{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Job: ML Engineer (Training Infra), 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/96214056-3160-4cc4-91e1-c243e98d6014","json_url":"https://onlylabs.fyi/signals/96214056-3160-4cc4-91e1-c243e98d6014/signal.json","generated_at":"2026-06-11T03:17:28.833181+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/96214056-3160-4cc4-91e1-c243e98d6014","signal_json":"https://onlylabs.fyi/signals/96214056-3160-4cc4-91e1-c243e98d6014/signal.json","source":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","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 Engineer (Training Infra), 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 for a notable AI lab. 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/e9fb1269-fc4b-4879-aa35-0b75a8c83611","source_host":"jobs.ashbyhq.com","occurred_at":"2026-05-21T07:28:11.226+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 for a notable AI lab","source":"signal"},{"label":"Watch 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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/96214056-3160-4cc4-91e1-c243e98d6014/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","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 Engineer (Training Infra), Foundational Models\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Engineer (Training Infra), Foundational Models","text":"Sarvam AI opened role ML Engineer (Training Infra), Foundational Models."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"is classified as","object":"job signal","text":"ML Engineer (Training Infra), Foundational Models is classified as job signal."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"belongs to","object":"hiring desk","text":"ML Engineer (Training Infra), Foundational Models belongs to hiring desk."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has context","object":"Bengaluru","text":"ML Engineer (Training Infra), Foundational Models has context Bengaluru."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Engineer (Training Infra), Foundational Models has evidence coverage 1 captured evidence page."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has captured page count","object":"1","text":"ML Engineer (Training Infra), Foundational Models has captured page count 1."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has readable page count","object":"1","text":"ML Engineer (Training Infra), Foundational Models has readable page count 1."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has related signal count","object":"6","text":"ML Engineer (Training Infra), Foundational Models has related signal count 6."},{"subject":"ML Engineer (Training Infra), 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 Engineer (Training Infra), 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 Engineer (Training Infra), Foundational Models","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Engineer (Training Infra), Foundational Models has source host jobs.ashbyhq.com."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has lab","object":"Sarvam AI","text":"ML Engineer (Training Infra), Foundational Models has lab Sarvam AI."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has signal desk","object":"hiring","text":"ML Engineer (Training Infra), Foundational Models has signal desk hiring."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Engineer (Training Infra), Foundational Models has source host jobs.ashbyhq.com."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has team","object":"Models","text":"ML Engineer (Training Infra), Foundational Models has team Models."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has location","object":"Bengaluru","text":"ML Engineer (Training Infra), Foundational Models has location Bengaluru."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has ats","object":"ashby","text":"ML Engineer (Training Infra), Foundational Models has ats ashby."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has notability","object":"Routine job posting for a notable AI lab","text":"ML Engineer (Training Infra), Foundational Models has notability Routine job posting for a notable AI lab."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has watch term","object":"Infrastructure","text":"ML Engineer (Training Infra), Foundational Models has watch term Infrastructure."}]},"intelligence":{"signal_desk":"hiring","answer":"Sarvam AI opened ML Engineer (Training Infra), 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 for a notable AI lab. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Engineer (Training Infra), Foundational Models","text":"Sarvam AI opened role ML Engineer (Training Infra), Foundational Models."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"is classified as","object":"job signal","text":"ML Engineer (Training Infra), Foundational Models is classified as job signal."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"belongs to","object":"hiring desk","text":"ML Engineer (Training Infra), Foundational Models belongs to hiring desk."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has context","object":"Bengaluru","text":"ML Engineer (Training Infra), Foundational Models has context Bengaluru."},{"subject":"ML Engineer (Training Infra), Foundational Models","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Engineer (Training Infra), Foundational Models has evidence coverage 1 captured evidence page."}]},"signal":{"id":"96214056-3160-4cc4-91e1-c243e98d6014","url":"https://onlylabs.fyi/signals/96214056-3160-4cc4-91e1-c243e98d6014","json_url":"https://onlylabs.fyi/signals/96214056-3160-4cc4-91e1-c243e98d6014/signal.json","source_url":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","title":"ML Engineer (Training Infra), 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":"2026-05-21T07:28:11.226+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/e9fb1269-fc4b-4879-aa35-0b75a8c83611"]},"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/e9fb1269-fc4b-4879-aa35-0b75a8c83611","final_url":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","title":"ML Engineer (Training Infra), Foundational Models","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:28.833181+00:00","bytes":11699,"raw_path":"69072e2336ba6255d8d6462c9d741918c5fd8b3712b326bf13cbd7b3793e3646.json","content_hash":"0fcaee27c2be1999a6a21e53ee5dae36ffba6e1721f87e7a4b7ece8fadd623f6","excerpt_chars":1200,"truncated":true,"excerpt":"ML Engineer (Training Infra), Foundational Models Team: Models Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-05-21T07:28:11.226+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 will own the infrastructure that our next family of foundational models is trained on. This is a deep systems role: distributed training at scale, parallelism strategies, GPU kernel work, throughput and stability optimization, and the unglamorous reliability engineering that determines whether a frontier training run actually finishes. The bar is high. A bad MFU number, a slow data loader, a switch flap — these are problems whose cost is measured in weeks and millions of dollars. You will be expected to..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","final_url":"https://jobs.ashbyhq.com/sarvam/e9fb1269-fc4b-4879-aa35-0b75a8c83611","title":"ML Engineer (Training Infra), Foundational Models","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:28.833181+00:00","bytes":11699,"raw_path":"69072e2336ba6255d8d6462c9d741918c5fd8b3712b326bf13cbd7b3793e3646.json","content_hash":"0fcaee27c2be1999a6a21e53ee5dae36ffba6e1721f87e7a4b7ece8fadd623f6","excerpt_chars":1200,"truncated":true,"excerpt":"ML Engineer (Training Infra), Foundational Models Team: Models Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-05-21T07:28:11.226+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 will own the infrastructure that our next family of foundational models is trained on. This is a deep systems role: distributed training at scale, parallelism strategies, GPU kernel work, throughput and stability optimization, and the unglamorous reliability engineering that determines whether a frontier training run actually finishes. The bar is high. A bad MFU number, a slow data loader, a switch flap — these are problems whose cost is measured in weeks and millions of dollars. You will be expected to..."}],"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"}]}