{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-01T19:09:01.582Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","repo":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":1524824687,"readinessCheckedAt":"2026-11-01T17:49:28.812Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":1524824687,"readinessCheckedAt":"2026-11-01T17:49:28.812Z","readinessSource":"file-check","degraded":true,"stale":true},"licenseState":"unknown","licenseUnresolved":true,"licenseLabel":"License: unknown","licenseCategory":"no-license","id":"hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","owner":"AMAImedia","name":"NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","repo":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","type":"llm","summary":"Model from Hugging Face for text generation: AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-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":"tags","value":"conversational"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["license-not-recorded","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":null,"status":"unknown"},"lineage":[],"parameters":null,"size":{"bytes":1524864205,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"AMAImedia","sourceUrl":"","license":"unknown","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","unknown","mlx","safetensors","qwen3_5","qwen3.5","qwen3.5-201-languages","supports-201-languages","multilingual","language-support","noesis","qwopus3.5","inspector","original-trained-model","bfloat16","apple-silicon","noesis-dhcf-fno","amaimedia","text-generation","conversational","en","region:us"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","md","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"unknown","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":["en","multilingual"],"evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["language","library_name","pipeline_tag","tags"],"semanticText":"text-generation mlx llm model en multilingual safetensors","semanticTerms":["text-generation","mlx","llm","model","en","multilingual","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":9925},{"lfs":false,"path":"chat_template.jinja","sizeBytes":4047},{"lfs":false,"path":"config.json","sizeBytes":2518},{"lfs":false,"path":"generation_config.json","sizeBytes":192},{"lfs":true,"path":"model.safetensors","sizeBytes":1504827355},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":28023},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989343},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1232}],"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":1524864205,"sizeKnown":true,"sizeLabel":"1.4 GB","sizeReason":"","declaredSizeBytes":1524864205,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":806,"stars":0,"citations":0,"updatedAt":"2026-09-19T05:16:32.998Z","createdAt":"2026-09-19T05:13:51.173Z","version":"hf-main","upstream":{"gated":false,"repoId":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","private":false,"disabled":false,"provider":"huggingface","repoType":"model","revision":"4e4de793b48d3e672d76b4f105c639dd2d48f667","fetchedAt":"2026-09-19T05:13:51.165Z","importMode":"external-catalog","licenseRaw":"License: unknown","licenseDeclared":null,"mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-19T05:16:32.998Z","mirroredBy":"mirror-batch-worker","totalFiles":9,"hostedFiles":6,"mirroredBytes":1524824687,"mirroredFiles":6,"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_2e813fb1add596d7745d0c31f5251fa32f7ddff2a6e6d9d60954c8bc26a2ddbc","artifactId":"hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","representationId":"rep-08508a51ad2c71051ddfdbf19e29ff8c0f9954ca705daa63770b68e24eac8f8e","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-08508a51ad2c71051ddfdbf19e29ff8c0f9954ca705daa63770b68e24eac8f8e","artifactId":"hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","format":"mlx","source":{"provider":"huggingface","identity":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","revision":"4e4de793b48d3e672d76b4f105c639dd2d48f667","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":4047,"sha256":"sha256:0800c03b537cb0d60244f37ac6d717b06c42c4828a40853b1f9853791f9afdae","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:cd3b9fffd68918da2d1952d0eaae699406efbbed9de7f9043d3b61d7fe90b11b"},{"path":"config.json","role":"config","sizeBytes":2518,"sha256":"sha256:5f2c02cb1dd17548d9a753eed7551b16305864c5432ddc33091e818660dc2d50","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:45ca814ad058506e9f66fc6bfe75dfb8b22e03dd7fad4fbed36e4fe1fb3f850a"},{"path":"generation_config.json","role":"config","sizeBytes":192,"sha256":"sha256:b432c2489fb5cd1d61dfcdc8ad4d766924318b01f3c5c486564b6b11c0b3d5cc","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:101da57ff9d1e560e558cd0792581551ff5ee6fa0a637d318dd66f6618e06d73"},{"path":"model.safetensors","role":"weight","sizeBytes":1504827355,"sha256":"sha256:58d7270cea2aa2547194e9cd5f1bc10801137347b54e738a6095a8e5a5f1b66c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:70a97bb6fc0b5b5dd162edaaa7adc1814d1eb33f434971a4e0c4091cb6184648"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989343,"sha256":"sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fdc4d4935cc0ff24ef7f39a2ca7143a76ea51c6d714300cede47218eacb4903a"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1232,"sha256":"sha256:7d5a654e585d51288c3781b8774ab4d95faaf5474b21f093f9ee3b319a9dbbdb","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1ca196935f135c423f09b0038f690268446d2041becbcb373ee0cfdf6280eac0"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:56e2be0e7b43bb8b0f73828186450706c39fa13a4fb344f08e3b0c3946fd13e0","representationDigest":"sha256:456b9488c0e2f0d1ede4f07f6eb3de852f751531ad204b9776bc6cdce627c13e","evidenceSnapshotDigest":"sha256:840a77cfce153770ca4ad894070cc71a5b45cfe9d64d020fc288b43d2a00dd29","evaluatedAt":"2026-09-19T05:16:33.793Z","authorityVersion":"sha256:eae34026e8b4969a8c61e8e11a6b3d03804ebdf1f05b05f1267949d4540b8118","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":6,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":9,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T17:49:28.812Z","evidence_url":"/api/manifests/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-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":9,"publicDownloadableFileCount":6,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":1524864205,"label":"1.4 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":806,"upstreamStars":0,"label":"806 upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"License: unknown"},{"id":"provenance","label":"Provenance","status":"fail","detail":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/9 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":["Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: unknown","Provenance: AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","Hosted files: 6/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":3,"totalFiles":9},"action":{"id":"review","label":"Inspect missing evidence","detail":"Source, license, or recorded representation evidence is incomplete.","href":"/artifact/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/overview"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-01T17:49:28.812Z","evidence_url":"/api/manifests/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-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":"unknown","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"fail","detail":"License: unknown"},{"id":"provenance","label":"Provenance","status":"fail","detail":"AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/9 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":["Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["License: unknown","Provenance: AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX","Hosted files: 6/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":3,"totalFiles":9},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/distribution"},"supportedClaims":["AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX has 0 self-reported, unqualified Hugging Bay community reviews.","AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-MLX has 0 self-reported run claims; none qualify verification during limited availability.","AMAImedia/NOESIS-Qwopus3.5-0.8B-v3-Inspector-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-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-mlx"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-amaimedia-noesis-qwopus3-5-0-8b-v3-inspector-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."}}