{"serveDecision":{"state":"READY","authority":"live-serve-decision"},"downloadable":true,"downloadReady":true,"degraded":false,"stale":false,"readinessCheckedAt":"2026-11-06T13:56:09.366Z","readinessSource":"file-check","schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-06T13:55:15.135Z","generatedAt":"2026-11-06T13:56:09.366Z","status":"runnable-bundle-recipe","commandsAvailable":true,"commands":[{"tool":"lm-studio","label":"LM Studio (no terminal)","kind":"gui-walkthrough","guiProven":false,"command":"Open LM Studio, then drag the downloaded 'BioMistral-MedicalQA-FT.Q4_K_M.gguf' into My Models to load it.","note":"A walk-through for your machine, not a checked run path — these steps are guidance, never a promise it will run. LM Studio's own UI takes it from there.","prefilledFrom":{"file":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"biomistral-medicalqa-ft.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"llama.cpp","label":"llama.cpp (terminal)","kind":"terminal","proven":true,"note":"Runs the file directly with llama.cpp's command-line tool. -st (--single-turn) runs one turn with the model's embedded chat template and exits — tested on llama.cpp b10964-b29c606e2. The old -no-cnv flag was removed and is rejected by current builds.","runner":{"name":"llama.cpp","testedBuild":"b10964-b29c606e2","singleTurnFlag":"-st"},"prefilledFrom":{"file":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"python","label":"Python (llama-cpp-python)","command":"pip install llama-cpp-python && python -c 'from llama_cpp import Llama; llm = Llama(\"./BioMistral-MedicalQA-FT.Q4_K_M.gguf\", n_ctx=8192); print(llm.create_chat_completion(messages=[{'\\''role'\\'': '\\''user'\\'', '\\''content'\\'': '\\''Hello!'\\''}])['\\''choices'\\''][0]['\\''message'\\'']['\\''content'\\''])'","note":"For scripting the model from Python; create_chat_completion applies the embedded chat template.","prefilledFrom":{"file":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runTested":false,"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","templateText":"{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"llama","contextLength":32768,"stop":["</s>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-biomistral-medicalqa-ft-gguf","repo":"mradermacher/BioMistral-MedicalQA-FT-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/BioMistral-MedicalQA-FT-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":14,"upstreamUrl":"https://huggingface.co/mradermacher/BioMistral-MedicalQA-FT-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":{"state":"ready","asOf":"2026-11-06T13:56:09.366Z","reason":"Hosted by Hugging Bay — byte-verified 2026-08-28T19:54:08.591Z, license clear (apache-2.0).","downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-biomistral-medicalqa-ft-gguf/BioMistral-MedicalQA-FT.Q4_K_M.gguf"},"requiredFiles":[{"path":".gitattributes","sizeBytes":2374,"sha256":"","format":"gitattributes","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":false,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.IQ4_XS.gguf","sizeBytes":3944389632,"sha256":"1ef79ed684950877ebb928e8afd44e1c3605aa880bc006444b4d50683d212c5e","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q2_K.gguf","sizeBytes":2719243264,"sha256":"e6ee4d3c59f63e6c4051559fd14a09a859b835117cd6ce7c628455a693d556f2","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q3_K_L.gguf","sizeBytes":3822025728,"sha256":"4e065a4280682cc3ea8db29c5ba5c08cdb61314bd41bac5559e2183429322849","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q3_K_M.gguf","sizeBytes":3518987264,"sha256":"38a0b8d102a34f2271e33c92aa79cd48e6096008f1e3c80f695cc4fab0245d8d","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q3_K_S.gguf","sizeBytes":3164568576,"sha256":"4fcc2867a6925818eabacc76fdac21a026b6adb9d56b2ef13d4eb7c69c56ce4d","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","sizeBytes":4368440320,"sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4","format":"gguf","risk":"low","sourceKind":"mirrored-upstream","hosted":true,"readiness":"ready","downloadReady":true,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":true,"serveDecision":{"state":"READY","reasonCodes":[]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-biomistral-medicalqa-ft-gguf/BioMistral-MedicalQA-FT.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-biomistral-medicalqa-ft-gguf","filePath":"BioMistral-MedicalQA-FT.Q4_K_M.gguf","sha256":"24d72b5a4b4a4e25340c4a1d7194b1e22813f78f2d20e7c689320d09af1087f4","architecture":"llama","generalName":"BioMistral 7B","tokenizerModel":"llama","contextLength":32768,"bos":"<s>","eos":"</s>","stop":["</s>"],"thinking":{"mode":"none"},"chatTemplate":"{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}","templateDigest":"sha256:7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T04:16:01.243Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q4_K_S.gguf","sizeBytes":4140375040,"sha256":"87b7176227b78278ed68066db00c1aec7aa311f4c805c578af7270e9450137ce","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q5_K_M.gguf","sizeBytes":5131410432,"sha256":"11cbfab040b0b9f199fe9eeb853388e9aad604921fbb446cbd551e509f66ee57","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q5_K_S.gguf","sizeBytes":4997716992,"sha256":"2d2d948fabfde1e8936573c2d3778f426ec77a4bb124457a420767e7f376f565","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q6_K.gguf","sizeBytes":5942066176,"sha256":"96449da42befd83b619f901afaa7fa0cdca93eb66d7d722e58ce2190c96158a3","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.Q8_0.gguf","sizeBytes":7695858688,"sha256":"13d979acdb3f8322b9136632f37540038c63531a96e656e87fcd7e7adfcf3e67","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"BioMistral-MedicalQA-FT.f16.gguf","sizeBytes":14484732928,"sha256":"0b7efebc31ad4446240544bcf7162934fdd14ddcdfffff6dcecee497bec9180f","format":"gguf","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":3505,"sha256":"","format":"md","risk":"low","sourceKind":"external-hf","hosted":false,"readiness":"blocked","downloadReady":false,"reasonCodes":["NOT_SERVE_ELIGIBLE"],"reason":"This file is not available to download right now.","individuallyHashed":false,"fileOnly":true,"directDownloadAuthorized":false,"serveDecision":{"state":"BLOCKED","reasonCodes":["NOT_SERVE_ELIGIBLE"]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":null,"chatTemplate":null,"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"signature_state":"unsigned"}],"warnings":["This description is temporarily unavailable."],"nextActions":[{"label":"Inspect recorded bundle state","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomistral-medicalqa-ft-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-biomistral-medicalqa-ft-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-biomistral-medicalqa-ft-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-biomistral-medicalqa-ft-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-biomistral-medicalqa-ft-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-biomistral-medicalqa-ft-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-biomistral-medicalqa-ft-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"},"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":false,"signature":"unsigned","freshness":"current","checked_at":"2026-11-06T13:56:09.366Z","evidence_url":"/api/manifests/hf-model-mradermacher-biomistral-medicalqa-ft-gguf"}}