{"serveDecision":{"state":"READY","authority":"live-serve-decision"},"downloadable":true,"downloadReady":true,"degraded":false,"stale":false,"readinessCheckedAt":"2026-11-08T22:49:50.347Z","readinessSource":"file-check","schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-08T22:49:47.202Z","generatedAt":"2026-11-08T22:49:50.348Z","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 'Qwen3-0.6B-Medical-Expert.i1-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":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","templateSha256":"8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"qwen3-0.6b-medical-expert.i1-q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","templateSha256":"8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06"},"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":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","templateSha256":"8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06"},"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(\"./Qwen3-0.6B-Medical-Expert.i1-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":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","templateSha256":"8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06"},"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":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06","templateSha256":"8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","templateText":"{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for forward_message in messages %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- set message = messages[index] %}\n    {%- set current_content = message.content if message.content is not none else '' %}\n    {%- set tool_start = '<tool_response>' %}\n    {%- set tool_start_length = tool_start|length %}\n    {%- set start_of_message = current_content[:tool_start_length] %}\n    {%- set tool_end = '</tool_response>' %}\n    {%- set tool_end_length = tool_end|length %}\n    {%- set start_pos = (current_content|length) - tool_end_length %}\n    {%- if start_pos < 0 %}\n        {%- set start_pos = 0 %}\n    {%- endif %}\n    {%- set end_of_message = current_content[start_pos:] %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(start_of_message == tool_start and end_of_message == tool_end) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = (message.content.split('</think>')|last).lstrip('\\n') %}\n                {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\\n') %}\n                {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"qwen3","contextLength":40960,"stop":["<|im_end|>"],"thinking":{"mode":"delimited","open":"<think>","close":"</think>"}},"artifact":{"id":"hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf","repo":"mradermacher/Qwen3-0.6B-Medical-Expert-i1-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/Qwen3-0.6B-Medical-Expert-i1-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":27,"upstreamUrl":"https://huggingface.co/mradermacher/Qwen3-0.6B-Medical-Expert-i1-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":{"state":"ready","asOf":"2026-11-08T22:49:50.348Z","reason":"Hosted by Hugging Bay — byte-verified 2026-09-03T21:23:18.374Z, license clear (apache-2.0).","downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf/Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf"},"requiredFiles":[{"path":".gitattributes","sizeBytes":3403,"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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ1_M.gguf","sizeBytes":216053440,"sha256":"c19c767ad9f534da00983d8589f2640562b3558e8227a8970b8bdfec08c69bc3","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ1_S.gguf","sizeBytes":208017088,"sha256":"e12fbc60e00d6948a82ba72fd675949c493829264023061523a211ee7a160330","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ2_M.gguf","sizeBytes":264910528,"sha256":"75da06f7e466d7c5a2f8420f4e69b56075c886c5e21e011af1ad0208f07ef8aa","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ2_S.gguf","sizeBytes":254195392,"sha256":"4d9ade683919294b21e80eb700a0c78a226413fac9ffc3a6ddd1d4b6f844a8e5","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ2_XS.gguf","sizeBytes":241997504,"sha256":"c5147c1f6f1d71b6f96a2c9b83bc949830e7af8f7a9a02769af91eadc28edca8","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ2_XXS.gguf","sizeBytes":229447360,"sha256":"c0f80ba301ce7bedf65486ebb2f3886ee1ace1296fa0d6fa2f38709b172dea4c","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ3_M.gguf","sizeBytes":336028352,"sha256":"51d0141d8e8e9e40a54014454e36af50c8d474805063ad15b04b87c866274d7d","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ3_S.gguf","sizeBytes":323076800,"sha256":"7dbc004367c01ab6dce8e06522ec994e14a2d03187f33fa90b3aaa62cb7d4361","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ3_XS.gguf","sizeBytes":312754880,"sha256":"fdf30cfbe52302ec18e893cd963973f7986a2900ecbb48aafb8472b5ab4c4b59","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ3_XXS.gguf","sizeBytes":279017152,"sha256":"cb8168563d01259d7134764509d58ef02d0425f7fc0bd2fc041615eb1706c961","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ4_NL.gguf","sizeBytes":381567680,"sha256":"ab15013d7d928e4b2645d91800fae6be35a4ef46a04c2828daaac49a17310b86","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-IQ4_XS.gguf","sizeBytes":367805120,"sha256":"a7b710c62567a366e1e6f24465dfde42da95b32eb0dbec2bfc50c01434cb6fba","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q2_K.gguf","sizeBytes":296239808,"sha256":"c3ca14654e92289017ff41ebbd5d1d084f5c908b833b84528bc7066ed941e1e2","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q2_K_S.gguf","sizeBytes":280560320,"sha256":"a8046b32af84962b91ee446753ed9f958e0e58033aaf10b94e217ac0c55f5918","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q3_K_L.gguf","sizeBytes":368493248,"sha256":"bc5e08d213acbe5e1a07e3e66017ab6636837d52412d64f708ea6b2121b61344","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q3_K_M.gguf","sizeBytes":347128512,"sha256":"895880d3adc3690346b3c541b66feb792775ce95e3c5ed76b4e04828302ddcea","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q3_K_S.gguf","sizeBytes":323076800,"sha256":"bbbcc7efe77a48c574be24e985bb8f381c636dd8f2abe9603f69dda4afdef332","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q4_0.gguf","sizeBytes":382157504,"sha256":"1bbae73a3949add1669cf28dfb7d73341d6900f6c87455cce7e2379ad3699020","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q4_1.gguf","sizeBytes":409092800,"sha256":"5bee1ec78f533f7d0606e05f2173077404c910e9db02fd5f32b022d12b4047d7","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","sizeBytes":396706496,"sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06","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-qwen3-0-6b-medical-expert-i1-gguf/Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf","filePath":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_M.gguf","sha256":"86b00be5699435c37d65d019441167b6adcab68323cdf26e2c09f81be4ce0c06","architecture":"qwen3","generalName":"Qwen3 0.6B Medical Expert","tokenizerModel":"gpt2","contextLength":40960,"bos":null,"eos":"<|im_end|>","stop":["<|im_end|>"],"thinking":{"mode":"delimited","open":"<think>","close":"</think>"},"chatTemplate":"{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {{- messages[0].content + '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' + messages[0].content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for forward_message in messages %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- set message = messages[index] %}\n    {%- set current_content = message.content if message.content is not none else '' %}\n    {%- set tool_start = '<tool_response>' %}\n    {%- set tool_start_length = tool_start|length %}\n    {%- set start_of_message = current_content[:tool_start_length] %}\n    {%- set tool_end = '</tool_response>' %}\n    {%- set tool_end_length = tool_end|length %}\n    {%- set start_pos = (current_content|length) - tool_end_length %}\n    {%- if start_pos < 0 %}\n        {%- set start_pos = 0 %}\n    {%- endif %}\n    {%- set end_of_message = current_content[start_pos:] %}\n    {%- if ns.multi_step_tool and message.role == \"user\" and not(start_of_message == tool_start and end_of_message == tool_end) %}\n        {%- set ns.multi_step_tool = false %}\n        {%- set ns.last_query_index = index %}\n    {%- endif %}\n{%- endfor %}\n{%- for message in messages %}\n    {%- if (message.role == \"user\") or (message.role == \"system\" and not loop.first) %}\n        {{- '<|im_start|>' + message.role + '\\n' + message.content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set content = message.content %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is defined and message.reasoning_content is not none %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in message.content %}\n                {%- set content = (message.content.split('</think>')|last).lstrip('\\n') %}\n                {%- set reasoning_content = (message.content.split('</think>')|first).rstrip('\\n') %}\n                {%- set reasoning_content = (reasoning_content.split('<think>')|last).lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {%- if loop.last or (not loop.last and reasoning_content) %}\n                {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content.strip('\\n') + '\\n</think>\\n\\n' + content.lstrip('\\n') }}\n            {%- else %}\n                {{- '<|im_start|>' + message.role + '\\n' + content }}\n            {%- endif %}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- message.content }}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is false %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}","templateDigest":"sha256:8428c815ac94d82064e35ff1e841dcbe260e7e53a8d0bd3b94afa2eefa9bccab","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T03:49:14.614Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q4_K_S.gguf","sizeBytes":383271616,"sha256":"34b155c99a4dee0a53cdb48f233c71119fb9ed660dbb265fc2a2983f2bc10555","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q5_K_M.gguf","sizeBytes":444416704,"sha256":"6a9ffcd765130eacafd71e4b615ebce58aa0105232a28a2352925fea84afdf6f","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q5_K_S.gguf","sizeBytes":436617920,"sha256":"12ca5564b01babb3881e12bce9bc59432793f2f5788dadf45c33860c926580c5","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"Qwen3-0.6B-Medical-Expert.i1-Q6_K.gguf","sizeBytes":495108800,"sha256":"46e9f59fa9fc99c2a838e27d9da85b394e6b2ff838920b5945beb06494a2998e","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":6111,"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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"},"signature_state":"unsigned"},{"path":"imatrix.dat","sizeBytes":1153369,"sha256":"f4a008a43e201399d61d8c13fbe786a72981a619893b6e5e6f34eb0a381105bf","format":"dat","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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-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-qwen3-0-6b-medical-expert-i1-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-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":"2026-11-08T22:49:50.347Z","evidence_url":"/api/manifests/hf-model-mradermacher-qwen3-0-6b-medical-expert-i1-gguf"}}