{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Model: sarvamai/shuka-1","description":"Sarvam AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","json_url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4/signal.json","generated_at":"2026-06-11T03:04:02.972083+00:00","org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/sarvam","dossier_json_url":"https://onlylabs.fyi/labs/sarvam/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","signal_json":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4/signal.json","source":"https://huggingface.co/sarvamai/shuka-1","lab_dossier":"https://onlylabs.fyi/labs/sarvam","lab_dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis":"https://onlylabs.fyi/analysis/sarvam","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Sarvam AI published sarvamai/shuka-1. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license llama3 · 339 HF downloads · Low downloads, minor release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/sarvamai/shuka-1","source_host":"huggingface.co","occurred_at":"2024-08-08T21:45:22+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"audio-text-to-text","source":"model"},{"label":"License","value":"llama3","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"8.7B","source":"model"},{"label":"Downloads","value":"339","source":"traction"},{"label":"Likes","value":"90","source":"traction"},{"label":"Notability","value":"Low downloads, minor release","source":"signal"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/shuka-1/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:04:02.972083+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4/signal.json","dossier_json":"https://onlylabs.fyi/labs/sarvam/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/sarvam/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/sarvam/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4/signal.json","required":true},{"label":"source","url":"https://huggingface.co/sarvamai/shuka-1","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/sarvam/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/sarvam/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Sarvam AI's model signal \"sarvamai/shuka-1\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/shuka-1","text":"Sarvam AI published model sarvamai/shuka-1."},{"subject":"sarvamai/shuka-1","predicate":"is classified as","object":"model signal","text":"sarvamai/shuka-1 is classified as model signal."},{"subject":"sarvamai/shuka-1","predicate":"belongs to","object":"releases desk","text":"sarvamai/shuka-1 belongs to releases desk."},{"subject":"sarvamai/shuka-1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/shuka-1 has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/shuka-1","predicate":"has captured page count","object":"1","text":"sarvamai/shuka-1 has captured page count 1."},{"subject":"sarvamai/shuka-1","predicate":"has readable page count","object":"1","text":"sarvamai/shuka-1 has readable page count 1."},{"subject":"sarvamai/shuka-1","predicate":"has related signal count","object":"6","text":"sarvamai/shuka-1 has related signal count 6."},{"subject":"sarvamai/shuka-1","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"sarvamai/shuka-1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"sarvamai/shuka-1","predicate":"has source host","object":"huggingface.co","text":"sarvamai/shuka-1 has source host huggingface.co."},{"subject":"sarvamai/shuka-1","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/shuka-1 has lab Sarvam AI."},{"subject":"sarvamai/shuka-1","predicate":"has signal desk","object":"releases","text":"sarvamai/shuka-1 has signal desk releases."},{"subject":"sarvamai/shuka-1","predicate":"has source host","object":"huggingface.co","text":"sarvamai/shuka-1 has source host huggingface.co."},{"subject":"sarvamai/shuka-1","predicate":"has task","object":"audio-text-to-text","text":"sarvamai/shuka-1 has task audio-text-to-text."},{"subject":"sarvamai/shuka-1","predicate":"has license","object":"llama3","text":"sarvamai/shuka-1 has license llama3."},{"subject":"sarvamai/shuka-1","predicate":"has library","object":"transformers","text":"sarvamai/shuka-1 has library transformers."},{"subject":"sarvamai/shuka-1","predicate":"has params","object":"8.7B","text":"sarvamai/shuka-1 has params 8.7B."},{"subject":"sarvamai/shuka-1","predicate":"has downloads","object":"339","text":"sarvamai/shuka-1 has downloads 339."}]},"intelligence":{"signal_desk":"releases","answer":"Sarvam AI published sarvamai/shuka-1. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license llama3 · 339 HF downloads · Low downloads, minor release. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/shuka-1","text":"Sarvam AI published model sarvamai/shuka-1."},{"subject":"sarvamai/shuka-1","predicate":"is classified as","object":"model signal","text":"sarvamai/shuka-1 is classified as model signal."},{"subject":"sarvamai/shuka-1","predicate":"belongs to","object":"releases desk","text":"sarvamai/shuka-1 belongs to releases desk."},{"subject":"sarvamai/shuka-1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/shuka-1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"186da869-f835-4a0d-8310-2015dd4cadc4","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","json_url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4/signal.json","source_url":"https://huggingface.co/sarvamai/shuka-1","title":"sarvamai/shuka-1","summary":"Sarvam AI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-08T21:45:22+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://huggingface.co/sarvamai/shuka-1/raw/main/README.md"]},"facets":{"pipeline_tag":"audio-text-to-text","license":"llama3"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":339,"hf_likes":90},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/sarvamai/shuka-1/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/shuka-1/raw/main/README.md","title":"sarvamai/shuka-1 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:02.972083+00:00","bytes":1860,"raw_path":"12a0f41b05368657ec7c2cc0f0140479d8aa18fd9b8d437df97468af1eae6249.md","content_hash":"5477c693551588f50e51834ceb7bc39d1126b74c6acb86ca112d3daa635ace69","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers pipeline_tag: audio-text-to-text license: llama3 language: - en - hi --- `Shuka v1` is a language model which natively understands audio in Indic languages. It is an encoder-decoder model built by combining two models: - Our state-of-the-art, in-house, audio encoder: Saaras v1 - Meta’s Llama3-8B-Instruct as the decoder The encoder and decoder are connected by a small projector with ~60M parameters. During training, only the projector weights are finetuned while the rest of the network is frozen. Following our tradition of training models frugally, we train `Shuka v1` on less than 100 hours of audio. Though we only finetune the projector on English and Hindi data, the multilingual nature of our encoder makes `Shuka v1` perform well on zero-shot QA in other Indic languages as well. We have tested on the model on Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Oriya, Punjabi, Tamil, and Telugu. See what `Shuka v1` can do in this [demo video](https://www.youtube.com/watch?v=VgJhjCPbORs), and get started by using huggingface pipeline, as follows: ``` install libraries pip install transformers==4.41.2 peft==0.11.1 librosa==0.10.2 import..."},"evidence_pages":[{"url":"https://huggingface.co/sarvamai/shuka-1/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/shuka-1/raw/main/README.md","title":"sarvamai/shuka-1 model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T03:04:02.972083+00:00","bytes":1860,"raw_path":"12a0f41b05368657ec7c2cc0f0140479d8aa18fd9b8d437df97468af1eae6249.md","content_hash":"5477c693551588f50e51834ceb7bc39d1126b74c6acb86ca112d3daa635ace69","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers pipeline_tag: audio-text-to-text license: llama3 language: - en - hi --- `Shuka v1` is a language model which natively understands audio in Indic languages. It is an encoder-decoder model built by combining two models: - Our state-of-the-art, in-house, audio encoder: Saaras v1 - Meta’s Llama3-8B-Instruct as the decoder The encoder and decoder are connected by a small projector with ~60M parameters. During training, only the projector weights are finetuned while the rest of the network is frozen. Following our tradition of training models frugally, we train `Shuka v1` on less than 100 hours of audio. Though we only finetune the projector on English and Hindi data, the multilingual nature of our encoder makes `Shuka v1` perform well on zero-shot QA in other Indic languages as well. We have tested on the model on Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Oriya, Punjabi, Tamil, and Telugu. 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