{"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":"2026-10-31T06:45:28.297Z","generatedAt":"2026-10-31T06:46:29.696Z","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 'KaLM-embedding-multilingual-mini-instruct-v2.5.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":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5},{"tool":"ollama","label":"Ollama","note":"Builds a local Ollama model named \"kalm-embedding-multilingual-mini-instruct-v2.5.q4_k_m\" from the file (Ollama imports the file's embedded chat template) and starts a chat.","prefilledFrom":{"file":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8"},"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":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8"},"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(\"./KaLM-embedding-multilingual-mini-instruct-v2.5.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":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","templateSha256":"af9c0233881b083b52ff773580215222b5440ac3d0beeeca99b76329b048f8db","sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8"},"guideCheckedAt":"2026-09-22","guideCheckedBy":"hugging-bay-docs","guideVersion":5}],"runBlockKind":"hosted-file-recipe","chatContract":{"available":true,"source":"gguf-metadata:tokenizer.chat_template","sourceFileSha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8","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":131072,"stop":["<|endoftext|>"],"thinking":{"mode":"none"}},"artifact":{"id":"hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf","repo":"mradermacher/KaLM-embedding-multilingual-mini-instruct-v2.5-GGUF","type":"llm","summary":"Model from Hugging Face for llm: mradermacher/KaLM-embedding-multilingual-mini-instruct-v2.5-GGUF · transformers","license":"apache-2.0","hostingStatus":"hosted","hostedFileCount":1,"hostedFileCountAuthority":"live-serve-decision","displayFileCount":1,"fileCount":14,"upstreamUrl":"https://huggingface.co/mradermacher/KaLM-embedding-multilingual-mini-instruct-v2.5-GGUF"},"tool":"any","toolCompatibility":{"status":"unknown","reason":"recorded-evaluator-not-integrated"},"readiness":"unknown","requiredFiles":[{"path":".gitattributes","sizeBytes":2650,"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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.IQ4_XS.gguf","sizeBytes":351444608,"sha256":"0a1ec59ee94eb99cdf859d52dd828f48aef30ea3ea52c1b25436a766d8850d4f","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q2_K.gguf","sizeBytes":338606720,"sha256":"e688b3892ef95556e9bc0c3f0fa2606d4ec1741bda3a4d956ed917d7e8b73ebd","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q3_K_L.gguf","sizeBytes":369357440,"sha256":"b2bbe80963093434d0cf322cf27db4e9afd9fcbfdc2da14a57dc2743923c8513","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q3_K_M.gguf","sizeBytes":355465856,"sha256":"9984ff080d5942ccc3e18af5b0d9b6776e703a8136c4f8406f9f191171afe674","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q3_K_S.gguf","sizeBytes":338262656,"sha256":"5c72dc315b89f4d1fabcbb2443a2414f5ee115561802ff6ec4bce97ed2943d4c","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","sizeBytes":397807232,"sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf/KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","chatTemplate":{"artifactId":"hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf","filePath":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_M.gguf","sha256":"cf752c3999f968dc1dc39c3fc2f52c80850bf9106f2530812ab364e8d5597aa8","architecture":"qwen2","generalName":"KaLM Embedding Multilingual Mini Instruct v2.5","tokenizerModel":"gpt2","contextLength":131072,"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":"2026-09-24T03:49:36.159Z","hasEmbeddedTemplate":true},"serve_verdict":{"can_download":false,"bytes_verified":true,"signature":"unsigned","freshness":"stale","checked_at":null,"evidence_url":"/api/manifests/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q4_K_S.gguf","sizeBytes":385471104,"sha256":"df259fc8da4773340316c959b69a2c6ed4cc0bf442e7ccafb5a17037fdc5a983","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q5_K_M.gguf","sizeBytes":420085376,"sha256":"209b82d77ffd22ea8fa91836ea6ce0916c667fa2f5c19f65b6d1002d871c347a","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q5_K_S.gguf","sizeBytes":412709504,"sha256":"ff8ad429ee83271bb7ff8f8647b00e5252ef7452ed9289f7e83dda9ac48badfa","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q6_K.gguf","sizeBytes":505735808,"sha256":"d46c08daa3fbb648b6d755b72585ef8fba6d855f0c34d40120f824730dd62f26","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.Q8_0.gguf","sizeBytes":531067520,"sha256":"7d95a3b42068a434ffe29b2ff8ee9a1df2bb07fcf8b58628bdc087a8fbbea901","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"KaLM-embedding-multilingual-mini-instruct-v2.5.f16.gguf","sizeBytes":994156160,"sha256":"6e84dae1eb9f26eec66fab81c511b1b1894e4755a1bf757e01e150a1e8cd3111","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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"},"signature_state":"unsigned"},{"path":"README.md","sizeBytes":4643,"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-kalm-embedding-multilingual-mini-instruct-v2-5-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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf/bundle","method":"GET"},{"label":"List individually hashed hosted files","url":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf&limit=100","method":"GET"},{"label":"Inspect trust bundle","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf","method":"GET"},{"label":"Open artifact","url":"https://huggingbay.xyz/artifact/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf","method":"GET"}],"docs":{"artifactUrl":"https://huggingbay.xyz/artifact/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf","downloadsUrl":"https://huggingbay.xyz/api/downloadable-files?artifactId=hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf&limit=100","bundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-gguf/bundle","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-mradermacher-kalm-embedding-multilingual-mini-instruct-v2-5-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-kalm-embedding-multilingual-mini-instruct-v2-5-gguf"}}