{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Job: Machine Learning Engineer, Vision","description":"Sarvam AI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2","json_url":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2/signal.json","generated_at":"2026-06-11T03:17:30.549219+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/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2","signal_json":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2/signal.json","source":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","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 Machine Learning Engineer, Vision (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Engineering · location Bengaluru · Routine job opening, low industry impact.. 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/282019f4-f86b-4fe0-a643-bbac0cd8a751","source_host":"jobs.ashbyhq.com","occurred_at":"2026-04-17T12:18:08.295+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":"Engineering","source":"signal"},{"label":"Location","value":"Bengaluru","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job opening, low industry impact.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:30.549219+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2/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/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","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 \"Machine Learning Engineer, Vision\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role Machine Learning Engineer, Vision","text":"Sarvam AI opened role Machine Learning Engineer, Vision."},{"subject":"Machine Learning Engineer, Vision","predicate":"is classified as","object":"job signal","text":"Machine Learning Engineer, Vision is classified as job signal."},{"subject":"Machine Learning Engineer, Vision","predicate":"belongs to","object":"hiring desk","text":"Machine Learning Engineer, Vision belongs to hiring desk."},{"subject":"Machine Learning Engineer, Vision","predicate":"has context","object":"Bengaluru","text":"Machine Learning Engineer, Vision has context Bengaluru."},{"subject":"Machine Learning Engineer, Vision","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Machine Learning Engineer, Vision has evidence coverage 1 captured evidence page."},{"subject":"Machine Learning Engineer, Vision","predicate":"has captured page count","object":"1","text":"Machine Learning Engineer, Vision has captured page count 1."},{"subject":"Machine Learning Engineer, Vision","predicate":"has readable page count","object":"1","text":"Machine Learning Engineer, Vision has readable page count 1."},{"subject":"Machine Learning Engineer, Vision","predicate":"has related signal count","object":"6","text":"Machine Learning Engineer, Vision has related signal count 6."},{"subject":"Machine Learning Engineer, Vision","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":"Machine Learning Engineer, Vision has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"Machine Learning Engineer, Vision","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Machine Learning Engineer, Vision has source host jobs.ashbyhq.com."},{"subject":"Machine Learning Engineer, Vision","predicate":"has lab","object":"Sarvam AI","text":"Machine Learning Engineer, Vision has lab Sarvam AI."},{"subject":"Machine Learning Engineer, Vision","predicate":"has signal desk","object":"hiring","text":"Machine Learning Engineer, Vision has signal desk hiring."},{"subject":"Machine Learning Engineer, Vision","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Machine Learning Engineer, Vision has source host jobs.ashbyhq.com."},{"subject":"Machine Learning Engineer, Vision","predicate":"has team","object":"Engineering","text":"Machine Learning Engineer, Vision has team Engineering."},{"subject":"Machine Learning Engineer, Vision","predicate":"has location","object":"Bengaluru","text":"Machine Learning Engineer, Vision has location Bengaluru."},{"subject":"Machine Learning Engineer, Vision","predicate":"has ats","object":"ashby","text":"Machine Learning Engineer, Vision has ats ashby."},{"subject":"Machine Learning Engineer, Vision","predicate":"has notability","object":"Routine job opening, low industry impact.","text":"Machine Learning Engineer, Vision has notability Routine job opening, low industry impact.."},{"subject":"Machine Learning Engineer, Vision","predicate":"has watch term","object":"Eval methodology","text":"Machine Learning Engineer, Vision has watch term Eval methodology."}]},"intelligence":{"signal_desk":"hiring","answer":"Sarvam AI opened Machine Learning Engineer, Vision (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Engineering · location Bengaluru · Routine job opening, low industry impact.. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role Machine Learning Engineer, Vision","text":"Sarvam AI opened role Machine Learning Engineer, Vision."},{"subject":"Machine Learning Engineer, Vision","predicate":"is classified as","object":"job signal","text":"Machine Learning Engineer, Vision is classified as job signal."},{"subject":"Machine Learning Engineer, Vision","predicate":"belongs to","object":"hiring desk","text":"Machine Learning Engineer, Vision belongs to hiring desk."},{"subject":"Machine Learning Engineer, Vision","predicate":"has context","object":"Bengaluru","text":"Machine Learning Engineer, Vision has context Bengaluru."},{"subject":"Machine Learning Engineer, Vision","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Machine Learning Engineer, Vision has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2","url":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2","json_url":"https://onlylabs.fyi/signals/8cebcd24-eab5-4aa8-a57d-c663f1cc8ee2/signal.json","source_url":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","title":"Machine Learning Engineer, Vision","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":"2026-04-17T12:18:08.295+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/282019f4-f86b-4fe0-a643-bbac0cd8a751"]},"facets":{"location":"Bengaluru","team":"Engineering","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/282019f4-f86b-4fe0-a643-bbac0cd8a751","final_url":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","title":"Machine Learning Engineer, Vision","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:30.549219+00:00","bytes":9606,"raw_path":"1c0f219f3f7015d60d606d7aecfa2924b65267ac2c953871964f3f895f26c942.json","content_hash":"628e8ccdcbf9e3c1816bd97df3f6906e019e52f627b1ed0b4d7b93c2d6a50f49","excerpt_chars":1200,"truncated":true,"excerpt":"Machine Learning Engineer, Vision Team: Engineering Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-17T12:18:08.295+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 work across the full lifecycle of vision-language model (VLM) development — data, training, evaluation, and production. The team's scope will evolve as the field does; we want engineers who are comfortable with that. What You'll Do • Design and run training and fine-tuning pipelines for large vision-language models on GPU clusters • Build multimodal data pipelines — ingestion, filtering, deduplication, synthetic generation, and quality assurance • Implement and experiment with new architectures and training..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","final_url":"https://jobs.ashbyhq.com/sarvam/282019f4-f86b-4fe0-a643-bbac0cd8a751","title":"Machine Learning Engineer, Vision","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:30.549219+00:00","bytes":9606,"raw_path":"1c0f219f3f7015d60d606d7aecfa2924b65267ac2c953871964f3f895f26c942.json","content_hash":"628e8ccdcbf9e3c1816bd97df3f6906e019e52f627b1ed0b4d7b93c2d6a50f49","excerpt_chars":1200,"truncated":true,"excerpt":"Machine Learning Engineer, Vision Team: Engineering Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-17T12:18:08.295+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 work across the full lifecycle of vision-language model (VLM) development — data, training, evaluation, and production. The team's scope will evolve as the field does; we want engineers who are comfortable with that. What You'll Do • Design and run training and fine-tuning pipelines for large vision-language models on GPU clusters • Build multimodal data pipelines — ingestion, filtering, deduplication, synthetic generation, and quality assurance • Implement and experiment with new architectures and training..."}],"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"}]}