{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Model: sarvamai/sarvam-105b","description":"Sarvam AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68","json_url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68/signal.json","generated_at":"2026-06-11T02:49:41.810614+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/7dc590e1-15e2-465e-80c4-d7679d3b0d68","signal_json":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68/signal.json","source":"https://huggingface.co/sarvamai/sarvam-105b","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/sarvam-105b. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 12.6K HF downloads · Notable large model release, moderate traction. 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/sarvam-105b","source_host":"huggingface.co","occurred_at":"2026-03-03T13:13:55+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":"text-generation","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"106B","source":"model"},{"label":"Downloads","value":"12.6K","source":"traction"},{"label":"Likes","value":"273","source":"traction"},{"label":"Notability","value":"Notable large model release, moderate traction","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/sarvam-105b/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:49:41.810614+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68/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/7dc590e1-15e2-465e-80c4-d7679d3b0d68/signal.json","required":true},{"label":"source","url":"https://huggingface.co/sarvamai/sarvam-105b","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/sarvam-105b\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-105b","text":"Sarvam AI published model sarvamai/sarvam-105b."},{"subject":"sarvamai/sarvam-105b","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-105b is classified as model signal."},{"subject":"sarvamai/sarvam-105b","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-105b belongs to releases desk."},{"subject":"sarvamai/sarvam-105b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-105b has evidence coverage 1 captured evidence page."},{"subject":"sarvamai/sarvam-105b","predicate":"has captured page count","object":"1","text":"sarvamai/sarvam-105b has captured page count 1."},{"subject":"sarvamai/sarvam-105b","predicate":"has readable page count","object":"1","text":"sarvamai/sarvam-105b has readable page count 1."},{"subject":"sarvamai/sarvam-105b","predicate":"has related signal count","object":"6","text":"sarvamai/sarvam-105b has related signal count 6."},{"subject":"sarvamai/sarvam-105b","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/sarvam-105b has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"sarvamai/sarvam-105b","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-105b has source host huggingface.co."},{"subject":"sarvamai/sarvam-105b","predicate":"has lab","object":"Sarvam AI","text":"sarvamai/sarvam-105b has lab Sarvam AI."},{"subject":"sarvamai/sarvam-105b","predicate":"has signal desk","object":"releases","text":"sarvamai/sarvam-105b has signal desk releases."},{"subject":"sarvamai/sarvam-105b","predicate":"has source host","object":"huggingface.co","text":"sarvamai/sarvam-105b has source host huggingface.co."},{"subject":"sarvamai/sarvam-105b","predicate":"has task","object":"text-generation","text":"sarvamai/sarvam-105b has task text-generation."},{"subject":"sarvamai/sarvam-105b","predicate":"has license","object":"apache-2.0","text":"sarvamai/sarvam-105b has license apache-2.0."},{"subject":"sarvamai/sarvam-105b","predicate":"has library","object":"transformers","text":"sarvamai/sarvam-105b has library transformers."},{"subject":"sarvamai/sarvam-105b","predicate":"has params","object":"106B","text":"sarvamai/sarvam-105b has params 106B."},{"subject":"sarvamai/sarvam-105b","predicate":"has downloads","object":"12.6K","text":"sarvamai/sarvam-105b has downloads 12.6K."}]},"intelligence":{"signal_desk":"releases","answer":"Sarvam AI published sarvamai/sarvam-105b. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 12.6K HF downloads · Notable large model release, moderate traction. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"published model","object":"sarvamai/sarvam-105b","text":"Sarvam AI published model sarvamai/sarvam-105b."},{"subject":"sarvamai/sarvam-105b","predicate":"is classified as","object":"model signal","text":"sarvamai/sarvam-105b is classified as model signal."},{"subject":"sarvamai/sarvam-105b","predicate":"belongs to","object":"releases desk","text":"sarvamai/sarvam-105b belongs to releases desk."},{"subject":"sarvamai/sarvam-105b","predicate":"has evidence coverage","object":"1 captured evidence page","text":"sarvamai/sarvam-105b has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7dc590e1-15e2-465e-80c4-d7679d3b0d68","url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68","json_url":"https://onlylabs.fyi/signals/7dc590e1-15e2-465e-80c4-d7679d3b0d68/signal.json","source_url":"https://huggingface.co/sarvamai/sarvam-105b","title":"sarvamai/sarvam-105b","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":"2026-03-03T13:13:55+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/sarvam-105b/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":12566,"hf_likes":273},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/sarvamai/sarvam-105b/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-105b/raw/main/README.md","title":"sarvamai/sarvam-105b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.810614+00:00","bytes":9525,"raw_path":"ab97ee0dd0a9fe1872aaa6192478fdac4277f74bbac998e6faca2a6a620eacda.md","content_hash":"c42d7b3866a0a4e29cf3e7fa59dfaca50ad66288eca473ea10bdf92494f4375a","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en - hi - bn - ta - te - mr - gu - kn - ml - pa - or - as - ur - sa - ne - sd - kok - mai - doi - mni - sat - ks - bo library_name: transformers license: apache-2.0 pipeline_tag: text-generation --- ![image](https://cdn-uploads.huggingface.co/production/uploads/60270a7c32856987162c641a/j1SbA6V6HixP1-6H0N41q.png) Want a smaller model? Download [Sarvam-30B](https://huggingface.co/sarvamai/sarvam-30b/)! Index 1. [Introduction](#introduction) 2. [Architecture](#architecture) 3. [Benchmarks](#benchmarks) - Knowledge & Coding - Reasoning & Math - Agentic 4. [Inference](#inference) - Hugging Face - [vLLM](https://github.com/vllm-project/vllm) - [SGLang](https://github.com/sgl-project/sglang) 5. [Footnote](#footnote) 6. [Citation](#citation) Introduction **Sarvam-105B** is an advanced Mixture-of-Experts (MoE) model with 10.3B active parameters, designed for superior performance across a wide range of complex tasks. It is highly optimized for complex reasoning, with particular strength in agentic tasks, mathematics, and coding. Sarvam-105B is a top-tier performer, consistently matching or surpassing several major closed-source models and staying within a narrow margin of..."},"evidence_pages":[{"url":"https://huggingface.co/sarvamai/sarvam-105b/raw/main/README.md","final_url":"https://huggingface.co/sarvamai/sarvam-105b/raw/main/README.md","title":"sarvamai/sarvam-105b model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:49:41.810614+00:00","bytes":9525,"raw_path":"ab97ee0dd0a9fe1872aaa6192478fdac4277f74bbac998e6faca2a6a620eacda.md","content_hash":"c42d7b3866a0a4e29cf3e7fa59dfaca50ad66288eca473ea10bdf92494f4375a","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en - hi - bn - ta - te - mr - gu - kn - ml - pa - or - as - ur - sa - ne - sd - kok - mai - doi - mni - sat - ks - bo library_name: transformers license: apache-2.0 pipeline_tag: text-generation --- ![image](https://cdn-uploads.huggingface.co/production/uploads/60270a7c32856987162c641a/j1SbA6V6HixP1-6H0N41q.png) Want a smaller model? Download [Sarvam-30B](https://huggingface.co/sarvamai/sarvam-30b/)! Index 1. [Introduction](#introduction) 2. [Architecture](#architecture) 3. [Benchmarks](#benchmarks) - Knowledge & Coding - Reasoning & Math - Agentic 4. [Inference](#inference) - Hugging Face - [vLLM](https://github.com/vllm-project/vllm) - [SGLang](https://github.com/sgl-project/sglang) 5. [Footnote](#footnote) 6. [Citation](#citation) Introduction **Sarvam-105B** is an advanced Mixture-of-Experts (MoE) model with 10.3B active parameters, designed for superior performance across a wide range of complex tasks. It is highly optimized for complex reasoning, with particular strength in agentic tasks, mathematics, and coding. Sarvam-105B is a top-tier performer, consistently matching or surpassing several major closed-source models and staying within a narrow margin of..."}],"related_signals":[{"id":"27a7f90b-8d29-490f-985e-274f4947fcfb","url":"https://onlylabs.fyi/signals/27a7f90b-8d29-490f-985e-274f4947fcfb","source_url":"https://huggingface.co/sarvamai/sarvam-30b","title":"sarvamai/sarvam-30b","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-03-03T12:53:32+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"d133ad2f-299d-4081-8b45-d6abb7259262","url":"https://onlylabs.fyi/signals/d133ad2f-299d-4081-8b45-d6abb7259262","source_url":"https://huggingface.co/sarvamai/sarvam-translate","title":"sarvamai/sarvam-translate","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-06-07T10:13:56+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","url":"https://onlylabs.fyi/signals/c42fdf60-e06d-473c-86cf-eb7ffd0a3b04","source_url":"https://huggingface.co/sarvamai/sarvam-m","title":"sarvamai/sarvam-m","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2025-05-20T06:39:05+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","url":"https://onlylabs.fyi/signals/2e2d81ce-54d7-4b9a-8d45-97cfb3aed3a4","source_url":"https://huggingface.co/sarvamai/sarvam-1","title":"sarvamai/sarvam-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-10-23T13:18:53+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"cdeb5674-6ea6-4403-aea5-0db09be329ae","url":"https://onlylabs.fyi/signals/cdeb5674-6ea6-4403-aea5-0db09be329ae","source_url":"https://huggingface.co/sarvamai/sarvam-1-v0.5","title":"sarvamai/sarvam-1-v0.5","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2024-08-13T07:32:37+00:00","first_seen_at":"2026-06-06T01:49:35.761387+00:00","date_source":"source"},{"id":"186da869-f835-4a0d-8310-2015dd4cadc4","url":"https://onlylabs.fyi/signals/186da869-f835-4a0d-8310-2015dd4cadc4","source_url":"https://huggingface.co/sarvamai/shuka-1","title":"sarvamai/shuka-1","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"}]}