{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Job: ML Ops Engineer, Chanakya","description":"Sarvam AI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6","json_url":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6/signal.json","generated_at":"2026-06-11T03:17:30.287726+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/4fe84269-e830-40fb-ac36-e214908adac6","signal_json":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6/signal.json","source":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","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 Ops Engineer, Chanakya (Delhi). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Engineering · location Delhi · Routine job opening, low 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/e7f783e8-6378-4158-97d5-48a397a91698","source_host":"jobs.ashbyhq.com","occurred_at":"2026-04-17T20:08:16.547+00:00","first_seen_at":"2026-06-05T20:58:52.672708+00:00","date_source":"ashby.publishedAt","context":"Delhi"},"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":"Delhi","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job opening, low 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/e7f783e8-6378-4158-97d5-48a397a91698"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:30.287726+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6/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/4fe84269-e830-40fb-ac36-e214908adac6/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","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 Ops Engineer, Chanakya\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Ops Engineer, Chanakya","text":"Sarvam AI opened role ML Ops Engineer, Chanakya."},{"subject":"ML Ops Engineer, Chanakya","predicate":"is classified as","object":"job signal","text":"ML Ops Engineer, Chanakya is classified as job signal."},{"subject":"ML Ops Engineer, Chanakya","predicate":"belongs to","object":"hiring desk","text":"ML Ops Engineer, Chanakya belongs to hiring desk."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has context","object":"Delhi","text":"ML Ops Engineer, Chanakya has context Delhi."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Ops Engineer, Chanakya has evidence coverage 1 captured evidence page."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has captured page count","object":"1","text":"ML Ops Engineer, Chanakya has captured page count 1."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has readable page count","object":"1","text":"ML Ops Engineer, Chanakya has readable page count 1."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has related signal count","object":"6","text":"ML Ops Engineer, Chanakya has related signal count 6."},{"subject":"ML Ops Engineer, Chanakya","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 Ops Engineer, Chanakya has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Ops Engineer, Chanakya has source host jobs.ashbyhq.com."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has lab","object":"Sarvam AI","text":"ML Ops Engineer, Chanakya has lab Sarvam AI."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has signal desk","object":"hiring","text":"ML Ops Engineer, Chanakya has signal desk hiring."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has source host","object":"jobs.ashbyhq.com","text":"ML Ops Engineer, Chanakya has source host jobs.ashbyhq.com."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has team","object":"Engineering","text":"ML Ops Engineer, Chanakya has team Engineering."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has location","object":"Delhi","text":"ML Ops Engineer, Chanakya has location Delhi."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has ats","object":"ashby","text":"ML Ops Engineer, Chanakya has ats ashby."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has notability","object":"Routine job opening, low impact.","text":"ML Ops Engineer, Chanakya has notability Routine job opening, low impact.."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has watch term","object":"Eval methodology","text":"ML Ops Engineer, Chanakya has watch term Eval methodology."}]},"intelligence":{"signal_desk":"hiring","answer":"Sarvam AI opened ML Ops Engineer, Chanakya (Delhi). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Engineering · location Delhi · Routine job opening, low impact.. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role ML Ops Engineer, Chanakya","text":"Sarvam AI opened role ML Ops Engineer, Chanakya."},{"subject":"ML Ops Engineer, Chanakya","predicate":"is classified as","object":"job signal","text":"ML Ops Engineer, Chanakya is classified as job signal."},{"subject":"ML Ops Engineer, Chanakya","predicate":"belongs to","object":"hiring desk","text":"ML Ops Engineer, Chanakya belongs to hiring desk."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has context","object":"Delhi","text":"ML Ops Engineer, Chanakya has context Delhi."},{"subject":"ML Ops Engineer, Chanakya","predicate":"has evidence coverage","object":"1 captured evidence page","text":"ML Ops Engineer, Chanakya has evidence coverage 1 captured evidence page."}]},"signal":{"id":"4fe84269-e830-40fb-ac36-e214908adac6","url":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6","json_url":"https://onlylabs.fyi/signals/4fe84269-e830-40fb-ac36-e214908adac6/signal.json","source_url":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","title":"ML Ops Engineer, Chanakya","summary":"Sarvam AI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"Delhi","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-04-17T20:08:16.547+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/e7f783e8-6378-4158-97d5-48a397a91698"]},"facets":{"location":"Delhi","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/e7f783e8-6378-4158-97d5-48a397a91698","final_url":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","title":"ML Ops Engineer, Chanakya","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:30.287726+00:00","bytes":11343,"raw_path":"f0e8315cb4322b246798d52c97e4ce2e4f4e282bb063b1b80d0a63b5025d7122.json","content_hash":"0d30d60c0847a411479b5614053d53d52498a28abd25ce7644ecc3376e8e3405","excerpt_chars":1200,"truncated":true,"excerpt":"ML Ops Engineer, Chanakya Team: Engineering Location: Delhi Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-17T20:08:16.547+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 The MLOps Engineer owns the model lifecycle across all defence and strategic sector deployments — from serving infrastructure and monitoring to evaluation pipelines and environment management. You ensure the system is always on, always accurate, and always auditable. You will work across both layers: supporting Strategic Deployment Engineers in the field, and owning the model deployment infrastructure for new products being built by the product engineering team. The standards here are uncompromising — a model failure is not a UX..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","final_url":"https://jobs.ashbyhq.com/sarvam/e7f783e8-6378-4158-97d5-48a397a91698","title":"ML Ops Engineer, Chanakya","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:30.287726+00:00","bytes":11343,"raw_path":"f0e8315cb4322b246798d52c97e4ce2e4f4e282bb063b1b80d0a63b5025d7122.json","content_hash":"0d30d60c0847a411479b5614053d53d52498a28abd25ce7644ecc3376e8e3405","excerpt_chars":1200,"truncated":true,"excerpt":"ML Ops Engineer, Chanakya Team: Engineering Location: Delhi Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-17T20:08:16.547+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 The MLOps Engineer owns the model lifecycle across all defence and strategic sector deployments — from serving infrastructure and monitoring to evaluation pipelines and environment management. You ensure the system is always on, always accurate, and always auditable. You will work across both layers: supporting Strategic Deployment Engineers in the field, and owning the model deployment infrastructure for new products being built by the product engineering team. The standards here are uncompromising — a model failure is not a UX..."}],"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"}]}