{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Job: RE/RS, Data Understanding (MM)","description":"OpenAI job signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01","json_url":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01/signal.json","generated_at":"2026-06-11T03:49:25.974013+00:00","org":{"slug":"openai","name":"OpenAI","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/openai","dossier_json_url":"https://onlylabs.fyi/labs/openai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01","signal_json":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01/signal.json","source":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","lab_dossier":"https://onlylabs.fyi/labs/openai","lab_dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis":"https://onlylabs.fyi/analysis/openai","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/hiring","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json","topic_feed":"https://onlylabs.fyi/topics/hiring/feed.xml","data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"OpenAI opened RE/RS, Data Understanding (MM) (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Foundations · location San Francisco · Routine job posting, no significant traction. onlylabs links this event to 1 captured evidence page and 6 related job signals. It also maps to Data demand in the data-business radar.","signal_desk":"hiring","source_context":{"source_url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","source_host":"jobs.ashbyhq.com","occurred_at":"2026-05-29T16:16:18.047+00:00","first_seen_at":"2026-06-05T05:42:57.811227+00:00","date_source":"source","context":"San Francisco"},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"hiring","source":"signal"},{"label":"Source host","value":"jobs.ashbyhq.com","source":"source"},{"label":"Team","value":"Foundations","source":"signal"},{"label":"Location","value":"San Francisco","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job posting, no significant traction","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/openai/d5331989-2a73-446c-be86-ca5379f27563"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:49:25.974013+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}],"matched_terms":["data"],"score":15,"reason":"OpenAI has a job signal matching data demand."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01/signal.json","dossier_json":"https://onlylabs.fyi/labs/openai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/openai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/openai/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json","topic_feed":"https://onlylabs.fyi/topics/hiring/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Data demand?","Do the 6 related job signals show a repeated pattern?"],"output_fields":["org","team","location","role_theme","data_business_lane","evidence_url"],"data_business_relevance":"Hiring is the earliest demand signal for where frontier labs may need data products, eval tooling, infra vendors, and workflow support.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/openai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/openai/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/hiring/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 OpenAI's job signal \"RE/RS, Data Understanding (MM)\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"opened","object":"role RE/RS, Data Understanding (MM)","text":"OpenAI opened role RE/RS, Data Understanding (MM)."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"is classified as","object":"job signal","text":"RE/RS, Data Understanding (MM) is classified as job signal."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"belongs to","object":"hiring desk","text":"RE/RS, Data Understanding (MM) belongs to hiring desk."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has context","object":"San Francisco","text":"RE/RS, Data Understanding (MM) has context San Francisco."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has evidence coverage","object":"1 captured evidence page","text":"RE/RS, Data Understanding (MM) has evidence coverage 1 captured evidence page."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"matches data-business lanes","object":"Data demand","text":"RE/RS, Data Understanding (MM) matches data-business lanes Data demand."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has captured page count","object":"1","text":"RE/RS, Data Understanding (MM) has captured page count 1."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has readable page count","object":"1","text":"RE/RS, Data Understanding (MM) has readable page count 1."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has related signal count","object":"6","text":"RE/RS, Data Understanding (MM) has related signal count 6."},{"subject":"RE/RS, Data Understanding (MM)","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":"RE/RS, Data Understanding (MM) has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has source host","object":"jobs.ashbyhq.com","text":"RE/RS, Data Understanding (MM) has source host jobs.ashbyhq.com."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has lab","object":"OpenAI","text":"RE/RS, Data Understanding (MM) has lab OpenAI."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has signal desk","object":"hiring","text":"RE/RS, Data Understanding (MM) has signal desk hiring."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has source host","object":"jobs.ashbyhq.com","text":"RE/RS, Data Understanding (MM) has source host jobs.ashbyhq.com."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has team","object":"Foundations","text":"RE/RS, Data Understanding (MM) has team Foundations."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has location","object":"San Francisco","text":"RE/RS, Data Understanding (MM) has location San Francisco."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has ats","object":"ashby","text":"RE/RS, Data Understanding (MM) has ats ashby."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has notability","object":"Routine job posting, no significant traction","text":"RE/RS, Data Understanding (MM) has notability Routine job posting, no significant traction."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has radar lane","object":"Data demand","text":"RE/RS, Data Understanding (MM) has radar lane Data demand."}]},"intelligence":{"signal_desk":"hiring","answer":"OpenAI opened RE/RS, Data Understanding (MM) (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Foundations · location San Francisco · Routine job posting, no significant traction. onlylabs links this event to 1 captured evidence page and 6 related job signals. It also maps to Data demand in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"opened","object":"role RE/RS, Data Understanding (MM)","text":"OpenAI opened role RE/RS, Data Understanding (MM)."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"is classified as","object":"job signal","text":"RE/RS, Data Understanding (MM) is classified as job signal."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"belongs to","object":"hiring desk","text":"RE/RS, Data Understanding (MM) belongs to hiring desk."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has context","object":"San Francisco","text":"RE/RS, Data Understanding (MM) has context San Francisco."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"has evidence coverage","object":"1 captured evidence page","text":"RE/RS, Data Understanding (MM) has evidence coverage 1 captured evidence page."},{"subject":"RE/RS, Data Understanding (MM)","predicate":"matches data-business lanes","object":"Data demand","text":"RE/RS, Data Understanding (MM) matches data-business lanes Data demand."}]},"signal":{"id":"d2869f60-b1a0-41b0-bdae-e0e23fd20a01","url":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01","json_url":"https://onlylabs.fyi/signals/d2869f60-b1a0-41b0-bdae-e0e23fd20a01/signal.json","source_url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","title":"RE/RS, Data Understanding (MM)","summary":"OpenAI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-05-29T16:16:18.047+00:00","first_seen_at":"2026-06-05T05:42:57.811227+00:00","date_source":"source","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/openai/d5331989-2a73-446c-be86-ca5379f27563"]},"facets":{"location":"San Francisco","team":"Foundations","ats":"ashby"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"}],"score":15,"matched_terms":["data"],"reason":"OpenAI has a job signal matching data demand."}},"primary_evidence_page":{"url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","final_url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","title":"RE/RS, Data Understanding (MM)","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:49:25.974013+00:00","bytes":12394,"raw_path":"879598b6e545bc3f096f1f3946e62c146cf76e3a63a16139cf3a51d172487a94.json","content_hash":"3e205067bf380522670b8f6a12664c2023f3e8e31db98046750fe57f2e7c51f9","excerpt_chars":1200,"truncated":true,"excerpt":"RE/RS, Data Understanding (MM) Team: Foundations Location: San Francisco Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-05-29T16:16:18.047+00:00 About The Team The Data Understanding team is responsible for creating the high quality datasets and their quantized representation for OpenAI. This includes synthesizing multimodal data, building VQ representations, and processing, filtering, deduplication, quality control, and tokenization so it can be used effectively in big model training runs. About The Role We’re looking to advance how OpenAI prepares, curates, synthesizes and understands multimodal data at scale. You’ll work on research and production problems like synthesizing multimodal content (images, audio, and video) and their supervisions, improving noisy data pipelines, building better quality filters, using models to automate data prep, and measuring whether changes in the dataset improve model performance. We Expect You To - Have a strong track record of new or improved ML ideas, through publications, projects, or applied research. - Own and drive a research agenda, from choosing the right multimodal data problems to carrying long-running..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","final_url":"https://jobs.ashbyhq.com/openai/d5331989-2a73-446c-be86-ca5379f27563","title":"RE/RS, Data Understanding (MM)","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:49:25.974013+00:00","bytes":12394,"raw_path":"879598b6e545bc3f096f1f3946e62c146cf76e3a63a16139cf3a51d172487a94.json","content_hash":"3e205067bf380522670b8f6a12664c2023f3e8e31db98046750fe57f2e7c51f9","excerpt_chars":1200,"truncated":true,"excerpt":"RE/RS, Data Understanding (MM) Team: Foundations Location: San Francisco Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-05-29T16:16:18.047+00:00 About The Team The Data Understanding team is responsible for creating the high quality datasets and their quantized representation for OpenAI. This includes synthesizing multimodal data, building VQ representations, and processing, filtering, deduplication, quality control, and tokenization so it can be used effectively in big model training runs. About The Role We’re looking to advance how OpenAI prepares, curates, synthesizes and understands multimodal data at scale. You’ll work on research and production problems like synthesizing multimodal content (images, audio, and video) and their supervisions, improving noisy data pipelines, building better quality filters, using models to automate data prep, and measuring whether changes in the dataset improve model performance. We Expect You To - Have a strong track record of new or improved ML ideas, through publications, projects, or applied research. - Own and drive a research agenda, from choosing the right multimodal data problems to carrying long-running..."}],"related_signals":[{"id":"089303ed-da2e-4429-bb4f-431e073f20c6","url":"https://onlylabs.fyi/signals/089303ed-da2e-4429-bb4f-431e073f20c6","source_url":"https://jobs.ashbyhq.com/openai/7e0b52d7-c7f3-475d-a589-f9ea4420fbb3","title":"AI Tooling & Enablement Manager","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:07:19.266+00:00","first_seen_at":"2026-06-11T07:01:11.122205+00:00","date_source":"ashby.publishedAt"},{"id":"22f67d44-4aab-48cd-8114-db0ecd0341dd","url":"https://onlylabs.fyi/signals/22f67d44-4aab-48cd-8114-db0ecd0341dd","source_url":"https://jobs.ashbyhq.com/openai/4e60d650-47a7-44fb-8031-02976c7ddc55","title":"TLM, Integrity","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:46:02.181+00:00","first_seen_at":"2026-06-05T05:42:57.811227+00:00","date_source":"ashby.publishedAt"},{"id":"bdd02b71-32f0-491c-863f-d29538e31f6e","url":"https://onlylabs.fyi/signals/bdd02b71-32f0-491c-863f-d29538e31f6e","source_url":"https://jobs.ashbyhq.com/openai/49544169-4346-48bd-a926-b1188eba7254","title":"Sourcer, Go To Market","context":"Remote - US","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:21:21.453+00:00","first_seen_at":"2026-06-11T07:01:11.122205+00:00","date_source":"ashby.publishedAt"},{"id":"13f5a68d-d915-4d8f-91c8-25da57615e60","url":"https://onlylabs.fyi/signals/13f5a68d-d915-4d8f-91c8-25da57615e60","source_url":"https://jobs.ashbyhq.com/openai/fc45a658-4d02-4e03-b6bc-a83519af1a1d","title":"Account Director, Government Scale","context":"Washington, DC","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:18:53.183+00:00","first_seen_at":"2026-06-11T07:01:11.122205+00:00","date_source":"ashby.publishedAt"},{"id":"605520d2-9832-417f-a2f1-0cdcb7d76e66","url":"https://onlylabs.fyi/signals/605520d2-9832-417f-a2f1-0cdcb7d76e66","source_url":"https://jobs.ashbyhq.com/openai/4070d52e-0263-4cd5-9107-052b4ecc1209","title":"Backend Software Engineer, API Multicloud","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T19:57:54.896+00:00","first_seen_at":"2026-06-11T07:01:11.122205+00:00","date_source":"ashby.publishedAt"},{"id":"291b78fd-8fd3-4ce8-8564-c1dbb161e7a5","url":"https://onlylabs.fyi/signals/291b78fd-8fd3-4ce8-8564-c1dbb161e7a5","source_url":"https://jobs.ashbyhq.com/openai/b36f28a3-e728-4d2e-a2cb-aceecf5e3a01","title":"Senior Manager, Procurement Operations - Hardware ","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T19:39:43.774+00:00","first_seen_at":"2026-06-11T07:01:11.122205+00:00","date_source":"ashby.publishedAt"}]}