{"schema_version":"onlylabs.public_signal.v1","title":"Sarvam AI Job: Performance Engineer, Kernels","description":"Sarvam AI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862","json_url":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862/signal.json","generated_at":"2026-09-09T19:51:26.928Z","evidence_latest_fetched_at":"2026-08-10T07:12:35.475839+00:00","signal_first_seen_at":"2026-08-10T07:10:46.230636+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/96d65690-9575-4c55-8270-2519620da862","signal_json":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862/signal.json","source":"https://jobs.ashbyhq.com/sarvam/72783205-b637-4431-9a0e-676a8223b063","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 Performance Engineer, Kernels (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Infrastructure · location Bengaluru · Routine job opening for performance engineer role. 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/72783205-b637-4431-9a0e-676a8223b063","source_host":"jobs.ashbyhq.com","occurred_at":"2026-08-10T06:26:37.057+00:00","first_seen_at":"2026-08-10T07:10:46.230636+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":"Infrastructure","source":"signal"},{"label":"Location","value":"Bengaluru","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job opening for performance engineer role","source":"signal"},{"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/72783205-b637-4431-9a0e-676a8223b063"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-10T07:12:35.475839+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862/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/96d65690-9575-4c55-8270-2519620da862/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/sarvam/72783205-b637-4431-9a0e-676a8223b063","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 \"Performance Engineer, Kernels\" for neolab strategy."},"semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role Performance Engineer, Kernels","text":"Sarvam AI opened role Performance Engineer, Kernels."},{"subject":"Performance Engineer, Kernels","predicate":"is classified as","object":"job signal","text":"Performance Engineer, Kernels is classified as job signal."},{"subject":"Performance Engineer, Kernels","predicate":"belongs to","object":"hiring desk","text":"Performance Engineer, Kernels belongs to hiring desk."},{"subject":"Performance Engineer, Kernels","predicate":"has context","object":"Bengaluru","text":"Performance Engineer, Kernels has context Bengaluru."},{"subject":"Performance Engineer, Kernels","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Performance Engineer, Kernels has evidence coverage 1 captured evidence page."},{"subject":"Performance Engineer, Kernels","predicate":"has captured page count","object":"1","text":"Performance Engineer, Kernels has captured page count 1."},{"subject":"Performance Engineer, Kernels","predicate":"has readable page count","object":"1","text":"Performance Engineer, Kernels has readable page count 1."},{"subject":"Performance Engineer, Kernels","predicate":"has related signal count","object":"6","text":"Performance Engineer, Kernels has related signal count 6."},{"subject":"Performance Engineer, Kernels","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":"Performance Engineer, Kernels has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"Performance Engineer, Kernels","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Performance Engineer, Kernels has source host jobs.ashbyhq.com."},{"subject":"Performance Engineer, Kernels","predicate":"has lab","object":"Sarvam AI","text":"Performance Engineer, Kernels has lab Sarvam AI."},{"subject":"Performance Engineer, Kernels","predicate":"has signal desk","object":"hiring","text":"Performance Engineer, Kernels has signal desk hiring."},{"subject":"Performance Engineer, Kernels","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Performance Engineer, Kernels has source host jobs.ashbyhq.com."},{"subject":"Performance Engineer, Kernels","predicate":"has team","object":"Infrastructure","text":"Performance Engineer, Kernels has team Infrastructure."},{"subject":"Performance Engineer, Kernels","predicate":"has location","object":"Bengaluru","text":"Performance Engineer, Kernels has location Bengaluru."},{"subject":"Performance Engineer, Kernels","predicate":"has ats","object":"ashby","text":"Performance Engineer, Kernels has ats ashby."},{"subject":"Performance Engineer, Kernels","predicate":"has notability","object":"Routine job opening for performance engineer role","text":"Performance Engineer, Kernels has notability Routine job opening for performance engineer role."},{"subject":"Performance Engineer, Kernels","predicate":"has watch term","object":"Infrastructure","text":"Performance Engineer, Kernels has watch term Infrastructure."}]},"intelligence":{"signal_desk":"hiring","answer":"Sarvam AI opened Performance Engineer, Kernels (Bengaluru). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Infrastructure · location Bengaluru · Routine job opening for performance engineer role. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"Sarvam AI","predicate":"opened","object":"role Performance Engineer, Kernels","text":"Sarvam AI opened role Performance Engineer, Kernels."},{"subject":"Performance Engineer, Kernels","predicate":"is classified as","object":"job signal","text":"Performance Engineer, Kernels is classified as job signal."},{"subject":"Performance Engineer, Kernels","predicate":"belongs to","object":"hiring desk","text":"Performance Engineer, Kernels belongs to hiring desk."},{"subject":"Performance Engineer, Kernels","predicate":"has context","object":"Bengaluru","text":"Performance Engineer, Kernels has context Bengaluru."},{"subject":"Performance Engineer, Kernels","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Performance Engineer, Kernels has evidence coverage 1 captured evidence page."}]},"signal":{"id":"96d65690-9575-4c55-8270-2519620da862","url":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862","json_url":"https://onlylabs.fyi/signals/96d65690-9575-4c55-8270-2519620da862/signal.json","source_url":"https://jobs.ashbyhq.com/sarvam/72783205-b637-4431-9a0e-676a8223b063","title":"Performance Engineer, Kernels","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":"2026-08-10T06:26:37.057+00:00","first_seen_at":"2026-08-10T07:10:46.230636+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/72783205-b637-4431-9a0e-676a8223b063"]},"facets":{"location":"Bengaluru","team":"Infrastructure ","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":{"is_primary":true,"source_match":true,"url":"https://jobs.ashbyhq.com/sarvam/72783205-b637-4431-9a0e-676a8223b063","final_url":"https://jobs.ashbyhq.com/sarvam/72783205-b637-4431-9a0e-676a8223b063","title":"Performance Engineer, Kernels","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-10T07:12:35.475839+00:00","bytes":8553,"raw_path":"e419e129e1332348e9b724e8462d31b060588a5334c3baf5f0127a22aeda573c.json","content_hash":"6e2bd6e62ac312a840e034f768f3af11904261eb2facb4b7d41b928b1791ba27","excerpt_chars":1200,"truncated":true,"excerpt":"Performance Engineer, Kernels Team: Infrastructure Location: Bengaluru Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-08-10T06:26:37.057+00:00 PERFORMANCE ENGINEER, KERNELS Part of Sarvam's Performance Engineering team. We are hiring two specialized performance roles - Kernels (this posting) and Inference (companion posting). They are a vertical stack: the kernels team authors the µs-level GPU code, and the inference team integrates it into a running serving stack and owns the system-level numbers. If your depth genuinely spans both, apply to either and tell us - but most candidates are strongest in one, and we hire for that depth. Location: [Bengaluru / Chennai / Hybrid / On-site] · Team: Performance Engineering · Level: Senior ABOUT THE TEAM Sarvam serves multiple model families - small and large LLMs, Mixture-of-Experts, streaming Indic ASR, and multimodal - across a multi-node, multi-tenant fleet on H100 / H200 / B200. The Performance Engineering team owns the numbers the rest of the company plans against: how fast we serve, how much it costs, and how much we get out of every GPU. This team works at the intersection of the serving runtime, the..."},"evidence_pages":[],"related_signals":[{"id":"8474c92a-ef98-4259-a3a9-0639f94f2e8b","url":"https://onlylabs.fyi/signals/8474c92a-ef98-4259-a3a9-0639f94f2e8b","source_url":"https://jobs.ashbyhq.com/sarvam/6e8354d0-8e75-4e31-a361-21dfd91bfdfa","title":"GTM Strategy - Chanakya","context":"Delhi","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-09-08T08:48:19.074+00:00","first_seen_at":"2026-08-24T07:10:45.057084+00:00","date_source":"ashby.publishedAt"},{"id":"a2d8182e-094d-410d-a201-a188498a42e5","url":"https://onlylabs.fyi/signals/a2d8182e-094d-410d-a201-a188498a42e5","source_url":"https://jobs.ashbyhq.com/sarvam/b9bbee38-51c2-4113-8b22-70041e9da054","title":"COO's Office (Business Analyst)","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-09-02T12:05:02.957+00:00","first_seen_at":"2026-09-03T07:10:43.104438+00:00","date_source":"ashby.publishedAt"},{"id":"79fbb6fe-d2ae-4883-9101-5d954a0b9135","url":"https://onlylabs.fyi/signals/79fbb6fe-d2ae-4883-9101-5d954a0b9135","source_url":"https://jobs.ashbyhq.com/sarvam/6a5df2a7-5335-41b7-9b50-7f2f5de26d18","title":"Product Operations & Analytics Intern","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-29T08:22:48.219+00:00","first_seen_at":"2026-07-15T07:10:41.853781+00:00","date_source":"ashby.publishedAt"},{"id":"bf508bbb-0e46-4b02-a649-d0b2ac7b6dc8","url":"https://onlylabs.fyi/signals/bf508bbb-0e46-4b02-a649-d0b2ac7b6dc8","source_url":"https://jobs.ashbyhq.com/sarvam/d2d593e6-be5a-4431-b1fa-86f18d1c7edf","title":"DevOps Engineer","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-28T06:52:14.577+00:00","first_seen_at":"2026-08-12T07:10:44.60799+00:00","date_source":"ashby.publishedAt"},{"id":"d9fbf827-647d-4e1c-94d0-5811aec7b25c","url":"https://onlylabs.fyi/signals/d9fbf827-647d-4e1c-94d0-5811aec7b25c","source_url":"https://jobs.ashbyhq.com/sarvam/51a0c7e5-7109-49e7-b552-dbe915cb3f94","title":"Head of Brand & Communications","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-25T13:02:15.208+00:00","first_seen_at":"2026-07-06T07:10:42.537432+00:00","date_source":"ashby.publishedAt"},{"id":"206c3116-a431-43b9-83cf-ae73d76762ec","url":"https://onlylabs.fyi/signals/206c3116-a431-43b9-83cf-ae73d76762ec","source_url":"https://jobs.ashbyhq.com/sarvam/45986600-4da3-4e46-a204-2865392df169","title":"Product Manager, Model APIs","context":"Bengaluru","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"sarvam","name":"Sarvam AI","category":"neolab"},"occurred_at":"2026-08-25T10:39:32.755+00:00","first_seen_at":"2026-08-26T07:10:45.126906+00:00","date_source":"ashby.publishedAt"}]}