{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-10-31T18:45:21.445Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-liquidai-lfm2-8b-a1b","repo":"LiquidAI/LFM2-8B-A1B","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":16685202084,"readinessCheckedAt":"2026-10-31T18:12:07.094Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":12,"mirroredBytes":16685202084,"readinessCheckedAt":"2026-10-31T18:12:07.094Z","readinessSource":"file-check","degraded":true,"stale":true},"licenseState":"unknown","licenseUnresolved":true,"licenseLabel":"License: unknown","licenseCategory":"no-license","id":"hf-model-liquidai-lfm2-8b-a1b","owner":"LiquidAI","name":"LFM2-8B-A1B","repo":"LiquidAI/LFM2-8B-A1B","type":"llm","summary":"Model from Hugging Face for text generation: LiquidAI/LFM2-8B-A1B · transformers","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":16685219493,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"LiquidAI","sourceUrl":"","license":"unknown","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":92,"tags":["huggingface-import","external-catalog","model","other","transformers","safetensors","lfm2_moe","text-generation","liquid","lfm2","edge","moe","conversational","en","ar","zh","fr","de","ja","ko","es","arxiv:2511.23404","license:other","endpoints_compatible"],"task":"text-generation","modality":"text","framework":"transformers","formats":["gitattributes","md","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"other","metrics":[],"datasets":[],"paperIds":["2511.23404"],"repoType":"model","baseModel":"","languages":["en","ar","zh","fr","de","ja","ko","es"],"evalResults":[],"libraryName":"transformers","pipelineTag":"text-generation","cardDataKeys":["language","library_name","license","license_link","license_name","new_version","pipeline_tag","tags"],"semanticText":"text-generation transformers llm model en ar zh fr de ja ko es safetensors","semanticTerms":["text-generation","transformers","llm","model","en","ar","zh","fr","de","ja","ko","es","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1519},{"lfs":false,"path":"LICENSE","sizeBytes":10574},{"lfs":false,"path":"README.md","sizeBytes":15890},{"lfs":false,"path":"chat_template.jinja","sizeBytes":3099},{"lfs":false,"path":"config.json","sizeBytes":1080},{"lfs":false,"path":"generation_config.json","sizeBytes":137},{"lfs":true,"path":"model-00001-of-00004.safetensors","sizeBytes":4994470712},{"lfs":true,"path":"model-00002-of-00004.safetensors","sizeBytes":4999536568},{"lfs":true,"path":"model-00003-of-00004.safetensors","sizeBytes":4996542840},{"lfs":true,"path":"model-00004-of-00004.safetensors","sizeBytes":1689601384},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":210360},{"lfs":false,"path":"special_tokens_map.json","sizeBytes":434},{"lfs":false,"path":"tokenizer.json","sizeBytes":4733020},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":91876}],"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":16685219493,"sizeKnown":true,"sizeLabel":"15.5 GB","sizeReason":"","declaredSizeBytes":16685219493,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":25557,"stars":371,"citations":0,"updatedAt":"2026-09-18T11:41:46.224Z","createdAt":"2026-09-18T11:21:41.605Z","version":"hf-main","upstream":{"gated":false,"repoId":"LiquidAI/LFM2-8B-A1B","private":false,"disabled":false,"provider":"huggingface","repoType":"model","revision":"c1c44ff9fc00db3ebf4516970563f5f383d23670","fetchedAt":"2026-09-18T11:21:41.596Z","importMode":"external-catalog","licenseRaw":"License: unknown","licenseDeclared":"other","mirrorLicensePolicy":"permissive"},"hosting":{"status":"hosted","mirroredAt":"2026-09-18T11:41:46.224Z","mirroredBy":"mirror-batch-worker","totalFiles":14,"hostedFiles":12,"mirroredBytes":16685202084,"mirroredFiles":12,"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_14a1c3eff00b86f9b73192a029c753519b1dabbf4334d3ddd05d00ffeaf191bd","artifactId":"hf-model-liquidai-lfm2-8b-a1b","representationId":"rep-a2e7f45bd1ba7ae08b384cd046ae28c7eced28e51cead5b4322b59be8e98c28d","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-a2e7f45bd1ba7ae08b384cd046ae28c7eced28e51cead5b4322b59be8e98c28d","artifactId":"hf-model-liquidai-lfm2-8b-a1b","format":"safetensors","source":{"provider":"huggingface","identity":"LiquidAI/LFM2-8B-A1B","revision":"c1c44ff9fc00db3ebf4516970563f5f383d23670","immutable":true},"files":[{"path":"LICENSE","role":"support","sizeBytes":10574,"sha256":"sha256:4d28ca14dedc0b3d0fcc2b3339f0e79931faa33874f3d24f522183a8fc70068c","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:74e7459aff5b4e548357d38250857b43165e7a3e914b9e518a5610dfe94a7232"},{"path":"chat_template.jinja","role":"template","sizeBytes":3099,"sha256":"sha256:5504d163d879bfb6fd4135b7fa3d56768b2e69dd718338f7b146750289f46ab0","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:24324bcd707c7e37cf54831392b1d422ebf892d4fb8f8b76ea1d2798bcb9063a"},{"path":"config.json","role":"config","sizeBytes":1080,"sha256":"sha256:3a63e1ee647926ef3c5eabb7d3a4b5feb38ccece9c624679fa34289692464fa4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:089c3a961914e04d433cbb8c3d8e2551dc762785931914234dfa18665809f106"},{"path":"generation_config.json","role":"config","sizeBytes":137,"sha256":"sha256:f7de2fded96ae1d174989025d46b2351e4ded99c799ac559d8186f0e2fb6295d","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:450e96131d01b96b5a8bf04b6a70795886446be0ec2133b5f721ba8e7ff0a1c1"},{"path":"model-00001-of-00004.safetensors","role":"weight","sizeBytes":4994470712,"sha256":"sha256:927feafae7d99f40046cd365e8780fe2c36c72ba207ce3024ba54bf884599600","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:1cf6021bbab52832774c008fd1e2cbdaf81c848b760abae2d0999d53460ef6fa"},{"path":"model-00002-of-00004.safetensors","role":"weight","sizeBytes":4999536568,"sha256":"sha256:e41140e9841cf338ed537fad0e0d0f16fbeebe0784719188ef7f2999b531d97e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:469ea506232cfeeaf795f1cdd46363a11a7f718a1b8de934e70429d7e3466f29"},{"path":"model-00003-of-00004.safetensors","role":"weight","sizeBytes":4996542840,"sha256":"sha256:3e3b6236812186ae90f27a3d074f802d5251eab54840b8eca5eea8b730b7a789","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:fc1727b9c66325d1d7fe814592996c02adcd1ca9934f521912de879f3737373f"},{"path":"model-00004-of-00004.safetensors","role":"weight","sizeBytes":1689601384,"sha256":"sha256:4f3cbb6a6a853785186b259fc7b23a5706cca8e53691ab3036a539596ffe38ea","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:8c2bc29927147e022d9aba411e19b66450ede36a3fbda27f7361b280778b7b9b"},{"path":"model.safetensors.index.json","role":"index","sizeBytes":210360,"sha256":"sha256:7793fd9fe5355a7b24c7fd8c4cc74cf547dc5643f145bbd91c3bfa0834d5171e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:b77419242b3884ca8b8f5d495f0fb9347e177a0e8b55e145d4e186e1ee2eafbd"},{"path":"special_tokens_map.json","role":"tokenizer","sizeBytes":434,"sha256":"sha256:742aefe2b7dec496e8caffdba03a75d0c1a9925d53bd3f3e0d388c96b591b6f4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:93f8e3e9ddd166dcb2ec03ed9be8e8209acd9ea1a2175c617a374eb7d9d693a9"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":4733020,"sha256":"sha256:d7a0ab0fc22e41ec8c6d7450a9ff9ce40e196ec5e5a2fa6a2105e064e0514ed7","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:4ce59069f2e2342c83f61feed7b49b587b2b6bca042bf3fadb0bcdd2b6977d98"},{"path":"tokenizer_config.json","role":"config","sizeBytes":91876,"sha256":"sha256:8cba5b0c7acab23a0d4cc9ac587346c9220a1b6d288fc5346fe118202fd6f43e","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:97c0259736e22fb288a51822705548bfd94444278fbe03b34fd0c4fc1131ed7e"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:e2b3e819074e609e894f533d86630a89b2096788d691232bb318178cb188d103","representationDigest":"sha256:542ab93807fc664412a08286da30e86dd80976f605479cfc452dc4c6fa400b67","evidenceSnapshotDigest":"sha256:586c7f618ff7d3ddf96267a59c7e9ad00982075704f8ec241c969b9ad2460771","evaluatedAt":"2026-09-18T11:42:19.666Z","authorityVersion":"sha256:fe2d91ab6229ed8e131a40a5e597c2fc06bffd59c9c7cba367ff8794e28db963","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":14,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T18:12:07.094Z","evidence_url":"/api/manifests/hf-model-liquidai-lfm2-8b-a1b"}},"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":14,"publicDownloadableFileCount":12,"externalFileCount":14,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":16685219493,"label":"15.5 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":25557,"upstreamStars":371,"label":"26K 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":"LiquidAI/LFM2-8B-A1B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/14 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: LiquidAI/LFM2-8B-A1B","Hosted files: 12/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":2,"totalFiles":14},"action":{"id":"review","label":"Inspect missing evidence","detail":"Source, license, or recorded representation evidence is incomplete.","href":"/artifact/hf-model-liquidai-lfm2-8b-a1b/overview"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"LiquidAI/LFM2-8B-A1B"}},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":"2026-10-31T18:12:07.094Z","evidence_url":"/api/manifests/hf-model-liquidai-lfm2-8b-a1b"},"lastKnownAnswer":"Ready to download"},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-liquidai-lfm2-8b-a1b/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-liquidai-lfm2-8b-a1b","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/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":"LiquidAI/LFM2-8B-A1B"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"12/14 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: LiquidAI/LFM2-8B-A1B","Hosted files: 12/14 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":12,"externalFiles":2,"totalFiles":14},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-liquidai-lfm2-8b-a1b/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-liquidai-lfm2-8b-a1b","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/distribution"},"supportedClaims":["LiquidAI/LFM2-8B-A1B has 0 self-reported, unqualified Hugging Bay community reviews.","LiquidAI/LFM2-8B-A1B has 0 self-reported run claims; none qualify verification during limited availability.","LiquidAI/LFM2-8B-A1B 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-liquidai-lfm2-8b-a1b/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-liquidai-lfm2-8b-a1b"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-liquidai-lfm2-8b-a1b/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."}}