{"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":"2026-10-31T05:53:49.049Z","generatedAt":"2026-10-31T05:56:27.078Z","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 'KAI-7B-Instruct.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":"KAI-7B-Instruct.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"kai-7b-instruct.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"KAI-7B-Instruct.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641"},"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":"KAI-7B-Instruct.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641"},"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(\"./KAI-7B-Instruct.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":"KAI-7B-Instruct.Q4_K_M.gguf","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641","templateSha256":"7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","templateText":"{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}","extractedAt":"2026-09-24","extractionStage":"ingest.template-extract/v1","architecture":"llama","contextLength":32768,"stop":["</s>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-kai-7b-instruct-gguf","repo":"mradermacher/KAI-7B-Instruct-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/KAI-7B-Instruct-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":15,"upstreamUrl":"https://huggingface.co/mradermacher/KAI-7B-Instruct-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":"unknown","requiredFiles":[{"path":".gitattributes","sizeBytes":2344,"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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.IQ4_XS.gguf","sizeBytes":3944389760,"sha256":"c0bd94517b60202b2c69e07e72aed9bbe55e4b5d7837d670016a50bbcc34b286","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q2_K.gguf","sizeBytes":2719243392,"sha256":"6629488ef7d3ae56891353f227facd4908fe0cd126d428ba5b03b2598bc34ec3","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q3_K_L.gguf","sizeBytes":3822025856,"sha256":"4c9a5204884237dbacbc7ae4d0ec47fd64dd779cadd7e055be10ab7c62e8372c","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q3_K_M.gguf","sizeBytes":3518987392,"sha256":"20097dd8c95712fff3f5902015d8fb37c4c0c09cb9b4977ee4ef839dbf20c677","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q3_K_S.gguf","sizeBytes":3164568704,"sha256":"88d9f9f5cbbe2d31998da6364f1f0e8230799038194ccf09e5129ef59da579f7","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q4_0_4_4.gguf","sizeBytes":4108917888,"sha256":"12a01e9845010cc5e1f19b2ccfc023454e19e93bd706b91ac9284547d55147b0","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q4_K_M.gguf","sizeBytes":4368440448,"sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641","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-kai-7b-instruct-gguf/KAI-7B-Instruct.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-kai-7b-instruct-gguf","filePath":"KAI-7B-Instruct.Q4_K_M.gguf","sha256":"f3f9a1bec352aa8070dbf7bc53b19aeffd5c093d26544056fd899fcbc0526641","architecture":"llama","generalName":"KAI 7B Instruct","tokenizerModel":"llama","contextLength":32768,"bos":"<s>","eos":"</s>","stop":["</s>"],"thinking":{"mode":"none"},"chatTemplate":"{{ bos_token }}{% for message in messages %}{% if (message['role'] == 'user') != (loop.index0 % 2 == 0) %}{{ raise_exception('Conversation roles must alternate user/assistant/user/assistant/...') }}{% endif %}{% if message['role'] == 'user' %}{{ '[INST] ' + message['content'] + ' [/INST]' }}{% elif message['role'] == 'assistant' %}{{ message['content'] + eos_token + ' ' }}{% else %}{{ raise_exception('Only user and assistant roles are supported!') }}{% endif %}{% endfor %}","templateDigest":"sha256:7e995b379ec01747807246483647cd99030abf331653f1119e16d7ac041a3495","extractionReason":"embedded-template","extractorVersion":"hugging-bay.gguf-embedded-chat-contract.v1","extractedAt":"2026-09-24T04:16:11.197Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q4_K_S.gguf","sizeBytes":4140375168,"sha256":"839a0131119e463de71a257ce064df5500ec66c48f39c209fe129945569d97b4","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q5_K_M.gguf","sizeBytes":5131410560,"sha256":"509149c321cd16cb65ff8ea57fed345899e489e96186d14327a2c4102a535592","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q5_K_S.gguf","sizeBytes":4997717120,"sha256":"7c66e961ab76bc41fdd40bc951bc663c8fa24ea36718089312858853c6fa3fa0","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q6_K.gguf","sizeBytes":5942066304,"sha256":"c6d11faadd3c86bf54972997f604a6448233651bfed3ac0050dac239e05a8a4d","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.Q8_0.gguf","sizeBytes":7695858816,"sha256":"7e46960a709595349a92b2dcbf2de1e47b7f93a95716eed07df97b8e8a9ccd47","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"KAI-7B-Instruct.f16.gguf","sizeBytes":14484733056,"sha256":"4fbf0f0612d68331c405d33d5bf0b51bbfe8372fc17f0f66f3d42c77e29c5305","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-kai-7b-instruct-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":3470,"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-kai-7b-instruct-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-kai-7b-instruct-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-kai-7b-instruct-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-kai-7b-instruct-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-kai-7b-instruct-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-kai-7b-instruct-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-kai-7b-instruct-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kai-7b-instruct-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-kai-7b-instruct-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-kai-7b-instruct-gguf"}}