","es"],"sourceUrl":"https://huggingface.co/Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","evalResults":[],"libraryName":"unknown","pipelineTag":"text-generation","cardDataKeys":["language","license","pretty_name","tags","task_categories"],"semanticText":"text-generation unknown llm model en es safetensors gguf","semanticTerms":["text-generation","unknown","llm","model","en","es","safetensors","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1629},{"lfs":false,"path":"README.md","sizeBytes":5627},{"lfs":false,"path":"config.json","sizeBytes":768},{"lfs":false,"path":"generation_config.json","sizeBytes":124},{"lfs":true,"path":"model.safetensors","sizeBytes":2200119864},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":438},{"lfs":false,"path":"tokenizer.json","sizeBytes":1842795},{"lfs":true,"path":"tokenizer.model","sizeBytes":499723},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1368},{"lfs":true,"path":"unsloth.BF16.gguf","sizeBytes":2201017760},{"lfs":true,"path":"unsloth.Q4_K_M.gguf","sizeBytes":667815328}],"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":5071305424,"sizeKnown":true,"sizeLabel":"4.7 GB","sizeReason":"","declaredSizeBytes":5071305424,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":114,"stars":0,"citations":0,"updatedAt":"2026-09-04T23:03:23.445Z","createdAt":"2026-06-30T04:00:47.219Z","version":"hf-main","upstream":{"gated":false,"repoId":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","private":false,"repoUrl":"https://huggingface.co/Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","disabled":false,"provider":"huggingface","repoType":"model","revision":"d4a3791cf34dda8d31d44668b1eebc27a524bab3","fetchedAt":"2026-09-04T18:28:21.938Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-04T23:03:23.445Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":8,"mirroredBytes":2202470707,"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_4e45a50872790e520cf4e992a53b040fc12a8680175d0f75c9350e688b616785","artifactId":"hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","representationId":"rep-1db3a7924a3ed79e91ef6d6567d4aaed7734b6ad816c933d036a287149a87c7f","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-1db3a7924a3ed79e91ef6d6567d4aaed7734b6ad816c933d036a287149a87c7f","artifactId":"hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","format":"safetensors","source":{"provider":"huggingface","identity":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","revision":"d4a3791cf34dda8d31d44668b1eebc27a524bab3","immutable":true},"files":[{"path":"README.md","role":"support","sizeBytes":5627,"sha256":"sha256:805277734554d3155322f1e91a92620212f504c03af7094d08d69aa52d3c6f11","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:98747558dc87adc323e9848b768a83192461fccc867a22fd0f9b932ea4c240be"},{"path":"config.json","role":"config","sizeBytes":768,"sha256":"sha256:cecdbdabfd4158081a348768d6fa36165ee4a2ff2323cd2b39bad5f08b68e921","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c8af7af74d251e7149546a576ba5349d538607dce1b65decbc1eb3d6a6aa6bff"},{"path":"generation_config.json","role":"config","sizeBytes":124,"sha256":"sha256:dd9d32a49827eb62cf58dafa577c6efb66a1c7b2ad10dea3d8ee7ba9fdb8e06f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:210cd7ed5ecd3ae0e83ec4a4c907a3dde36152ece09e4ce0e5c93753b14f97ac"},{"path":"model.safetensors","role":"weight","sizeBytes":2200119864,"sha256":"sha256:e2b25917d7ed64ee33715d0988a146b1fc453d52edb746156dd01fb460d6fe46","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:05e7fc6001b3b4391ba0c558db8b44e8e38ee4a9f0286200fc1d6e14ece297dd"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":438,"sha256":"sha256:719833ff26ac897a3ec8ed946028a135de2a351470af59b4008744ab1f0ee9b7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:5f1e883e1eaf0db25d767ed131f7fab2dab52a40b6c5f580a07bc1dc6cdcfc60"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":1842795,"sha256":"sha256:bf467c9e0f536bda271283c6ef85eb1a943e3196b621c8a912d64953b205df83","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:c7d8e188e0672f4efa32f5f8650feb4b59ae87f15edd2efff52acfa77d986cc0"},{"path":"tokenizer.model","role":"tokenizer","sizeBytes":499723,"sha256":"sha256:9e556afd44213b6bd1be2b850ebbbd98f5481437a8021afaf58ee7fb1818d347","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1d65de6c3e5fa85e808f5d09c89b1715a26cd835f5e87a3088674abb309e5b4a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1368,"sha256":"sha256:120bdeef4ef95d5c173341250e5bba3e6533164299ba3e79395dcb255aa44629","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4a2e13a84fc120d63b408b2bb687639076303ffb80bc8722f90515f2cd3aafb9"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:88401e7e8d57d7152b9262aa4b0ee5a19be0b8dd189dd0ccaa9a654f0c0c8069","representationDigest":"sha256:83f8a13736aaff958977f217f6a41b0ba6e6ce10b14d38aeb66923b8e7f1c53c","evidenceSnapshotDigest":"sha256:a9400d0cb79059fc3d8f67929f221e2000ad54b44b07d918b84cfd7235e9512d","evaluatedAt":"2026-09-04T23:03:23.702Z","authorityVersion":"sha256:2283e28792cb2466e31677051e49f2a80f6eb03bd8eca07526639724e0631961","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":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T16:10:20.052Z","evidence_url":"/api/manifests/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-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":11,"publicDownloadableFileCount":8,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":5071305424,"label":"4.7 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":114,"upstreamStars":0,"label":"114 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":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"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-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-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":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T16:10:20.052Z","evidence_url":"/api/manifests/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-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":"Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"8/11 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: Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 8/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":8,"externalFiles":3,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/distribution"},"supportedClaims":["Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit has 0 self-reported, unqualified Hugging Bay community reviews.","Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_4bit has 0 self-reported run claims; none qualify verification during limited availability.","Agnuxo/Tinytron-ORCA-3B-Instruct_CODE_Python-Spanish_English_GGUF_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-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-4bit"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-agnuxo-tinytron-orca-3b-instruct-code-python-spanish-english-gguf-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."}}