{"serveDecision":{"state":"READY","authority":"live-serve-decision"},"downloadable":true,"downloadReady":true,"degraded":false,"stale":false,"readinessCheckedAt":"2026-11-07T15:49:54.242Z","readinessSource":"file-check","schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-07T15:49:47.621Z","generatedAt":"2026-11-07T15:49:54.242Z","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 'German-RAG-NEMO-12B-ORPO-HESSIAN-AI.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":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","templateSha256":"c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"german-rag-nemo-12b-orpo-hessian-ai.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","templateSha256":"c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2"},"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":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","templateSha256":"c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2"},"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(\"./German-RAG-NEMO-12B-ORPO-HESSIAN-AI.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":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","templateSha256":"c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2"},"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":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2","templateSha256":"c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","templateText":"{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{'<|im_start|>user\n' + message['content'].strip() + '<|im_end|>\n<|im_start|>assistant\n' }}\n{% elif message['role'] == 'system' %}\n{{'<s>' + '<|im_start|>system\n' + message['content'].strip() + '<|im_end|>' }}\n{% elif message['role'] == 'tool' %}\n{{'<|im_start|>user\n<tool_response>' + message['content'].strip() + '</tool_response><|im_end|>' }}\n{% elif message['role'] == 'assistant' %}\n{{'<|im_start|>assistant\n'  + message['content'].strip() + '<|im_end|>' }}\n{% endif %}\n{% endfor %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"llama","contextLength":1024000,"stop":["</s>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","repo":"mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":13,"upstreamUrl":"https://huggingface.co/mradermacher/German-RAG-NEMO-12B-ORPO-HESSIAN-AI-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":{"state":"ready","asOf":"2026-11-07T15:49:54.242Z","reason":"Hosted by Hugging Bay — byte-verified 2026-09-06T00:58:59.051Z, license clear (apache-2.0).","downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf"},"requiredFiles":[{"path":".gitattributes","sizeBytes":2437,"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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.IQ4_XS.gguf","sizeBytes":6800500000,"sha256":"f36c916e1e8985072963adb421f6503fa504a2681f519c8d995698cccbbef6a4","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q2_K.gguf","sizeBytes":4791427360,"sha256":"7c61dda87ba6f5cfbc8dc18a6736427813c0c60d5841cc0fae4239fbdeb2cdeb","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_L.gguf","sizeBytes":6561915680,"sha256":"575d4545527adbfbf571660040cd2c44135d1e1b002e51688c8bf998d7b1cde5","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_M.gguf","sizeBytes":6083502880,"sha256":"e9229b65c6250586af889f8b617162de86fc2455239843b9fbf9ed933496e306","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q3_K_S.gguf","sizeBytes":5534638880,"sha256":"1a18abb4eecb8eeb7450c0aa93ddcfae96bd5405b1294a0555455bc1fd57b24e","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","sizeBytes":7477660960,"sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2","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-german-rag-nemo-12b-orpo-hessian-ai-gguf/German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","filePath":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_M.gguf","sha256":"f2a85371c52ab795a22d106fb56b910a0c7daf7ced4428297f18c3e7717a1bc2","architecture":"llama","generalName":"GRAG NEMO 12B SFT HESSIAN AI","tokenizerModel":"gpt2","contextLength":1024000,"bos":"<s>","eos":"</s>","stop":["</s>"],"thinking":{"mode":"none"},"chatTemplate":"{% for message in messages %}\n{% if message['role'] == 'user' %}\n{{'<|im_start|>user\n' + message['content'].strip() + '<|im_end|>\n<|im_start|>assistant\n' }}\n{% elif message['role'] == 'system' %}\n{{'<s>' + '<|im_start|>system\n' + message['content'].strip() + '<|im_end|>' }}\n{% elif message['role'] == 'tool' %}\n{{'<|im_start|>user\n<tool_response>' + message['content'].strip() + '</tool_response><|im_end|>' }}\n{% elif message['role'] == 'assistant' %}\n{{'<|im_start|>assistant\n'  + message['content'].strip() + '<|im_end|>' }}\n{% endif %}\n{% endfor %}","templateDigest":"sha256:c0609e42d0aced0b3f70a83a5f881a6a54041d596f670ae3af600ad720358ba7","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T04:53:11.367Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":true,"bytes_verified":true,"signature":"unsigned","freshness":"current","checked_at":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q4_K_S.gguf","sizeBytes":7120653600,"sha256":"19a6320f8eaa66afa9274ff94ad33d1640e8997bc921bebc32f8dc8539da051e","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q5_K_M.gguf","sizeBytes":8728128800,"sha256":"edba8970ac50642215d3021579301b554174ce2b32822667869c9b817dba8b64","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q5_K_S.gguf","sizeBytes":8519232800,"sha256":"7170b388e5b5b2658841d325ecda48043d6dccb837aba2b94df1bc2beb025da3","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q6_K.gguf","sizeBytes":10056750880,"sha256":"d7a8f8cda982e2af579c232c6297fd8d93ab3a7686b44de3e5f02bb38a26516d","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"German-RAG-NEMO-12B-ORPO-HESSIAN-AI.Q8_0.gguf","sizeBytes":13023068960,"sha256":"4553cdc2801f281fc21270a192b4429f72100a5bb53233c4f5246f37a37376f6","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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":4153,"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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-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-german-rag-nemo-12b-orpo-hessian-ai-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-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":"2026-11-07T15:49:54.242Z","evidence_url":"/api/manifests/hf-model-mradermacher-german-rag-nemo-12b-orpo-hessian-ai-gguf"}}