{"serveDecision":{"state":"UNKNOWN","authority":"live-serve-decision"},"downloadable":null,"downloadReady":null,"degraded":false,"stale":false,"schemaVersion":"hugging-bay.local-kit.v2","displayOnly":true,"authorizationRequired":true,"eligibilitySnapshotAt":"2026-11-02T00:57:34.085Z","generatedAt":"2026-11-02T00:58:36.746Z","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 'DATA-AI_Chat_0.5B.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":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"data-ai_chat_0.5b.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a"},"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":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a"},"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(\"./DATA-AI_Chat_0.5B.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":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","templateText":"{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"qwen2","contextLength":32768,"stop":["<|endoftext|>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-data-ai-chat-0-5b-gguf","repo":"mradermacher/DATA-AI_Chat_0.5B-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/DATA-AI_Chat_0.5B-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":14,"upstreamUrl":"https://huggingface.co/mradermacher/DATA-AI_Chat_0.5B-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":"unknown","requiredFiles":[{"path":".gitattributes","sizeBytes":2302,"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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.IQ4_XS.gguf","sizeBytes":299194624,"sha256":"e4debccce2bfeb0346e375765d5f89c47136caf1f3dd0524eb98d76db572070a","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q2_K.gguf","sizeBytes":247363840,"sha256":"60d2186a74e03190628424879521e9bc20ff6d345afebdec98253a499cfcd6f1","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q3_K_L.gguf","sizeBytes":297351424,"sha256":"2006945585ce5754fca2b16343a4c4a2a62740d208bd619960cd45f04effd092","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q3_K_M.gguf","sizeBytes":283031808,"sha256":"0489acb29782798cca69c4150eecd847cc4b573a26fca3688b426cc93dacd58e","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q3_K_S.gguf","sizeBytes":266533120,"sha256":"4493802bbb85a59a2a0d10ae1b7ef369f8e4d39d96296560c35c416136b06abd","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","sizeBytes":319641856,"sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a","format":"gguf","risk":"low","sourceKind":"mirrored-upstream","hosted":true,"readiness":"unknown","downloadReady":null,"reasonCodes":[],"reason":"Hosted on Hugging Bay and byte-verified — download is available now.","individuallyHashed":true,"fileOnly":true,"directDownloadAuthorized":true,"serveDecision":{"state":"UNKNOWN","reasonCodes":[]},"downloadUrlResponse":{"status":302,"followRedirects":true},"downloadUrl":"https://huggingbay.xyz/api/downloads/hf-model-mradermacher-data-ai-chat-0-5b-gguf/DATA-AI_Chat_0.5B.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-data-ai-chat-0-5b-gguf","filePath":"DATA-AI_Chat_0.5B.Q4_K_M.gguf","sha256":"b6f90a7af1f73a9990ce5a69b3f37c831871c02df7c6cebfa2b2d9fa5f72b91a","architecture":"qwen2","generalName":"Qwen1.5 0.5B","tokenizerModel":"gpt2","contextLength":32768,"bos":"<|endoftext|>","eos":"<|endoftext|>","stop":["<|endoftext|>"],"thinking":{"mode":"none"},"chatTemplate":"{% for message in messages %}{% if loop.first and messages[0]['role'] != 'system' %}{{ '<|im_start|>system\nYou are a helpful assistant<|im_end|>\n' }}{% endif %}{{'<|im_start|>' + message['role'] + '\n' + message['content'] + '<|im_end|>' + '\n'}}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}","templateDigest":"sha256:af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T03:48:18.840Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q4_K_S.gguf","sizeBytes":309082368,"sha256":"dab598cb0c283e87ab0a99888a7c1e59a5f2357d928a6c588f0345ab8204bf6d","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q5_K_M.gguf","sizeBytes":352278784,"sha256":"5f63323943cf98d2eef6e0eddc71d2c8bf8f7cfa4c01ac32c8398b382482d3e9","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q5_K_S.gguf","sizeBytes":346011904,"sha256":"cd42f6f992b1e7304c71a5180a936fd09736f4d5f13e3e7524719d1e3e27974c","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q6_K.gguf","sizeBytes":386955520,"sha256":"3c60e53f8ed02dbf292d9db6778c73d676881c9d6e90b570e9753e1a219d9e4e","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.Q8_0.gguf","sizeBytes":499297536,"sha256":"68c43b274d21aa70af95c038c4c40cc26e4eca2b71cd571a1d1cfef721146d7c","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"DATA-AI_Chat_0.5B.f16.gguf","sizeBytes":934169856,"sha256":"af419a6783d06e679ee747b07daf5bcfbc2cd00e7cc19e3fa48a830118481604","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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":3550,"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":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-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-data-ai-chat-0-5b-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-data-ai-chat-0-5b-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-data-ai-chat-0-5b-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-data-ai-chat-0-5b-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-data-ai-chat-0-5b-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-data-ai-chat-0-5b-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-data-ai-chat-0-5b-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-data-ai-chat-0-5b-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":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-data-ai-chat-0-5b-gguf"}}