{"stats":{"hostedArtifacts":1,"hostedFiles":14,"hostedBytes":16074777112,"mirroredHfFiles":0,"mirroredModelScopeFiles":0,"publisherUploadedFiles":0,"seededDemoFiles":0,"estimated":true,"scope":"returned-serve-eligible-rows","catalogTotals":{"readyFiles":104473,"readyPrograms":19391,"asOf":"2026-11-06T06:17:08.863Z","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-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"LICENSE","format":"file","risk":"low","sizeBytes":11343,"storageSizeBytes":11343,"sha256":"50cbab8a892c5f2993b8c7351a99182507472def3b1374558308605d99b86b32","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/LICENSE","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":11343,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":11343,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"NOTICE","format":"file","risk":"low","sizeBytes":781,"storageSizeBytes":781,"sha256":"9962a69bcdf8159796cad3a5a858e7c06f99dc88ddf57633f6818f8c4f01fcbd","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/NOTICE","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":781,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":781,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","recommendedFilePath":"LICENSE","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"chat_template.jinja","format":"jinja","risk":"low","sizeBytes":7764,"storageSizeBytes":7764,"sha256":"e84f32a23fdda27689f868aa4a1a5621f41133e51a48d7f3efcbea2839574259","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/chat_template.jinja","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":7764,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":7764,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||jinja","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"config.json","format":"json","risk":"low","sizeBytes":4573,"storageSizeBytes":4573,"sha256":"ede24666ac51e6d5ab948a8a1e6c72fc6effd941ba3aabb6dd942eb517c78043","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":4573,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":4573,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"generation_config.json","format":"json","risk":"low","sizeBytes":202,"storageSizeBytes":202,"sha256":"e70c136c1b78ddc1fb0905bac8e733a4dc448d4f852a5dd75143fffc70be550e","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/generation_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":202,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":202,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"model-00001-of-00003.safetensors","format":"safetensors","risk":"low","sizeBytes":5343268752,"storageSizeBytes":5343268752,"sha256":"2689680915661f040c50c35244d08b336def279e509e1ca11873f8dd1b0e7ce0","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/model-00001-of-00003.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5343268752,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5343268752,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","recommendedFilePath":"model-00001-of-00003.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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"model-00002-of-00003.safetensors","format":"safetensors","risk":"low","sizeBytes":5354185100,"storageSizeBytes":5354185100,"sha256":"a46183727b2c5cd16613fd8395f5e9e7cc4ad679644558cc87c9406fe334463d","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/model-00002-of-00003.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5354185100,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5354185100,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","recommendedFilePath":"model-00001-of-00003.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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"model-00003-of-00003.safetensors","format":"safetensors","risk":"low","sizeBytes":5357087747,"storageSizeBytes":5357087747,"sha256":"ac23bf70b1f239a040921d6f93770d74176fd435dbf44e42317053d06c68d702","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/model-00003-of-00003.safetensors","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5357087747,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":5357087747,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||safetensors","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","recommendedFilePath":"model-00001-of-00003.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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"model.safetensors.index.json","format":"json","risk":"low","sizeBytes":218281,"storageSizeBytes":218281,"sha256":"13b840162b4cb35c66fef7df072f7dbb4717908204364f5e5d9f9655a2758fa8","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/model.safetensors.index.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":218281,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":218281,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"preprocessor_config.json","format":"json","risk":"low","sizeBytes":390,"storageSizeBytes":390,"sha256":"27225450ac9c6529872ee1924fcb0962ff5634834f817040f444118116f4e516","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/preprocessor_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":390,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":390,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"processor_config.json","format":"json","risk":"low","sizeBytes":1312,"storageSizeBytes":1312,"sha256":"51c5f33646392e0bf1ed3e96be02504da47406c21c6cb86925d8908d1a6c4da7","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/processor_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1312,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1312,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"tokenizer.json","format":"json","risk":"low","sizeBytes":19989343,"storageSizeBytes":19989343,"sha256":"87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/tokenizer.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":19989343,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":19989343,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"tokenizer_config.json","format":"json","risk":"low","sizeBytes":1139,"storageSizeBytes":1139,"sha256":"e98f1901ac6f0adff67b1d540bfa0c36ac1a0cf59eb72ed78146ef89aafa1182","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/tokenizer_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1139,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":1139,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"},{"artifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","visibility":"public","owner":"ddalcu","name":"Qwen3.6-27B-4bit-MTP-MLX-Serve","repo":"ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve","type":"llm","task":"text-generation","modality":"text","tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","apple-silicon","qwen","qwen3","mtp","multi-token-prediction","speculative-decoding","mlx-serve","local-ai","text-generation","conversational","base_model:mlx-community/qwen3.6-27b-4bit","base_model:quantized:mlx-community/qwen3.6-27b-4bit","license:apache-2.0","4-bit","region:us","llm","mlx-community/qwen3.6-27b-4bit"],"license":"apache-2.0","upstreamGated":false,"licenseState":"clear","summary":"Model from Hugging Face for text generation: ddalcu/Qwen3.6-27B-4bit-MTP-MLX-Serve · mlx","baseModel":"mlx-community/Qwen3.6-27B-4bit","downloadCount":460,"filePath":"video_preprocessor_config.json","format":"json","risk":"low","sizeBytes":385,"storageSizeBytes":385,"sha256":"7768af27c1fafa9cc9011c1dc20067e03f8915e03b63504550e11d5066986d13","byteVerifiedAt":null,"sourceKind":"mirrored-upstream","storageProvider":"gcs","hostingStatus":"hosted","hosted":true,"downloadAuthorized":true,"downloadable":true,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve/video_preprocessor_config.json","manifestUrl":"https://huggingbay.xyz/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-09-23T06:16:19.463Z","tools":[],"peerFallbacks":[],"downloadStatus":"READY","reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","serveEvaluatedAt":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":385,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"2026-11-06T06:29:58.771Z","serveEvaluationId":"serve-0e89c91ac7260278b6a81738958828b05acba171369258f715b3dfe00a7a0991","readiness":"ready","downloadReady":true,"hostedFileCount":1,"mirroredBytes":385,"readinessCheckedAt":"2026-11-06T06:29:58.782Z","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":"qwen3627b||json","size":1,"rank":1,"recommendedArtifactId":"hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve","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":"2026-11-06T06:29:58.782Z","evidence_url":"/api/manifests/hf-model-ddalcu-qwen3-6-27b-4bit-mtp-mlx-serve"},"signature_state":"signed"}],"walkUrl":"/api/downloadable-files?cursor=0&limit=200","generatedAt":"2026-11-06T06:29:58.794Z","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."}}