{"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":"2026-10-31T04:27:04.316Z","generatedAt":"2026-10-31T04:28:00.012Z","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 'Ahma-SlimInstruct-V0.1-7B.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":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","templateSha256":"3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"ahma-sliminstruct-v0.1-7b.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","templateSha256":"3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9"},"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":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","templateSha256":"3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9"},"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(\"./Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf\", n_ctx=2048); 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":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","templateSha256":"3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9","templateSha256":"3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","templateText":"{% for message in messages %}{% if message['role'] == 'user' %}{{'<|im_start|>user\n' + message['content'] + '<|im_end|>\n'}}{% elif message['role'] == 'assistant' %}{{'<|im_start|>assistant\n' + message['content'] + '<|im_end|>\n' }}{% else %}{{ '<|im_start|>system\n' + message['content'] + '<|im_end|>\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"llama","contextLength":2048,"stop":["<|im_end|>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf","repo":"mradermacher/Ahma-SlimInstruct-V0.1-7B-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/Ahma-SlimInstruct-V0.1-7B-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":15,"upstreamUrl":"https://huggingface.co/mradermacher/Ahma-SlimInstruct-V0.1-7B-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":"unknown","requiredFiles":[{"path":".gitattributes","sizeBytes":2474,"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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.IQ4_XS.gguf","sizeBytes":3826977088,"sha256":"b44fb8656a12d05f437d5f78cdc958cd8b6514196f22d9e58648bbc7bf492162","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q2_K.gguf","sizeBytes":2685487424,"sha256":"26a4d536ff524c22f55bccc8c68fdb61e0212ed8ff75448523e46c4e794471ff","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q3_K_L.gguf","sizeBytes":3763153216,"sha256":"f85541dd3276808bff9f24fc1377afba27ef15cd4ec3bcb6360a3d95e25c1a17","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q3_K_M.gguf","sizeBytes":3464046912,"sha256":"aaf1f97c71e76412af975f23d1c83a415effc3d8b7723e786634913855a35d2f","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q3_K_S.gguf","sizeBytes":3114346816,"sha256":"00d4f71c1d5b73f8b6eed1da39c71461db3318972a10eafef9514cf6a4a87833","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q4_0_4_4.gguf","sizeBytes":4009396544,"sha256":"51312f03193e6d82f459dac6ca3d09a9afce7b03d11670ca076ec1bf10ec2704","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","sizeBytes":4264593728,"sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9","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-ahma-sliminstruct-v0-1-7b-gguf/Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf","filePath":"Ahma-SlimInstruct-V0.1-7B.Q4_K_M.gguf","sha256":"07ac44a808aa89ac45f4a814cc4f41023ae89cf162c324c69804d3aa9b6bcef9","architecture":"llama","generalName":"Ahma 7B","tokenizerModel":"llama","contextLength":2048,"bos":"<s>","eos":"<|im_end|>","stop":["<|im_end|>"],"thinking":{"mode":"none"},"chatTemplate":"{% for message in messages %}{% if message['role'] == 'user' %}{{'<|im_start|>user\n' + message['content'] + '<|im_end|>\n'}}{% elif message['role'] == 'assistant' %}{{'<|im_start|>assistant\n' + message['content'] + '<|im_end|>\n' }}{% else %}{{ '<|im_start|>system\n' + message['content'] + '<|im_end|>\n' }}{% endif %}{% endfor %}{% if add_generation_prompt %}{{ '<|im_start|>assistant\n' }}{% endif %}","templateDigest":"sha256:3e3e4ccd01b95ae100e861475e34dd42d044d15858f876bb73fe2934fe1603db","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T04:14:09.661Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q4_K_S.gguf","sizeBytes":4040329536,"sha256":"63012c9ff1066f9acff92c89bdb82762e6e88c639b2303118e6325e58b6a0f0c","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q5_K_M.gguf","sizeBytes":4983261504,"sha256":"2633d6823a5297b84df81d2db37af9c8274c13f586616158ed6c41b45a9f1cc8","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q5_K_S.gguf","sizeBytes":4851796288,"sha256":"d2abb22b60b3ee264f1f5083d885de4884688961ea850814c6f20303ad0ed493","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q6_K.gguf","sizeBytes":5746846016,"sha256":"ba8a90f9d506cc1d54cf2414e941138f435705a8731b82400100d45f951804d7","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.Q8_0.gguf","sizeBytes":7442737472,"sha256":"57c9a7189f6dbe0dfcd86ef61cba42bdd9df4249368907a845f47bee597d4d12","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"Ahma-SlimInstruct-V0.1-7B.f16.gguf","sizeBytes":14007478592,"sha256":"96a8f4846b57a097a1a3bcacaf22b0bf151c0a7a5e3231a55bd44eeeaa89d50c","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-ahma-sliminstruct-v0-1-7b-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":3829,"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-ahma-sliminstruct-v0-1-7b-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-ahma-sliminstruct-v0-1-7b-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-ahma-sliminstruct-v0-1-7b-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-ahma-sliminstruct-v0-1-7b-gguf"}}