{"stats":{"hostedArtifacts":1,"hostedFiles":16,"hostedBytes":41600576958,"mirroredHfFiles":0,"mirroredModelScopeFiles":0,"publisherUploadedFiles":0,"seededDemoFiles":0,"estimated":true,"scope":"returned-serve-eligible-rows","catalogTotals":{"readyFiles":103945,"readyPrograms":19383,"asOf":"2026-11-02T03:05:14.992Z","refreshing":true,"scope":"all-download-ready-programs","note":"Site-wide count of files in download-ready programs (the number /facts and /downloads show). stats.hostedFiles/hostedArtifacts count only the rows returned here."}},"pack":null,"rows":[{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"LICENSE","format":"file","risk":"low","sizeBytes":1081,"storageSizeBytes":1081,"sha256":"b6c7c9c82471165c6628201ded6ab8c42565530120eec140c4dfd73f165ab6c1","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/LICENSE","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1081,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1081,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"LICENSE","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":true,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"chat_template.jinja","format":"jinja","risk":"low","sizeBytes":6073,"storageSizeBytes":6073,"sha256":"b4ab3a1c8f748e6f874d9aea102333efe7ab82528e8ab81c2eb155851e8705c6","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/chat_template.jinja","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":6073,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":6073,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||jinja","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"chat_template.jinja","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":true,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"config.json","format":"json","risk":"low","sizeBytes":108965,"storageSizeBytes":108965,"sha256":"21e4333b22d328a582a5445fda30c240ad712c40b21e0c53541b56e71726a2fa","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":108965,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":108965,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"config.json","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":true,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00001-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5012011080,"storageSizeBytes":5012011080,"sha256":"9dbacd3ec961849aa2df90dc240ab54e4f92fd77015fa894a9b5e83ec8432d00","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00001-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5012011080,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5012011080,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":true,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00002-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5044592919,"storageSizeBytes":5044592919,"sha256":"47de3702480ac7ca669084a7aada058335052256bd91797ab5634bce535d8da9","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00002-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592919,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592919,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00003-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5044592980,"storageSizeBytes":5044592980,"sha256":"a0e50db342588ed63f6798162b201cbb584a6127ecf2d9cdc25e206c99076bb1","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00003-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592980,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592980,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00004-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5045985983,"storageSizeBytes":5045985983,"sha256":"6116e50887f7e5507b5be110b03c1b0b9ec414e9325cc6324669357ab8c75021","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00004-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5045985983,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5045985983,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00005-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5044593002,"storageSizeBytes":5044593002,"sha256":"7c0d4f58a5766137352e06c975167a507f215568f047d6ebcc5841943c668be6","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00005-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044593002,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044593002,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00006-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5040135833,"storageSizeBytes":5040135833,"sha256":"d8f36c492ea571f8e89fc00ffe8af3c331a3e32764d19fb8b09e750d3f5b5ca8","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00006-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5040135833,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5040135833,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00007-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5045985991,"storageSizeBytes":5045985991,"sha256":"35c0dea124dae993984e58c20d971fd5d8711bbddff19505630b33379536e164","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00007-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5045985991,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5045985991,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00008-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":5044592982,"storageSizeBytes":5044592982,"sha256":"7a26ad7df348c6a3731da1177c88cb9f5527a4ea72e90d18c4a14d2721d85142","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00008-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592982,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5044592982,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model-00009-of-00009.safetensors","format":"safetensors","risk":"low","sizeBytes":1265535855,"storageSizeBytes":1265535855,"sha256":"49db02b7a5dc77a8a8447e6be0436f3240ddabb949214882acaefd9c15bc2d9c","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model-00009-of-00009.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1265535855,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1265535855,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"weight","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"model-00001-of-00009.safetensors","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"model.safetensors.index.json","format":"json","risk":"low","sizeBytes":178231,"storageSizeBytes":178231,"sha256":"d004265ff9ced4e97a907b89174cc45cfb9a60100616d66787cbec1898809a2d","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/model.safetensors.index.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":178231,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":178231,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"config.json","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"special_tokens_map.json","format":"json","risk":"low","sizeBytes":580,"storageSizeBytes":580,"sha256":"69b63b9f81044ead642d16a5fdc01bcc737dc1183746485c8397ab14d3126614","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/special_tokens_map.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":580,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":580,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"config.json","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"tokenizer.json","format":"json","risk":"low","sizeBytes":12205732,"storageSizeBytes":12205732,"sha256":"40fb9d7d7795b8bd305aeff39ce9963f3f450915b9553f2938e009be9a1fed60","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/tokenizer.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":12205732,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":12205732,"readinessCheckedAt":"2026-11-02T03:30:14.680Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"config.json","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.680Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"},{"artifactId":"hf-model-vontra-ling-3-0-flash-oq2","visibility":"public","owner":"Vontra","name":"Ling-3.0-flash-oQ2","repo":"Vontra/Ling-3.0-flash-oQ2","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","mit","mlx","safetensors","bailing_hybrid","mlx-lm","omlx","mixture-of-experts","linear-attention","quantized","apple-silicon","custom_code","oq2","text-generation","conversational","en","zh","base_model:inclusionai/ling-3.0-flash","base_model:quantized:inclusionai/ling-3.0-flash","license:mit","2-bit","region:us"],"license":"mit","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: Vontra/Ling-3.0-flash-oQ2 · mlx","baseModel":"inclusionAI/Ling-3.0-flash","downloadCount":521,"filePath":"tokenizer_config.json","format":"json","risk":"low","sizeBytes":49671,"storageSizeBytes":49671,"sha256":"2456b0372956cd3e82f17e33372148b115a94970bfd4878ba5e7e60cd3204f74","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-vontra-ling-3-0-flash-oq2/tokenizer_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-vontra-ling-3-0-flash-oq2","manifestKeyUrl":"https://huggingbay.xyz/api/keys/manifest-signing","serveDecision":{"state":"READY","reasonCodes":[],"policyVersion":"hugging-bay.serve-decision/v1"},"trust":{"verified":null,"fileOnly":true,"directDownloadAuthorized":true,"licenseAcceptanceRequired":false,"fileHashAvailable":true,"hashAlgorithm":"sha256","manifestRequired":false,"directDownloadTrustBoundary":"This URL addresses one hosted file with a recorded SHA-256. It does not establish a complete, verified, or runnable bundle.","serveBlocked":false,"servingAuthority":"live-serve-decision"},"updatedAt":"2026-09-23T01:34:40.799Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":49671,"readinessCheckedAt":"2026-11-02T03:30:14.681Z","readinessSource":"file-check","degraded":false,"stale":false,"serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-02T03:30:14.671Z","serveEvaluationId":"serve-4be5a774de6e416004194367d3f993dafd141c328861158bc321cb04a333751d","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":49671,"readinessCheckedAt":"2026-11-02T03:30:14.681Z","readinessSource":"file-check","degraded":false,"stale":false},"downloadPolicy":"capability","displayOnly":false,"authorizationRequired":false,"role":"support","default":false,"recommended":false,"recommendedReason":null,"recommendedReasonText":null,"duplicateGroup":{"key":"ling30flash||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-vontra-ling-3-0-flash-oq2","recommendedFilePath":"config.json","policy":"hugging-bay.duplicate-ready-tiebreak/v1"},"preferredCopy":false,"downloadUrlResponse":{"status":302,"followRedirects":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-02T03:30:14.681Z","evidence_url":"/api/manifests/hf-model-vontra-ling-3-0-flash-oq2"},"signature_state":"signed"}],"walkUrl":"/api/downloadable-files?cursor=0&limit=200","generatedAt":"2026-11-02T03:30:14.695Z","recommendation":{"defaultFilePolicy":"GGUF Q4_K_M, Q5_K_M, smallest valid Q4, then other GGUF; safetensors; ONNX set; bin or pt. Side files and standalone shards excluded.","copyPolicy":"hugging-bay.duplicate-ready-tiebreak/v1","policy":"hugging-bay.duplicate-ready-tiebreak/v1","order":["official-publisher","most-downloaded","smallest-file"]},"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."}}