{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-28T08:22:45.991Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-qox-knowforge-0-6b","repo":"qox/knowforge-0.6B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":1203578168,"readinessCheckedAt":"2026-10-28T06:41:33.070Z","readinessSource":"projection","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":9,"mirroredBytes":1203578168,"readinessCheckedAt":"2026-10-28T06:41:33.070Z","readinessSource":"projection","degraded":true,"stale":true},"id":"hf-model-qox-knowforge-0-6b","owner":"qox","name":"knowforge-0.6B","repo":"qox/knowforge-0.6B","type":"llm","summary":"Model from Hugging Face for text generation: qox/knowforge-0.6B · unknown","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":1203583371,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"qox","sourceUrl":"https://huggingface.co/qox/knowforge-0.6B","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","qwen3","reasoning","compositional-reasoning","lora-finetuned","knowforge","text-generation","conversational","en","vi","license:apache-2.0","region:us","unknown","llm"],"task":"text-generation","modality":"text","framework":"unknown","formats":["gitattributes","md","jinja","json","py","safetensors","txt"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["en","vi"],"sourceUrl":"https://huggingface.co/qox/knowforge-0.6B","evalResults":[],"libraryName":"unknown","pipelineTag":"text-generation","cardDataKeys":["language","license","pipeline_tag","tags"],"semanticText":"text-generation unknown llm model en vi safetensors","semanticTerms":["text-generation","unknown","llm","model","en","vi","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"LICENSE","sizeBytes":9061},{"lfs":false,"path":"README.md","sizeBytes":4817},{"lfs":false,"path":"chat_template.jinja","sizeBytes":4168},{"lfs":false,"path":"config.json","sizeBytes":1416},{"lfs":false,"path":"generation_config.json","sizeBytes":213},{"lfs":false,"path":"inference.py","sizeBytes":3633},{"lfs":true,"path":"model.safetensors","sizeBytes":1192135096},{"lfs":false,"path":"requirements.txt","sizeBytes":53},{"lfs":true,"path":"tokenizer.json","sizeBytes":11422650},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":694}],"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":1203583371,"sizeKnown":true,"sizeLabel":"1.1 GB","sizeReason":"","declaredSizeBytes":1203583371,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":27,"stars":1,"citations":0,"updatedAt":"2026-09-04T06:16:44.173Z","createdAt":"2026-06-30T19:22:05.959Z","version":"hf-main","upstream":{"gated":false,"repoId":"qox/knowforge-0.6B","private":false,"repoUrl":"https://huggingface.co/qox/knowforge-0.6B","disabled":false,"provider":"huggingface","repoType":"model","revision":"616bac5c8e9bbb4ce9b3ef4f7e5301046aa8cb9b","fetchedAt":"2026-09-04T01:06:10.893Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"hosted","mirroredAt":"2026-09-04T06:16:44.173Z","mirroredBy":"mirror-batch-worker","totalFiles":11,"hostedFiles":9,"mirroredBytes":1203578168,"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_5a5c76661db71431f1fb6ff0ca4123e1c30fc9e5d5f00602cbcaf973caf3cca9","artifactId":"hf-model-qox-knowforge-0-6b","representationId":"rep-a1f9f300c41721083850a9e3988917609fdb943bbd8da1e637321b707ffb5dd6","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a1f9f300c41721083850a9e3988917609fdb943bbd8da1e637321b707ffb5dd6","artifactId":"hf-model-qox-knowforge-0-6b","format":"safetensors","source":{"provider":"huggingface","identity":"qox/knowforge-0.6B","revision":"616bac5c8e9bbb4ce9b3ef4f7e5301046aa8cb9b","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":9061,"sha256":"sha256:edcd7b9e4dffc4b6a0ce128eb7ecad7da65bf57f39be9708a279ecc81343a3fa","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d503dbb52af4b751b1f75f4d909d9938fdce8f81b6e7508270963c3c04d2d286"},{"path":"README.md","role":"support","sizeBytes":4817,"sha256":"sha256:fe5d23d03bd9172fbf6e7a6a1a6fc0f74bbc478a62545205ae5fa5ac61776afa","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:a32a12135da9a1619823a5ad025df56290de4bff442edeb73cf5b722b8f465b0"},{"path":"chat_template.jinja","role":"template","sizeBytes":4168,"sha256":"sha256:a55ee1b1660128b7098723e0abcd92caa0788061051c62d51cbe87d9cf1974d8","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:12c2c4fed583e279614ab1307062e6ffb7171e0a04d3c351dedd2ec050351c5d"},{"path":"config.json","role":"config","sizeBytes":1416,"sha256":"sha256:99e69702e0e668dead9b075d8fd6d2f9c0ffd2dce60be44dc2a90bfe0d81dfbc","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:d055616156d97a71c3c327fed07ad3c3d63b5b9707d65054ce226cd17d0adf19"},{"path":"generation_config.json","role":"config","sizeBytes":213,"sha256":"sha256:de28dee968bc1d7c3af35a7bdfb7c7a9789faf78bbc59ff7b28e9a1e052fe79f","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:55eacc58eded448f21c9c3fe9f33fe86f2988df46ffc75f2a4b44cc8dbad997b"},{"path":"model.safetensors","role":"weight","sizeBytes":1192135096,"sha256":"sha256:02c96242a425432dea030658e7e1624ebbd95ba3bb9cb0f14ffa4829e48230a3","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:79b69c66290c603ae5714fc0ea5153e1f47a21dd08f2cba1d05bb7c8d944de14"},{"path":"requirements.txt","role":"support","sizeBytes":53,"sha256":"sha256:eb56801efe01b2bcde8fe6eb0e730a6e82c39195358463492b867353d034a050","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:98f630733bd2784ee9579c6a2279741cafc6643cd69626b0db22b7e3870ca0ed"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":11422650,"sha256":"sha256:be75606093db2094d7cd20f3c2f385c212750648bd6ea4fb2bf507a6a4c55506","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:960b26e596ce7236702375cd4ad1cbc5dbe8d3d6a2acc52199293332bbecf0b3"},{"path":"tokenizer_config.json","role":"config","sizeBytes":694,"sha256":"sha256:04b1682c59acbd057f4c9072297faa73d56fc9de053094c659cdb4c464f58f86","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fe1c676a6bd49b86882cf1b7cdc8360b06776a648cd62ba0ce79d6ab1076cade"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:e9550dfe9368970b7fd396d7419c32db124e9b32c9e5eb41759a768b5d5c0cc8","representationDigest":"sha256:1b6f8bf2f9e4b3ec9992cd9e4ca64e6e8341de4ba8a3ffed4056d945051ef4ef","evidenceSnapshotDigest":"sha256:484b12a8cdc05c1d6ab62039ce0aa306460a173b201c34ff427fa9799c16c1e4","evaluatedAt":"2026-09-04T06:16:44.438Z","authorityVersion":"sha256:fd6e5c0f71efe5fda46a5149f727431483e2b12ab5ea962c39425ca6efad3bdf","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":11,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T06:41:33.070Z","evidence_url":"/api/manifests/hf-model-qox-knowforge-0-6b"}},"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":9,"externalFileCount":11,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1203583371,"label":"1.1 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":27,"upstreamStars":1,"label":"27 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":"qox/knowforge-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/11 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: qox/knowforge-0.6B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":2,"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-qox-knowforge-0-6b/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"qox/knowforge-0.6B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-28T06:41:33.070Z","evidence_url":"/api/manifests/hf-model-qox-knowforge-0-6b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-qox-knowforge-0-6b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-qox-knowforge-0-6b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/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":"qox/knowforge-0.6B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"9/11 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: qox/knowforge-0.6B","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 9/11 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":9,"externalFiles":2,"totalFiles":11},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-qox-knowforge-0-6b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-qox-knowforge-0-6b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/distribution"},"supportedClaims":["qox/knowforge-0.6B has 0 self-reported, unqualified Hugging Bay community reviews.","qox/knowforge-0.6B has 0 self-reported run claims; none qualify verification during limited availability.","qox/knowforge-0.6B 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-qox-knowforge-0-6b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-qox-knowforge-0-6b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-qox-knowforge-0-6b/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."}}