{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Job: ML Researcher, Foundational Models","description":"Sarvam AI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb","json_url":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb/signal.json","generated_at":"2026-06-11T03:17:28.910234+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/899163a7-85ab-4b30-ae8d-48b2a501f3cb","signal_json":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb/signal.json","source":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","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/hiring","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/hiring/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Sarvam AI opened ML Researcher, Foundational Models (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Models · location Bengaluru · Routine job posting at a startup.. onlylabs links this event to 1 captured evidence page and 6 related job signals.","signal_desk":"hiring","source_context":{"source_url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","source_host":"jobs.ashbyhq.com","occurred_at":"2026-05-21T07:19:23.513+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt","context":"Bengaluru"},"context_markers":[{"label":"Lab","value":"Sarvam AI","source":"signal"},{"label":"Signal desk","value":"hiring","source":"signal"},{"label":"Source host","value":"jobs.ashbyhq.com","source":"source"},{"label":"Team","value":"Models","source":"signal"},{"label":"Location","value":"Bengaluru","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job posting at a startup.","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:28.910234+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb/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/hiring/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/hiring/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 open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.","evidence_focus":["role title","team or function","location","job description","data, eval, infra, safety, product, and GTM terms"],"extraction_questions":["Which teams are hiring repeatedly?","Which locations or hubs are becoming more important?","Which roles imply data, evaluation, infrastructure, or platform spend?","Which labs have hiring signals without a fresh standing analysis?"],"signal_questions":["What demand signal does this role create for teams, locations, infrastructure, evals, or data workflows?","Which teams are hiring repeatedly?","Which locations or hubs are becoming more important?","Do the 6 related job signals show a repeated pattern?"],"output_fields":["org","team","location","role_theme","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/899163a7-85ab-4b30-ae8d-48b2a501f3cb/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","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/hiring/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 job signal \"ML Researcher, Foundational Models\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Researcher, Foundational Models","text":"Sarvam AI opened role ML Researcher, Foundational Models."},{"subject":"ML Researcher, Foundational Models","predicate":"is classified as","object":"job signal","text":"ML Researcher, Foundational Models is classified as job signal."},{"subject":"ML Researcher, Foundational Models","predicate":"belongs to","object":"hiring desk","text":"ML Researcher, Foundational Models belongs to hiring desk."},{"subject":"ML Researcher, Foundational Models","predicate":"has context","object":"Bengaluru","text":"ML Researcher, Foundational Models has context Bengaluru."},{"subject":"ML Researcher, Foundational Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Researcher, Foundational Models has evidence coverage 1 captured evidence page."},{"subject":"ML Researcher, Foundational Models","predicate":"has captured page count","object":"1","text":"ML Researcher, Foundational Models has captured page count 1."},{"subject":"ML Researcher, Foundational Models","predicate":"has readable page count","object":"1","text":"ML Researcher, Foundational Models has readable page count 1."},{"subject":"ML Researcher, Foundational Models","predicate":"has related signal count","object":"6","text":"ML Researcher, Foundational Models has related signal count 6."},{"subject":"ML Researcher, Foundational Models","predicate":"has analysis playbook objective","object":"Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.","text":"ML Researcher, Foundational Models has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"ML Researcher, Foundational Models","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Researcher, Foundational Models has source host jobs.ashbyhq.com."},{"subject":"ML Researcher, Foundational Models","predicate":"has lab","object":"Sarvam AI","text":"ML Researcher, Foundational Models has lab Sarvam AI."},{"subject":"ML Researcher, Foundational Models","predicate":"has signal desk","object":"hiring","text":"ML Researcher, Foundational Models has signal desk hiring."},{"subject":"ML Researcher, Foundational Models","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Researcher, Foundational Models has source host jobs.ashbyhq.com."},{"subject":"ML Researcher, Foundational Models","predicate":"has team","object":"Models","text":"ML Researcher, Foundational Models has team Models."},{"subject":"ML Researcher, Foundational Models","predicate":"has location","object":"Bengaluru","text":"ML Researcher, Foundational Models has location Bengaluru."},{"subject":"ML Researcher, Foundational Models","predicate":"has ats","object":"ashby","text":"ML Researcher, Foundational Models has ats ashby."},{"subject":"ML Researcher, Foundational Models","predicate":"has notability","object":"Routine job posting at a startup.","text":"ML Researcher, Foundational Models has notability Routine job posting at a startup.."},{"subject":"ML Researcher, Foundational Models","predicate":"has watch term","object":"Data pipeline","text":"ML Researcher, Foundational Models has watch term Data pipeline."}]},"intelligence":{"signal_desk":"hiring","answer":"Sarvam AI opened ML Researcher, Foundational Models (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Models · location Bengaluru · Routine job posting at a startup.. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Researcher, Foundational Models","text":"Sarvam AI opened role ML Researcher, Foundational Models."},{"subject":"ML Researcher, Foundational Models","predicate":"is classified as","object":"job signal","text":"ML Researcher, Foundational Models is classified as job signal."},{"subject":"ML Researcher, Foundational Models","predicate":"belongs to","object":"hiring desk","text":"ML Researcher, Foundational Models belongs to hiring desk."},{"subject":"ML Researcher, Foundational Models","predicate":"has context","object":"Bengaluru","text":"ML Researcher, Foundational Models has context Bengaluru."},{"subject":"ML Researcher, Foundational Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Researcher, Foundational Models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"899163a7-85ab-4b30-ae8d-48b2a501f3cb","url":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb","json_url":"https://onlylabs.fyi/signals/899163a7-85ab-4b30-ae8d-48b2a501f3cb/signal.json","source_url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","title":"ML Researcher, Foundational Models","summary":"Sarvam AI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-05-21T07:19:23.513+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt","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://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984"]},"facets":{"location":"Bengaluru","team":"Models","ats":"ashby"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","final_url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","title":"ML Researcher, Foundational Models","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:28.910234+00:00","bytes":11387,"raw_path":"9fd93759de6a866140b92e413fa3e0bb98d752fa8019a06088b9e6b367d6602f.json","content_hash":"176369b3f7c21fec6461b16a5d039221ce7da47b6100a08d6b20f8360c1c8eee","excerpt_chars":1200,"truncated":true,"excerpt":"ML Researcher, Foundational Models Team: Models Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-05-21T07:19:23.513+00:00 About Sarvam Sarvam is building the bedrock of Sovereign AI for India. The company is developing India’s full-stack sovereign AI platform, building across research, models, infrastructure and applications with a singular focus on making AI genuinely work for India. Sarvam works with leading enterprises and public institutions and is backed by Lightspeed, Peak XV, and Khosla Ventures. Sarvam partners with India’s leading brands, including Tata Capital, SBI Life, CRED, IDFC, and LIC. About the Role You'll work on the open-ended questions that decide what our next models look like. This is not a fine-tuning role. It's not an \"apply known recipes\" role. We're looking for a researcher who can take a vague hunch about architecture, optimization, data composition, or training dynamics, design the right ablations, run them at meaningful scale, and turn the result into a decision that ships in a production training run. You will have direct access to large compute and a tight feedback loop with the engineers building our..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","final_url":"https://jobs.ashbyhq.com/sarvam/2dcb062d-e42b-408d-be15-59ddde900984","title":"ML Researcher, Foundational Models","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:28.910234+00:00","bytes":11387,"raw_path":"9fd93759de6a866140b92e413fa3e0bb98d752fa8019a06088b9e6b367d6602f.json","content_hash":"176369b3f7c21fec6461b16a5d039221ce7da47b6100a08d6b20f8360c1c8eee","excerpt_chars":1200,"truncated":true,"excerpt":"ML Researcher, Foundational Models Team: Models Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-05-21T07:19:23.513+00:00 About Sarvam Sarvam is building the bedrock of Sovereign AI for India. The company is developing India’s full-stack sovereign AI platform, building across research, models, infrastructure and applications with a singular focus on making AI genuinely work for India. Sarvam works with leading enterprises and public institutions and is backed by Lightspeed, Peak XV, and Khosla Ventures. Sarvam partners with India’s leading brands, including Tata Capital, SBI Life, CRED, IDFC, and LIC. About the Role You'll work on the open-ended questions that decide what our next models look like. This is not a fine-tuning role. It's not an \"apply known recipes\" role. We're looking for a researcher who can take a vague hunch about architecture, optimization, data composition, or training dynamics, design the right ablations, run them at meaningful scale, and turn the result into a decision that ships in a production training run. You will have direct access to large compute and a tight feedback loop with the engineers building our..."}],"related_signals":[{"id":"a0ed2969-b120-4cec-a95c-f84203926563","url":"https://onlylabs.fyi/signals/a0ed2969-b120-4cec-a95c-f84203926563","source_url":"https://jobs.ashbyhq.com/sarvam/30259734-50c3-4f1c-81cd-8bff07e585e7","title":"Applied AI Engineer, Sarvam Agents","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-10T17:13:02.712+00:00","first_seen_at":"2026-06-11T07:01:15.429356+00:00","date_source":"ashby.publishedAt"},{"id":"29f74af2-73b4-4a96-a8d3-6186ba033121","url":"https://onlylabs.fyi/signals/29f74af2-73b4-4a96-a8d3-6186ba033121","source_url":"https://jobs.ashbyhq.com/sarvam/7f3aa010-8b45-475f-a361-2c6b51074558","title":"Business Development - Education & Healthcare","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-08T09:17:21.529+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt"},{"id":"bda866e0-c177-44cf-8e5a-377529003ec6","url":"https://onlylabs.fyi/signals/bda866e0-c177-44cf-8e5a-377529003ec6","source_url":"https://jobs.ashbyhq.com/sarvam/8b83a923-78ac-485d-a1b4-304ea526160c","title":"CISO","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-08T07:57:32.416+00:00","first_seen_at":"2026-06-09T07:00:28.32386+00:00","date_source":"ashby.publishedAt"},{"id":"0da58707-8608-4400-b3da-921d192c9455","url":"https://onlylabs.fyi/signals/0da58707-8608-4400-b3da-921d192c9455","source_url":"https://jobs.ashbyhq.com/sarvam/e72fad96-0e1a-4926-8cf4-b3986fc59e6c","title":"GTM & Strategy Associate, Sarvam Studio","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-05T08:26:03.478+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt"},{"id":"d825bc36-ba52-4ddc-a46f-6434f27daab8","url":"https://onlylabs.fyi/signals/d825bc36-ba52-4ddc-a46f-6434f27daab8","source_url":"https://jobs.ashbyhq.com/sarvam/6ad226cd-9400-41b6-9c64-db35b7d24516","title":"Performance Engineer, On-Device Inference","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-04T18:10:21.432+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt"},{"id":"c66e7622-bf8c-4fe2-8124-b1e10e03efa5","url":"https://onlylabs.fyi/signals/c66e7622-bf8c-4fe2-8124-b1e10e03efa5","source_url":"https://jobs.ashbyhq.com/sarvam/4129247f-07d0-4fea-b72e-f86adabc55ad","title":"Senior Performance Engineer, Discrete GPU","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-06-04T18:05:58.002+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt"}]}