{"id":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","name":"GLM-5.3-Flash-REAP50-GGUF","tags":["huggingface-import","external-catalog","model","mit","gguf","llama.cpp","reap","moe","pruned","base_model:zai-org/glm-5.3-flash","base_model:quantized:zai-org/glm-5.3-flash","license:mit","endpoints_compatible","region:us","imatrix","conversational","unknown","llm"],"task":"general","type":"llm","evals":[],"owner":"patrickbdevaney","stars":17,"formats":["gitattributes","gguf","md","bundle","patch","dat","py","sh"],"hosting":{"status":"hosted","totalFiles":17,"hostedFiles":17,"mirroredBytes":433530495469,"mirroredFiles":17,"hostedFilesAuthority":"live-serve-decision","hosted":true,"downloadable":true,"readyFileCount":17,"serveAuthority":"live-serve-decision","downloadReady":true},"license":"mit","summary":"Model from Hugging Face for llm: patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF · unknown","version":"hf-main","modality":"text","upstream":{"gated":false,"repoId":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","private":false,"repoUrl":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"8654e38254ee6b80946b5d5d00cbfcc96ed88659","fetchedAt":"2026-10-08T17:24:55.009Z","importMode":"external-catalog","licenseRaw":"mit","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T17:24:55.009Z","revision":"8654e38254ee6b80946b5d5d00cbfcc96ed88659"},"licenseDeclared":"mit","mirrorLicensePolicy":"permissive"},"versions":[{"commit":"8654e38","version":"hf-main","releasedAt":"2026-09-06T22:49:01.000Z","scanStatus":"pending","manifestDigest":"external-not-mirrored"}],"citations":0,"createdAt":"2026-10-08T17:24:55.054Z","fileCount":17,"framework":"unknown","publisher":"patrickbdevaney","sizeBytes":433530495469,"sourceUrl":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","updatedAt":"2026-09-06T22:49:01.000Z","scanStatus":"pending","visibility":"public","description":"External Hugging Face catalog record for patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF. Library: unknown. Files we host have a published SHA-256.","mirrorCount":0,"safetyNotes":["External catalog metadata imported from Hugging Face public API on 2026-10-08T17:24:55.054Z.","Upstream license: mit. Mirror admission policy: permissive (owner policy; no license rights inferred).","Not locally hosted, mirrored, signed, or rescanned by Hugging Bay."],"cardMetadata":{"source":"huggingface-cardData","license":"mit","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","evalResults":[],"libraryName":"unknown","pipelineTag":"","cardDataKeys":["base_model","license","tags"],"semanticText":"unknown llm model gguf","semanticTerms":["unknown","llm","model","gguf"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":2068},{"lfs":true,"path":"GLM-5.3-Flash-REAP50-IQ3_M.gguf","sizeBytes":72132392352},{"lfs":true,"path":"GLM-5.3-Flash-REAP50-IQ4_XS.gguf","sizeBytes":88048752032},{"lfs":true,"path":"GLM-5.3-Flash-REAP50-Q3_K_M.gguf","sizeBytes":78776759712},{"lfs":true,"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sizeBytes":99330938048},{"lfs":true,"path":"GLM-5.3-Flash-REAP50-Q4_K_S.gguf","sizeBytes":93526480064},{"lfs":false,"path":"README.md","sizeBytes":17711},{"lfs":true,"path":"glm5-next-llama.cpp.bundle","sizeBytes":322663158},{"lfs":false,"path":"glm5-next-llama.cpp.patch","sizeBytes":299713},{"lfs":true,"path":"imatrix-GLM-5.3-Flash-REAP50.dat","sizeBytes":264108030},{"lfs":false,"path":"make_mtp_draft.py","sizeBytes":9140},{"lfs":true,"path":"mmproj-GLM-5.3-Flash-REAP50-F16.gguf","sizeBytes":1128047424},{"lfs":false,"path":"research/MTP_CAPTURE_FINDINGS.md","sizeBytes":4012},{"lfs":false,"path":"research/nvfp4_mtp_gate.py","sizeBytes":8138},{"lfs":false,"path":"research/nvfp4_trace_capture.py","sizeBytes":7822},{"lfs":false,"path":"research/qt_control.sh","sizeBytes":1805},{"lfs":false,"path":"research/quant_transfer.py","sizeBytes":4240}],"modelIndexNames":[]},"releaseGates":{"scan":"pending","files":"pending","license":"passed","metadata":"passed","signature":"pending","provenance":"passed"},"downloadCount":10919,"hostedFileCount":17,"cardCompleteness":84,"externalFileCount":0,"verificationStatus":"pending","requestedVisibility":"public","repo":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","files":[{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5874aca4b2d379cad692ead0cb33b09568c3a41539ebb75c25a544709f16bf3a","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_5874aca4b2d379cad692ead0cb33b09568c3a41539ebb75c25a544709f16bf3a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":".gitattributes","sizeBytes":2068,"storageSizeBytes":2068,"format":"gitattributes","sha256":"3b86c2bd2a8ad74199a0f3afc294f4c88b7e28fb5a984bb0a883bdd4168f5e84","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"71f6e6a0d992d070c72c56ade91d7a795e1f4cd7","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5874aca4b2d379cad692ead0cb33b09568c3a41539ebb75c25a544709f16bf3a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_5874aca4b2d379cad692ead0cb33b09568c3a41539ebb75c25a544709f16bf3a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/.gitattributes","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_af8b44eb6ddb2e5cdaf3861b13cb15172001f4e5a8083df5fba98ad8d8c09d2b","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_af8b44eb6ddb2e5cdaf3861b13cb15172001f4e5a8083df5fba98ad8d8c09d2b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"GLM-5.3-Flash-REAP50-IQ3_M.gguf","sizeBytes":72132392352,"storageSizeBytes":72132392352,"format":"gguf","sha256":"6954383ec7db1cb468cf9e4e948035aa0542b8c51a3766c5253650721e601c7a","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"6954383ec7db1cb468cf9e4e948035aa0542b8c51a3766c5253650721e601c7a","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_af8b44eb6ddb2e5cdaf3861b13cb15172001f4e5a8083df5fba98ad8d8c09d2b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_af8b44eb6ddb2e5cdaf3861b13cb15172001f4e5a8083df5fba98ad8d8c09d2b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-IQ3_M.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_3a84a50f98b1e603365ff21319250c39244b8df668d7d88d0f54fc1323ab1a8a","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_3a84a50f98b1e603365ff21319250c39244b8df668d7d88d0f54fc1323ab1a8a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"GLM-5.3-Flash-REAP50-IQ4_XS.gguf","sizeBytes":88048752032,"storageSizeBytes":88048752032,"format":"gguf","sha256":"39562e8a762edf574dc76d070a8915acad126ca964f9476d01c836c9dbd152fb","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"39562e8a762edf574dc76d070a8915acad126ca964f9476d01c836c9dbd152fb","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_3a84a50f98b1e603365ff21319250c39244b8df668d7d88d0f54fc1323ab1a8a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_3a84a50f98b1e603365ff21319250c39244b8df668d7d88d0f54fc1323ab1a8a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-IQ4_XS.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_cd4e6fe1337206980bed1091cc603d2a7d83baa11e840f9a6f17ca6f361c2e6a","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_cd4e6fe1337206980bed1091cc603d2a7d83baa11e840f9a6f17ca6f361c2e6a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"GLM-5.3-Flash-REAP50-Q3_K_M.gguf","sizeBytes":78776759712,"storageSizeBytes":78776759712,"format":"gguf","sha256":"5a865918aea87a362ff8ae419581a0447929bfd68534a44d1125b394c272762d","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"5a865918aea87a362ff8ae419581a0447929bfd68534a44d1125b394c272762d","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_cd4e6fe1337206980bed1091cc603d2a7d83baa11e840f9a6f17ca6f361c2e6a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_cd4e6fe1337206980bed1091cc603d2a7d83baa11e840f9a6f17ca6f361c2e6a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q3_K_M.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_17cb2335f662a4eae9d8f255c9aa7ddba235f632e7faf9980a9dedc5d5cc9feb","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_17cb2335f662a4eae9d8f255c9aa7ddba235f632e7faf9980a9dedc5d5cc9feb","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sizeBytes":99330938048,"storageSizeBytes":99330938048,"format":"gguf","sha256":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_17cb2335f662a4eae9d8f255c9aa7ddba235f632e7faf9980a9dedc5d5cc9feb","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_17cb2335f662a4eae9d8f255c9aa7ddba235f632e7faf9980a9dedc5d5cc9feb","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_2737f168077860bf925c7883e844e9bd2277d3cbaea178f6ed16a165544235bf","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_2737f168077860bf925c7883e844e9bd2277d3cbaea178f6ed16a165544235bf","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"GLM-5.3-Flash-REAP50-Q4_K_S.gguf","sizeBytes":93526480064,"storageSizeBytes":93526480064,"format":"gguf","sha256":"7795dda94b0c5b9d10e2b0b13dc0aa7f1e790622e4d8e575dec97b0772b8a3af","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"7795dda94b0c5b9d10e2b0b13dc0aa7f1e790622e4d8e575dec97b0772b8a3af","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_2737f168077860bf925c7883e844e9bd2277d3cbaea178f6ed16a165544235bf","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_2737f168077860bf925c7883e844e9bd2277d3cbaea178f6ed16a165544235bf","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_S.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_1be799330902dc8edd94afe0a4870769c01556d86475ea1397d0867a7c210d77","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_1be799330902dc8edd94afe0a4870769c01556d86475ea1397d0867a7c210d77","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"README.md","sizeBytes":17711,"storageSizeBytes":17711,"format":"md","sha256":"8af8593e1ebb364f6bdc1fa14dc5d49aea7097498d88dc88ced3c930086cc7b1","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"131047da5e383c6dd22962b4914ec334f8607cc2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_1be799330902dc8edd94afe0a4870769c01556d86475ea1397d0867a7c210d77","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_1be799330902dc8edd94afe0a4870769c01556d86475ea1397d0867a7c210d77","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/README.md","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_2c901ce434c811d7bc98183c49a3d654d790ee09ab76bd52c29f0db58a23eb2b","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_2c901ce434c811d7bc98183c49a3d654d790ee09ab76bd52c29f0db58a23eb2b","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"glm5-next-llama.cpp.bundle","sizeBytes":322663158,"storageSizeBytes":322663158,"format":"bundle","sha256":"372e0e57aea1424e9446e8418701a2ba003aa35470646faa7235b38be5c6bef7","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"372e0e57aea1424e9446e8418701a2ba003aa35470646faa7235b38be5c6bef7","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_2c901ce434c811d7bc98183c49a3d654d790ee09ab76bd52c29f0db58a23eb2b","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_2c901ce434c811d7bc98183c49a3d654d790ee09ab76bd52c29f0db58a23eb2b","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/glm5-next-llama.cpp.bundle","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_1fe269a969bd07509798ddbc0cea35851aef058f4c8fdf4f8362cfc1c786de8f","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_1fe269a969bd07509798ddbc0cea35851aef058f4c8fdf4f8362cfc1c786de8f","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"glm5-next-llama.cpp.patch","sizeBytes":299713,"storageSizeBytes":299713,"format":"patch","sha256":"3bf3f0cdde84c5f4315fb1466f67ba16f6bb1e0b63bea940ac8709bd098e73b7","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"463694f54b655861e46bb51f45dd3cd7e6ecfb10","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_1fe269a969bd07509798ddbc0cea35851aef058f4c8fdf4f8362cfc1c786de8f","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_1fe269a969bd07509798ddbc0cea35851aef058f4c8fdf4f8362cfc1c786de8f","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/glm5-next-llama.cpp.patch","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_598e9343e7cb48b165c50cb90064021d9b9baaa03c48d3d92e1316325cb5a758","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_598e9343e7cb48b165c50cb90064021d9b9baaa03c48d3d92e1316325cb5a758","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"imatrix-GLM-5.3-Flash-REAP50.dat","sizeBytes":264108030,"storageSizeBytes":264108030,"format":"dat","sha256":"59a15144f5e9320e023a0143fa9db4fb165c56410df5175a4dad873cfe39cee9","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"59a15144f5e9320e023a0143fa9db4fb165c56410df5175a4dad873cfe39cee9","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_598e9343e7cb48b165c50cb90064021d9b9baaa03c48d3d92e1316325cb5a758","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_598e9343e7cb48b165c50cb90064021d9b9baaa03c48d3d92e1316325cb5a758","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/imatrix-GLM-5.3-Flash-REAP50.dat","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_4f8b88705f2bb90dc12225cb0c88cf4e11e75a4bb3c7c3d025ae37f495d0c598","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_4f8b88705f2bb90dc12225cb0c88cf4e11e75a4bb3c7c3d025ae37f495d0c598","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"make_mtp_draft.py","sizeBytes":9140,"storageSizeBytes":9140,"format":"py","sha256":"af9d5dcbc263e23d281bfb34b4c3cce5833d442539688d31efcf47529d9fab2a","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"af2efce8eaaf10214165bddf26be90803907011b","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_4f8b88705f2bb90dc12225cb0c88cf4e11e75a4bb3c7c3d025ae37f495d0c598","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_4f8b88705f2bb90dc12225cb0c88cf4e11e75a4bb3c7c3d025ae37f495d0c598","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/make_mtp_draft.py","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_a4d79ec08528c9b59c7a223c28ce28907baf1488c0320362f2dce190b4d81091","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_a4d79ec08528c9b59c7a223c28ce28907baf1488c0320362f2dce190b4d81091","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"mmproj-GLM-5.3-Flash-REAP50-F16.gguf","sizeBytes":1128047424,"storageSizeBytes":1128047424,"format":"gguf","sha256":"620249a74086b822a55a0840ba360153dbce94e47f7ac18b7ad1f03d118dc50f","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"620249a74086b822a55a0840ba360153dbce94e47f7ac18b7ad1f03d118dc50f","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_a4d79ec08528c9b59c7a223c28ce28907baf1488c0320362f2dce190b4d81091","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_a4d79ec08528c9b59c7a223c28ce28907baf1488c0320362f2dce190b4d81091","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/mmproj-GLM-5.3-Flash-REAP50-F16.gguf","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_7ce44a859b75da679cd2a9321c6a5b5ef750c189ed9b95df1d0ebc0baf36650d","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_7ce44a859b75da679cd2a9321c6a5b5ef750c189ed9b95df1d0ebc0baf36650d","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"research/MTP_CAPTURE_FINDINGS.md","sizeBytes":4012,"storageSizeBytes":4012,"format":"md","sha256":"a6d0a43427c5700add08ca75d26e7dc8cd0db72ba3608d7ffd6ed3c7f82a88ba","risk":"low","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"f8e9315a73e5d996ce5cfe5828327976129b1ec2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_7ce44a859b75da679cd2a9321c6a5b5ef750c189ed9b95df1d0ebc0baf36650d","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_7ce44a859b75da679cd2a9321c6a5b5ef750c189ed9b95df1d0ebc0baf36650d","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/MTP_CAPTURE_FINDINGS.md","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_49ae37fc7f7308fed5a0253e70bdfeb6117d6e91f753da15bf9c53931c852a58","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_49ae37fc7f7308fed5a0253e70bdfeb6117d6e91f753da15bf9c53931c852a58","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"research/nvfp4_mtp_gate.py","sizeBytes":8138,"storageSizeBytes":8138,"format":"py","sha256":"6e657f46b96bfb55cb54a208e2ae53550ffa18b8a01c1a004d444f6b5ec1805d","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"98cfde81c8415bbeea575e547b9de8fee4146811","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_49ae37fc7f7308fed5a0253e70bdfeb6117d6e91f753da15bf9c53931c852a58","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_49ae37fc7f7308fed5a0253e70bdfeb6117d6e91f753da15bf9c53931c852a58","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/nvfp4_mtp_gate.py","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_f0d8d6b690f5de9bddbd91393a4c586221053a59e394f21d4e3034a9da593b2a","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_f0d8d6b690f5de9bddbd91393a4c586221053a59e394f21d4e3034a9da593b2a","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"research/nvfp4_trace_capture.py","sizeBytes":7822,"storageSizeBytes":7822,"format":"py","sha256":"7a0849334cbbc7cd664b5ddda4067e05bef7dc9c867c83c1ccd65ac54f157e2f","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"07fd67ec085eed77e59adae6a654b8c8bd6692c0","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_f0d8d6b690f5de9bddbd91393a4c586221053a59e394f21d4e3034a9da593b2a","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_f0d8d6b690f5de9bddbd91393a4c586221053a59e394f21d4e3034a9da593b2a","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/nvfp4_trace_capture.py","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_5124262505a03f65e505e6e0190ff9ff50e5629cda4660823f9eea0a74b2cd68","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_5124262505a03f65e505e6e0190ff9ff50e5629cda4660823f9eea0a74b2cd68","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"research/qt_control.sh","sizeBytes":1805,"storageSizeBytes":1805,"format":"sh","sha256":"856e1646c68ce93ad52c2320f5424f36f683c120a556d73b038a8474bc60b82f","risk":"high","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"d5e50f9f6f39ae296a74ceb498a3356bab240ea2","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_5124262505a03f65e505e6e0190ff9ff50e5629cda4660823f9eea0a74b2cd68","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_5124262505a03f65e505e6e0190ff9ff50e5629cda4660823f9eea0a74b2cd68","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/qt_control.sh","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"},{"existingObjectRegistration":{"policy":"hugging-bay.existing-object-registration.v1","admissionId":"hbeoa_4e4655e053a07dec987bd3d8d5e166a43cc819ed34ce1bed5bb0f62f2f74bd5c","policyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","publicationId":"hbeol_4e4655e053a07dec987bd3d8d5e166a43cc819ed34ce1bed5bb0f62f2f74bd5c","payloadReadsPerformed":0,"securityScanPerformed":false},"path":"research/quant_transfer.py","sizeBytes":4240,"storageSizeBytes":4240,"format":"py","sha256":"2715624da77cba61a0785271b6126651fac36814ee1276b7532678b404e68a59","risk":"medium","contentType":"application/octet-stream","storageProvider":"gcs","selectedRepresentationId":"","sourceKind":"external-hf","downloadPolicy":"capability","externalUrl":null,"externalOid":"7e8712bb8b03906658ae2c5c1e81c79f06d75e42","mirroredAt":null,"scanStatus":null,"scanPolicyVersion":"","licenseDecisionId":null,"manifestVersion":null,"tombstonedAt":null,"mirrorPublicationId":"hbeol_4e4655e053a07dec987bd3d8d5e166a43cc819ed34ce1bed5bb0f62f2f74bd5c","authorityMode":"private-download-only","existingObjectPolicy":"hugging-bay.existing-object-registration.v1","existingObjectPolicyDigest":"sha256:2acf5ea549ca6cdf55ba39d27db1a73a0c2803974a59739e524036199f86bc83","existingObjectRegistrationId":"hbeoa_4e4655e053a07dec987bd3d8d5e166a43cc819ed34ce1bed5bb0f62f2f74bd5c","executionPolicy":"blocked","runtime":false,"runReady":false,"securityScanPerformed":false,"hosted":true,"downloadAuthorized":true,"hostingStatus":"hosted","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/quant_transfer.py","readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"},"signature_state":"signed"}],"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"publicDownloadableFileCount":17,"publicFileCount":17,"displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-14T21:11:08.434Z","webUrl":"https://huggingbay.xyz/artifact/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","listedFileLowerBound":17,"hostingStatus":"hosted","signals":{"size":{"known":true,"bytes":433530495469,"label":"403.8 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":10919,"upstreamStars":17,"label":"11K upstream downloads","basis":"upstream-downloads"},"trust":{"score":0,"level":"unknown","label":"Unknown","qualification":"recorded-state-file-downloads-only","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"mit"},{"id":"provenance","label":"Provenance","status":"pass","detail":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF"},{"id":"scan","label":"Scan","status":"warn","detail":"pending"},{"id":"hosting","label":"Hosted files","status":"pass","detail":"17/17 repository files hosted"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: mit","Provenance: patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","Hosted files: 17/17 repository files hosted","Byte manifest integrity: selected representation is file-downloads-only; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Scan: pending"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":17,"externalFiles":0,"totalFiles":17},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/mirrors"}},"mirrorCompletion":{"status":"hosted","hostedFiles":17,"totalFiles":17,"externalFiles":0,"hostedBytes":433530495469,"externalBytes":0,"lowRiskExternalFiles":0,"overFileCapFiles":0,"overBatchCapFiles":0,"directMirrorExternalFiles":0,"directMirrorExternalBytes":0,"reviewedRiskyWeightExternalFiles":0,"reviewedRiskyWeightExternalBytes":0,"currentLimits":{"maxMirrorFileBytes":536870912,"maxMirrorTotalBytes":1073741824,"maxMirrorFiles":8,"maxDirectMirrorFileBytes":8589934592,"maxDirectMirrorTotalBytes":17179869184},"directMirrorExternalSamples":[],"reviewedRiskyWeightExternalSamples":[],"largestExternalFiles":[]},"cardDescription":"A chat model for conversations, questions and writing.","licenseLabel":"mit","recommendedFile":{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","fileCount":1,"selectedSizeBytes":99330938048,"files":[{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sizeBytes":99330938048,"downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf"}],"sizeBytes":99330938048,"storageSizeBytes":99330938048,"hosted":true,"downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf"},"licenseClarity":{"license":"mit","commercialUse":"yes","confidence":"high","obligations":["Attribution/notice requirements of the license still apply."],"summary":"Permissive open license: commercial use, modification, and redistribution are permitted.","redistribution":"Keep every copyright, attribution, license, and NOTICE requirement imposed by the exact license text.","notes":"Not legal advice."},"licenseObligationsDigest":null,"licenseUpstreamRecord":{"declaredLicense":"mit","upstreamLicenseRaw":"mit","sourceUrl":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","upstream":{"gated":false,"repoId":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","private":false,"repoUrl":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","disabled":false,"provider":"huggingface","repoType":"model","revision":"8654e38254ee6b80946b5d5d00cbfcc96ed88659","fetchedAt":"2026-10-08T17:24:55.009Z","importMode":"external-catalog","licenseRaw":"mit","revisionPin":{"source":"hf-api-revision-endpoint","pinnedAt":"2026-10-08T17:24:55.009Z","revision":"8654e38254ee6b80946b5d5d00cbfcc96ed88659"},"licenseDeclared":"mit","mirrorLicensePolicy":"permissive"}},"gateStatus":"mirror-exists","downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serveEvaluatedAt":"2026-11-14T21:11:11.742Z","serveEvaluationId":"serve-aea10414194db1d5874fb4a2469da60685e8707e4728692ab971ce8d8f670b20","readiness":"ready","downloadReady":true,"mirroredBytes":433530495469,"readinessCheckedAt":"2026-11-14T21:11:11.899Z","readinessSource":"file-check","serveExplanation":{"downloadable":true,"downloadStatus":"READY","reasonCodes":["no-tested-run-plan"],"reason":"Hosted on Hugging Bay and byte-verified. Download is available now.","serveEvaluatedAt":"2026-11-14T21:11:11.742Z","serveEvaluationId":"serve-aea10414194db1d5874fb4a2469da60685e8707e4728692ab971ce8d8f670b20","readiness":"ready","downloadReady":true,"hostedFileCount":17,"mirroredBytes":433530495469,"readinessCheckedAt":"2026-11-14T21:11:11.742Z","readinessSource":"file-check","degraded":false,"stale":false},"authorityMode":"private-download-only","commandsAvailable":false,"runReady":false,"attribution":"Hosted · published SHA-256 checksums · https://huggingbay.xyz/artifact/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"hosted":true,"modelState":{"state":"ready","word":"Ready","sentence":"Files are hosted here and ready to download."},"pageFacts":{"id":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","repo":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","type":"llm","purpose":"open-weights language model for general","license":{"id":"mit","label":"mit","state":"known","url":"https://spdx.org/licenses/MIT.html","source":"spdx","hostedFile":false,"commercialUse":"yes","terms":"Permissive open license: commercial use, modification, and redistribution are permitted."},"task":{"id":"general","label":"general"},"size":{"bytes":433530495469,"label":"433.5 GB","known":true,"repositoryLabel":"Full repo upstream","hostedKnown":true,"hostedBytes":433530495469,"hostedLabel":"433.5 GB","hostedSummary":"17 files, 433.5 GB","hostedIsSubset":false,"downloadBytes":99330938048,"downloadLabel":"99.3 GB","recommended":{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","fileName":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","fileCount":1,"quant":"Q4_K_M","bytes":99330938048,"label":"99.3 GB (Q4_K_M)","variants":6,"basis":"caller-selected"},"parameters":null,"sentence":"Hosted here: 17 files, 433.5 GB. Full repo upstream: 433.5 GB. The recommended download, GLM-5.3-Flash-REAP50-Q4_K_M.gguf (Q4_K_M), is 99.3 GB."},"files":{"hosted":17,"total":17,"label":"17 hosted of 17 listed"},"manifestSigning":{"status":"signed","label":"Signed by the harbor","publicKeyUrl":"/api/keys/manifest-signing","keyId":"ed25519:718f9ccff1cef500235425ce","manifestUrl":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","signature":{"version":1,"algorithm":"Ed25519","key_id":"ed25519:718f9ccff1cef500235425ce","canonical_digest":"sha256:4807646bff2eab35854bde6d8b4223bf817b631f971e23e27f2f2d1aa4eb2728","value":"criFhHky8DDvbWfMWman0WI6SdNwB30knk9FHMIs_hayT5xKxHKayvKu8TPY8L3aU2qGfGCDt4L0R26qvqsSDg","signed_at":"2026-11-14T21:11:12.155Z","public_key_url":"/api/keys/manifest-signing","payload":"canonical-json:manifest-excluding-signature-and-generated_at","canonical_encoding":"rfc8785","canonical_excludes":["signature","generated_at","manifest_digest","serveEvaluatedAt","serveEvaluationId","serveExplanation","readinessCheckedAt","obtainReady","serveVerdict","reason","reasonCodes"]}},"download":{"status":"hosted","label":"Download here (17 hosted files)","url":"/artifact/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/files"},"released":{"iso":"2026-10-08","label":"Oct 8, 2026","upstream":false,"factLabel":"Added to Hugging Bay"},"updated":{"iso":"2026-09-06","label":"Sep 6, 2026","factLabel":"Updated at source"},"source":{"provider":"huggingface","label":"Hugging Face","url":"https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","repoId":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF"},"languages":[],"baseModel":{"ref":"","url":"","resolveUrl":""},"paperIds":[],"arxivIds":[],"sameAs":["https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF"],"creator":{"@type":"Organization","name":"patrickbdevaney","url":"https://huggingface.co/patrickbdevaney","sameAs":["https://huggingface.co/patrickbdevaney"]},"scholarlyArticles":[],"scanStatus":"pending","faq":[{"id":"what-is-it","question":"What is patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF?","answer":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF is an open-weights language model for general published by patrickbdevaney, added to Hugging Bay Oct 8, 2026. Model from Hugging Face for llm: patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF · unknown"},{"id":"license","question":"What license does patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF use, and can I use it commercially?","answer":"It is released under the mit license. Commercial use is allowed. Permissive open license: commercial use, modification, and redistribution are permitted."},{"id":"size","question":"How big is patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF?","answer":"Hosted here: 17 files, 433.5 GB. Full repo upstream: 433.5 GB. The recommended download, GLM-5.3-Flash-REAP50-Q4_K_M.gguf (Q4_K_M), is 99.3 GB."},{"id":"download","question":"Where can I download patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF?","answer":"Hosted here: 17 files, 433.5 GB. Full repo upstream: 433.5 GB. The original release is at https://huggingface.co/patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF."},{"id":"safety","question":"Has patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF been scanned for unsafe files?","answer":"Source scan status: pending. A scan checks the files for known-bad signatures; it does not mean the model is safe. 17 hosted files carry a published SHA-256 you can re-hash. The machine-readable verdict is at /api/artifacts/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/safety on Hugging Bay."},{"id":"fit-unknown","question":"Will patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF run on my computer?","answer":"We can’t check the fit; we don’t know your machine. We don’t have your machine’s specs, so no check ran and no verdict is shown. Answer two quick questions and we’ll estimate, from the memory you tell us, whether it fits your machine. Or skip it; you can still download; fit isn’t checked."}],"modelAnswer":{"words":"GLM-5.3-Flash-REAP50-GGUF is an open-weights language model for general. The primary file is GLM-5.3-Flash-REAP50-Q4_K_M.gguf (99.33 GB, Q4_K_M). The primary file needs about 130 GB free for the Q4 file (file plus room to run it). License: MIT. The SHA-256 prefix is 6ab1536dfc3a. The primary Download is available now. No tested run commands for this file yet. See Files for current download availability. The size and hash details refer to the selected file, not every file in the repository. The memory figure is estimated from recorded file size with working room included.","metaDescription":"GLM-5.3-Flash-REAP50-GGUF · 99.33 GB · Q4_K_M · ~130 GB RAM · License: MIT · SHA-256 6ab1536dfc3a · Download available"},"modelRecipeReceipt":null},"guidedDownloadCard":{"schemaVersion":"hugging-bay.guided-download-card/v2","artifactId":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","repo":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","serveState":"READY","downloadReady":true,"reasonCodes":[],"withheld":{"active":false},"wasmRun":null,"bytesOnStorage":true,"file":{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","fileName":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sha256":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da","bytes":99330938048,"sizeLabel":"99.3 GB","needGb":130,"downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf"},"noHostedWeights":false,"notSingleFile":false,"download":{"available":true,"url":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sizeLabel":"99.33 GB","bytes":99330938048,"fileCount":1,"files":[{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","fileName":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sha256":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da","bytes":99330938048,"sizeLabel":"99.3 GB","needGb":130,"downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf"}],"sha256":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da"},"otherFiles":[{"path":".gitattributes","fileName":".gitattributes","sha256":"3b86c2bd2a8ad74199a0f3afc294f4c88b7e28fb5a984bb0a883bdd4168f5e84","sizeLabel":"2.07 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/.gitattributes"},{"path":"GLM-5.3-Flash-REAP50-IQ3_M.gguf","fileName":"GLM-5.3-Flash-REAP50-IQ3_M.gguf","sha256":"6954383ec7db1cb468cf9e4e948035aa0542b8c51a3766c5253650721e601c7a","sizeLabel":"72.1 GB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-IQ3_M.gguf"},{"path":"GLM-5.3-Flash-REAP50-IQ4_XS.gguf","fileName":"GLM-5.3-Flash-REAP50-IQ4_XS.gguf","sha256":"39562e8a762edf574dc76d070a8915acad126ca964f9476d01c836c9dbd152fb","sizeLabel":"88 GB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-IQ4_XS.gguf"},{"path":"GLM-5.3-Flash-REAP50-Q3_K_M.gguf","fileName":"GLM-5.3-Flash-REAP50-Q3_K_M.gguf","sha256":"5a865918aea87a362ff8ae419581a0447929bfd68534a44d1125b394c272762d","sizeLabel":"78.8 GB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q3_K_M.gguf"},{"path":"GLM-5.3-Flash-REAP50-Q4_K_S.gguf","fileName":"GLM-5.3-Flash-REAP50-Q4_K_S.gguf","sha256":"7795dda94b0c5b9d10e2b0b13dc0aa7f1e790622e4d8e575dec97b0772b8a3af","sizeLabel":"93.5 GB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_S.gguf"},{"path":"README.md","fileName":"README.md","sha256":"8af8593e1ebb364f6bdc1fa14dc5d49aea7097498d88dc88ced3c930086cc7b1","sizeLabel":"17.7 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/README.md"},{"path":"glm5-next-llama.cpp.bundle","fileName":"glm5-next-llama.cpp.bundle","sha256":"372e0e57aea1424e9446e8418701a2ba003aa35470646faa7235b38be5c6bef7","sizeLabel":"322.7 MB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/glm5-next-llama.cpp.bundle"},{"path":"glm5-next-llama.cpp.patch","fileName":"glm5-next-llama.cpp.patch","sha256":"3bf3f0cdde84c5f4315fb1466f67ba16f6bb1e0b63bea940ac8709bd098e73b7","sizeLabel":"299.7 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/glm5-next-llama.cpp.patch"},{"path":"imatrix-GLM-5.3-Flash-REAP50.dat","fileName":"imatrix-GLM-5.3-Flash-REAP50.dat","sha256":"59a15144f5e9320e023a0143fa9db4fb165c56410df5175a4dad873cfe39cee9","sizeLabel":"264.1 MB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/imatrix-GLM-5.3-Flash-REAP50.dat"},{"path":"make_mtp_draft.py","fileName":"make_mtp_draft.py","sha256":"af9d5dcbc263e23d281bfb34b4c3cce5833d442539688d31efcf47529d9fab2a","sizeLabel":"9.14 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/make_mtp_draft.py"},{"path":"mmproj-GLM-5.3-Flash-REAP50-F16.gguf","fileName":"mmproj-GLM-5.3-Flash-REAP50-F16.gguf","sha256":"620249a74086b822a55a0840ba360153dbce94e47f7ac18b7ad1f03d118dc50f","sizeLabel":"1.13 GB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/mmproj-GLM-5.3-Flash-REAP50-F16.gguf"},{"path":"research/MTP_CAPTURE_FINDINGS.md","fileName":"MTP_CAPTURE_FINDINGS.md","sha256":"a6d0a43427c5700add08ca75d26e7dc8cd0db72ba3608d7ffd6ed3c7f82a88ba","sizeLabel":"4.01 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/MTP_CAPTURE_FINDINGS.md"},{"path":"research/nvfp4_mtp_gate.py","fileName":"nvfp4_mtp_gate.py","sha256":"6e657f46b96bfb55cb54a208e2ae53550ffa18b8a01c1a004d444f6b5ec1805d","sizeLabel":"8.14 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/nvfp4_mtp_gate.py"},{"path":"research/nvfp4_trace_capture.py","fileName":"nvfp4_trace_capture.py","sha256":"7a0849334cbbc7cd664b5ddda4067e05bef7dc9c867c83c1ccd65ac54f157e2f","sizeLabel":"7.82 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/nvfp4_trace_capture.py"},{"path":"research/qt_control.sh","fileName":"qt_control.sh","sha256":"856e1646c68ce93ad52c2320f5424f36f683c120a556d73b038a8474bc60b82f","sizeLabel":"1.8 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/qt_control.sh"},{"path":"research/quant_transfer.py","fileName":"quant_transfer.py","sha256":"2715624da77cba61a0785271b6126651fac36814ee1276b7532678b404e68a59","sizeLabel":"4.24 KB","downloadUrl":"/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/research/quant_transfer.py"}],"run":{"available":false,"reason":"no-verified-chat-template","lmStudioUrl":"https://lmstudio.ai/","terminalCommand":null,"verificationMessage":"Bytes checked · not run here yet"},"paused":{"active":false},"blocked":{"active":false},"unconfirmed":{"active":false},"licenseGate":{"active":false},"checks":{"license":"mit","licenseLabel":null,"fingerprintMatches":false,"hostedFiles":17,"totalFiles":17},"policyVersion":"hugging-bay.guided-download-card/v2","evaluatedAt":"2026-11-14T21:11:12.163Z","readiness":"ready","downloadable":true,"downloadStatus":"READY","hostedFileCount":17,"mirroredBytes":433530495469,"readinessCheckedAt":"2026-11-14T21:11:12.164Z","readinessSource":"file-check","degraded":false,"stale":false,"hosted":true,"hostingStatus":"hosted","publicDownloadableFileCount":17,"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-14T21:11:12.164Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"}},"howToRun":{"schema":"hugging-bay.how-to-run.v1","available":true,"runtime":"llama.cpp","command":"llama-cli -m './GLM-5.3-Flash-REAP50-Q4_K_M.gguf' -p 'Hello' -n 64 -no-cnv","file":{"path":"GLM-5.3-Flash-REAP50-Q4_K_M.gguf","sha256":"6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da","sizeBytes":99330938048},"minimumRamGb":166,"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf","downloadCommand":"curl -fL -o 'GLM-5.3-Flash-REAP50-Q4_K_M.gguf' 'https://huggingbay.xyz/api/downloads/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/GLM-5.3-Flash-REAP50-Q4_K_M.gguf'","verifyCommand":"echo '6ab1536dfc3a6813a510d10cc5bbf9c9301d2b415c7e73c865a01b70c223b7da  GLM-5.3-Flash-REAP50-Q4_K_M.gguf' | shasum -a 256 -c -","downloadUrlNote":"Stable URL. Each GET re-checks the file and redirects to a signed link that lasts at most 300 seconds; open it again for a fresh link.","filesUrl":"https://huggingbay.xyz/api/v1/artifacts/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf/files","tested":false,"note":"minimumRamGb is an estimate from the file size (file at most 0.6 x memory), not a measurement."},"canIRun":true,"modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"low","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tags-only"],"evidence":[{"field":"license","value":"mit"},{"field":"cardMetadata.license","value":"mit"},{"field":"tags","value":"conversational"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs"],"facts":{"license":{"id":"mit","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":433530495469,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"runTested":false,"degraded":false,"stale":false,"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF"}},"catalogSummary":{"schemaVersion":"hugging-bay.catalog-summaries.v3","modelId":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","facts":{"id":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","repo":"patrickbdevaney/GLM-5.3-Flash-REAP50-GGUF","type":"llm","sizeBytes":433530495469,"licenseLabel":"mit"},"license":"mit","text":"This model is a GGUF quantization of a pruned mixture of experts language model, with 144 of 288 routed experts kept in each MoE layer. It includes a vision projector and a native multi token prediction block, and its header declares a 1,048,576 token context length.","sentences":["This model is a GGUF quantization of a pruned mixture of experts language model, with 144 of 288 routed experts kept in each MoE layer.","It includes a vision projector and a native multi token prediction block, and its header declares a 1,048,576 token context length."],"honestyChecked":true},"runs_here":{"schema_version":1,"artifact_id":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","records":[],"next_cursor":null},"hardware_fit":{"schema":"hugging-bay.hardware-fit.v1","artifactId":"hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf","revision":"8654e38254ee6b80946b5d5d00cbfcc96ed88659","claim":"estimated_physical_memory_capacity","runnableAuthority":false,"representations":[],"reason":"admitted_memory_inputs_unavailable"},"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.","downloadable":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"signed","freshness":"current","checked_at":"2026-11-14T21:11:11.899Z","evidence_url":"/api/manifests/hf-model-patrickbdevaney-glm-5-3-flash-reap50-gguf"}}