{"serveDecision":{"state":"READY","authority":"live-serve-decision"},"downloadable":true,"downloadReady":true,"degraded":false,"stale":false,"readinessCheckedAt":"2026-11-08T17:45:04.750Z","readinessSource":"file-check","schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-08T17:44:19.385Z","generatedAt":"2026-11-08T17:45:04.751Z","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 'gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.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":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","templateSha256":"7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"gemma-3-12b-it-vl-polaris-glm-4.7-flash-var-thinking-instruct-heretic-uncensored.i1-q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","templateSha256":"7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150"},"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":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","templateSha256":"7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150"},"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(\"./gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.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":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","templateSha256":"7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150"},"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":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150","templateSha256":"7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","templateText":"{{ bos_token }}\n{%- if messages[0]['role'] == 'system' -%}\n    {%- if messages[0]['content'] is string -%}\n        {%- set first_user_prefix = messages[0]['content'] + '\n\n' -%}\n    {%- else -%}\n        {%- set first_user_prefix = messages[0]['content'][0]['text'] + '\n\n' -%}\n    {%- endif -%}\n    {%- set loop_messages = messages[1:] -%}\n{%- else -%}\n    {%- set first_user_prefix = \"\" -%}\n    {%- set loop_messages = messages -%}\n{%- endif -%}\n{%- for message in loop_messages -%}\n    {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}\n        {{ raise_exception(\"Conversation roles must alternate user/assistant/user/assistant/...\") }}\n    {%- endif -%}\n    {%- if (message['role'] == 'assistant') -%}\n        {%- set role = \"model\" -%}\n    {%- else -%}\n        {%- set role = message['role'] -%}\n    {%- endif -%}\n    {{ '<start_of_turn>' + role + '\n' + (first_user_prefix if loop.first else \"\") }}\n    {%- if message['content'] is string -%}\n        {{ message['content'] | trim }}\n    {%- elif message['content'] is iterable -%}\n        {%- for item in message['content'] -%}\n            {%- if item['type'] == 'image' -%}\n                {{ '<start_of_image>' }}\n            {%- elif item['type'] == 'text' -%}\n                {{ item['text'] | trim }}\n            {%- endif -%}\n        {%- endfor -%}\n    {%- else -%}\n        {{ raise_exception(\"Invalid content type\") }}\n    {%- endif -%}\n    {{ '<end_of_turn>\n' }}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n    {{'<start_of_turn>model\n'}}\n{%- endif -%}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"gemma3","contextLength":131072,"stop":["<eos>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf","repo":"mradermacher/gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored-i1-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored-i1-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":27,"upstreamUrl":"https://huggingface.co/mradermacher/gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored-i1-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":{"state":"ready","asOf":"2026-11-08T17:45:04.751Z","reason":"Hosted by Hugging Bay — byte-verified 2026-09-18T18:19:02.210Z, license clear (apache-2.0).","downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf/gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf"},"requiredFiles":[{"path":".gitattributes","sizeBytes":4805,"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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":10042,"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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ1_M.gguf","sizeBytes":3164729920,"sha256":"a2c15917430fac612a2ac3d33c18d83717fe6925f469aedcf29788ab9b5c6984","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ1_S.gguf","sizeBytes":2947416640,"sha256":"50b5245e195b3d3f0a9d1b73a46720354e84e6d2c0a2807e4c6662f4a7241987","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ2_M.gguf","sizeBytes":4310463040,"sha256":"d8013ccd9e833e6ad25e06a38577540e5f7be816523258af587594c1e78dd371","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ2_S.gguf","sizeBytes":4020712000,"sha256":"6ec6288ab34a37f64538c05ee60784386ce8ccf02c96832211acb4f312f2c232","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ2_XS.gguf","sizeBytes":3840262720,"sha256":"403ef711aeb11126cea5fd0f2fa1f00fae0bbf0ca3bf8591fe76d88ec6646c54","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ2_XXS.gguf","sizeBytes":3526918720,"sha256":"5cc3f941bae386179af8b1b0c9fd2ce1f2ff71212f85fea616b9a270d734090b","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ3_M.gguf","sizeBytes":5655724480,"sha256":"44c6e1a7cc1e171f60624792ecc5b5b77042ccb115283a72b241bc20fef13e06","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ3_S.gguf","sizeBytes":5458317760,"sha256":"f1a0723f7df5766531113516dde176263785432a1c8ba689309257be2f8cf6f2","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ3_XS.gguf","sizeBytes":5206168000,"sha256":"81af091dbff62292559e3ad2609d6a04e86992e5031b90da202d17d81c595e62","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ3_XXS.gguf","sizeBytes":4784902720,"sha256":"b173e6ffdba4e25b61310c2aabf825276d86d40cb8079000db17c852076155ba","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ4_NL.gguf","sizeBytes":6887166400,"sha256":"6aae429c3d1517d9fcc7f6d653a2cf5724b52b8a2c10602ae2e8ad396f3bee5f","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-IQ4_XS.gguf","sizeBytes":6550966720,"sha256":"2e291c58ac446d14608839250199d3821b53f0e55fa4a809d0f6b4720fec44ca","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q2_K.gguf","sizeBytes":4768223680,"sha256":"529f5a51a9ba63e712dbcb8171fa01f955eab564ec5d821e7e28969fae94fcf7","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q2_K_S.gguf","sizeBytes":4448612800,"sha256":"69384a38c050f9d1fe0516d2242142c2165a9bb103ccf2560dd2465a407b0747","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q3_K_L.gguf","sizeBytes":6480187840,"sha256":"1b1246d56fe907cf17b58769085efa6cd8693d7ed2f4a35b3afe8fb1b4f5e3c4","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q3_K_M.gguf","sizeBytes":6008820160,"sha256":"2a96069e0b085054306588a7e25d4f28174ebc0e07cc81fbc3d5882827c70759","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q3_K_S.gguf","sizeBytes":5458317760,"sha256":"9dd1d7912bcfc4bdb667ad9b7dafa76d7b00954ee2b756a13b84bc26ad43a7ed","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_0.gguf","sizeBytes":6909284800,"sha256":"fefe439b243c37510efce85a96d3286c06a695d03ae08e01cacce6b5f3ebecf2","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_1.gguf","sizeBytes":7559565760,"sha256":"54b4e1606c0998b3731c60e99b0725b3b3dc6f7dd258603423990eee7d7fcee2","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","sizeBytes":7300780480,"sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150","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-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf/gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf","filePath":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_M.gguf","sha256":"d2d9ab6462502eeef5be27f5cc0a396f6ec858430aafa36c1b540231d6950150","architecture":"gemma3","generalName":"Gemma 3 12b It Vl Polaris GLM 4.7 Flash VAR Thinking Instruct Heretic Uncensored","tokenizerModel":"llama","contextLength":131072,"bos":"<bos>","eos":"<eos>","stop":["<eos>"],"thinking":{"mode":"none"},"chatTemplate":"{{ bos_token }}\n{%- if messages[0]['role'] == 'system' -%}\n    {%- if messages[0]['content'] is string -%}\n        {%- set first_user_prefix = messages[0]['content'] + '\n\n' -%}\n    {%- else -%}\n        {%- set first_user_prefix = messages[0]['content'][0]['text'] + '\n\n' -%}\n    {%- endif -%}\n    {%- set loop_messages = messages[1:] -%}\n{%- else -%}\n    {%- set first_user_prefix = \"\" -%}\n    {%- set loop_messages = messages -%}\n{%- endif -%}\n{%- for message in loop_messages -%}\n    {%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}\n        {{ raise_exception(\"Conversation roles must alternate user/assistant/user/assistant/...\") }}\n    {%- endif -%}\n    {%- if (message['role'] == 'assistant') -%}\n        {%- set role = \"model\" -%}\n    {%- else -%}\n        {%- set role = message['role'] -%}\n    {%- endif -%}\n    {{ '<start_of_turn>' + role + '\n' + (first_user_prefix if loop.first else \"\") }}\n    {%- if message['content'] is string -%}\n        {{ message['content'] | trim }}\n    {%- elif message['content'] is iterable -%}\n        {%- for item in message['content'] -%}\n            {%- if item['type'] == 'image' -%}\n                {{ '<start_of_image>' }}\n            {%- elif item['type'] == 'text' -%}\n                {{ item['text'] | trim }}\n            {%- endif -%}\n        {%- endfor -%}\n    {%- else -%}\n        {{ raise_exception(\"Invalid content type\") }}\n    {%- endif -%}\n    {{ '<end_of_turn>\n' }}\n{%- endfor -%}\n{%- if add_generation_prompt -%}\n    {{'<start_of_turn>model\n'}}\n{%- endif -%}","templateDigest":"sha256:7de1c58e208eda46e9c7f86397df37ec49883aeece39fb961e0a6b24088dd3c4","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T04:48:56.660Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q4_K_S.gguf","sizeBytes":6935335360,"sha256":"1b0acbce5617af078dc26c8967ceffada9e238cbfffbdfd8425aa338524a76d6","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q5_K_M.gguf","sizeBytes":8445039040,"sha256":"0536d32e517db8779820c4b4b3270331db5c9fde57742c8431da88520be5777b","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q5_K_S.gguf","sizeBytes":8231965120,"sha256":"8c8012fd72ba7d63e6cc48c4b977e924690a9c2b67635eb66a4f1752e8f79b77","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.i1-Q6_K.gguf","sizeBytes":9660813760,"sha256":"2176ba8bf167948f61ae585482d87d5fb48aa2d09f5929b14128a2d34c170f92","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"},{"path":"gemma-3-12b-it-vl-Polaris-GLM-4.7-Flash-VAR-Thinking-Instruct-Heretic-Uncensored.imatrix.gguf","sizeBytes":7473632,"sha256":"5060d950d28eb9132d36e06e0aa5d55694506409bf922fe25864b04d779170f7","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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"signature_state":"unsigned"}],"warnings":["This description is temporarily unavailable."],"nextActions":[{"label":"Inspect recorded bundle state","url":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"},"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":"2026-11-08T17:45:04.750Z","evidence_url":"/api/manifests/hf-model-mradermacher-gemma-3-12b-it-vl-polaris-glm-4-7-flash-var-thinking-instruct-heretic-uncensored-96c49a8562cf"}}