{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Job: Manager, Forward Deployed Engineering - Munich","description":"OpenAI job signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232","json_url":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232/signal.json","generated_at":"2026-06-11T03:51:32.067042+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/c4bdbaf3-7b3d-4e2b-861c-c505a7347232","signal_json":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232/signal.json","source":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"OpenAI opened Manager, Forward Deployed Engineering - Munich (Munich, Germany). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Model Deployment for Business · location Munich, Germany · Routine job posting, not a release. onlylabs links this event to 1 captured evidence page and 6 related job signals. It also maps to Product and customer in the data-business radar.","signal_desk":"hiring","source_context":{"source_url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","source_host":"jobs.ashbyhq.com","occurred_at":"2026-04-23T22:14:17.349+00:00","first_seen_at":"2026-06-05T05:42:57.811227+00:00","date_source":"source","context":"Munich, Germany"},"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":"Model Deployment for Business","source":"signal"},{"label":"Location","value":"Munich, Germany","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job posting, not a release","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"deployment","source":"radar"},{"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/1bbcccd1-777b-4788-b77a-4dffe64fac06"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:51:32.067042+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["deployment"],"score":15,"reason":"OpenAI has a job signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232/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: Product and customer?","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/c4bdbaf3-7b3d-4e2b-861c-c505a7347232/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","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 \"Manager, Forward Deployed Engineering - Munich\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"opened","object":"role Manager, Forward Deployed Engineering - Munich","text":"OpenAI opened role Manager, Forward Deployed Engineering - Munich."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"is classified as","object":"job signal","text":"Manager, Forward Deployed Engineering - Munich is classified as job signal."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"belongs to","object":"hiring desk","text":"Manager, Forward Deployed Engineering - Munich belongs to hiring desk."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has context","object":"Munich, Germany","text":"Manager, Forward Deployed Engineering - Munich has context Munich, Germany."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Manager, Forward Deployed Engineering - Munich has evidence coverage 1 captured evidence page."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"matches data-business lanes","object":"Product and customer","text":"Manager, Forward Deployed Engineering - Munich matches data-business lanes Product and customer."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has captured page count","object":"1","text":"Manager, Forward Deployed Engineering - Munich has captured page count 1."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has readable page count","object":"1","text":"Manager, Forward Deployed Engineering - Munich has readable page count 1."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has related signal count","object":"6","text":"Manager, Forward Deployed Engineering - Munich has related signal count 6."},{"subject":"Manager, Forward Deployed Engineering - Munich","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":"Manager, Forward Deployed Engineering - Munich has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Manager, Forward Deployed Engineering - Munich has source host jobs.ashbyhq.com."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has lab","object":"OpenAI","text":"Manager, Forward Deployed Engineering - Munich has lab OpenAI."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has signal desk","object":"hiring","text":"Manager, Forward Deployed Engineering - Munich has signal desk hiring."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Manager, Forward Deployed Engineering - Munich has source host jobs.ashbyhq.com."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has team","object":"Model Deployment for Business","text":"Manager, Forward Deployed Engineering - Munich has team Model Deployment for Business."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has location","object":"Munich, Germany","text":"Manager, Forward Deployed Engineering - Munich has location Munich, Germany."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has ats","object":"ashby","text":"Manager, Forward Deployed Engineering - Munich has ats ashby."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has notability","object":"Routine job posting, not a release","text":"Manager, Forward Deployed Engineering - Munich has notability Routine job posting, not a release."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has radar lane","object":"Product and customer","text":"Manager, Forward Deployed Engineering - Munich has radar lane Product and customer."}]},"intelligence":{"signal_desk":"hiring","answer":"OpenAI opened Manager, Forward Deployed Engineering - Munich (Munich, Germany). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Model Deployment for Business · location Munich, Germany · Routine job posting, not a release. onlylabs links this event to 1 captured evidence page and 6 related job signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"opened","object":"role Manager, Forward Deployed Engineering - Munich","text":"OpenAI opened role Manager, Forward Deployed Engineering - Munich."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"is classified as","object":"job signal","text":"Manager, Forward Deployed Engineering - Munich is classified as job signal."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"belongs to","object":"hiring desk","text":"Manager, Forward Deployed Engineering - Munich belongs to hiring desk."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has context","object":"Munich, Germany","text":"Manager, Forward Deployed Engineering - Munich has context Munich, Germany."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Manager, Forward Deployed Engineering - Munich has evidence coverage 1 captured evidence page."},{"subject":"Manager, Forward Deployed Engineering - Munich","predicate":"matches data-business lanes","object":"Product and customer","text":"Manager, Forward Deployed Engineering - Munich matches data-business lanes Product and customer."}]},"signal":{"id":"c4bdbaf3-7b3d-4e2b-861c-c505a7347232","url":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232","json_url":"https://onlylabs.fyi/signals/c4bdbaf3-7b3d-4e2b-861c-c505a7347232/signal.json","source_url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","title":"Manager, Forward Deployed Engineering - Munich","summary":"OpenAI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"Munich, Germany","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-04-23T22:14:17.349+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/1bbcccd1-777b-4788-b77a-4dffe64fac06"]},"facets":{"location":"Munich, Germany","team":"Model Deployment for Business","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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":15,"matched_terms":["deployment"],"reason":"OpenAI has a job signal matching product and customer."}},"primary_evidence_page":{"url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","final_url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","title":"Manager, Forward Deployed Engineering - Munich","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:51:32.067042+00:00","bytes":13920,"raw_path":"be270191aeea822c6ed52ae08b1fc0934fc40918c11c2224ba23e511e1170e16.json","content_hash":"6c78abf4e35df531e26315c6b5ddfb77e59c2500d230e34d45a9fa4bac794441","excerpt_chars":1200,"truncated":true,"excerpt":"Manager, Forward Deployed Engineering - Munich Team: Model Deployment for Business Location: Munich, Germany Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-04-23T22:14:17.349+00:00 About the team OpenAI’s Forward Deployed Engineering team partners with customers to turn research breakthroughs into production systems. We operate at the intersection of customer delivery and core platform development. About the role As an FDE manager, you’ll lead FDEs through high-stakes, ambiguous customer deployments and own technical and business value outcomes end to end. You’ll grow a team that can operate under pressure and help OpenAI learn from the field. You’ll partner closely with Product, Research, Sales, and GTM to ensure fieldwork informs roadmap priorities, drives new exploration, and supports safe deployment at scale. Your decisions will influence how OpenAI is trusted by the customers closest to our deployment work. Your success will be measured by how consistently your team ships, how clearly you deliver signal to Research and Product, and how durable your team and delivery model prove to be. This role is based in Munich. We use a hybrid work model of 3..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","final_url":"https://jobs.ashbyhq.com/openai/1bbcccd1-777b-4788-b77a-4dffe64fac06","title":"Manager, Forward Deployed Engineering - Munich","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:51:32.067042+00:00","bytes":13920,"raw_path":"be270191aeea822c6ed52ae08b1fc0934fc40918c11c2224ba23e511e1170e16.json","content_hash":"6c78abf4e35df531e26315c6b5ddfb77e59c2500d230e34d45a9fa4bac794441","excerpt_chars":1200,"truncated":true,"excerpt":"Manager, Forward Deployed Engineering - Munich Team: Model Deployment for Business Location: Munich, Germany Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-04-23T22:14:17.349+00:00 About the team OpenAI’s Forward Deployed Engineering team partners with customers to turn research breakthroughs into production systems. We operate at the intersection of customer delivery and core platform development. About the role As an FDE manager, you’ll lead FDEs through high-stakes, ambiguous customer deployments and own technical and business value outcomes end to end. You’ll grow a team that can operate under pressure and help OpenAI learn from the field. You’ll partner closely with Product, Research, Sales, and GTM to ensure fieldwork informs roadmap priorities, drives new exploration, and supports safe deployment at scale. Your decisions will influence how OpenAI is trusted by the customers closest to our deployment work. Your success will be measured by how consistently your team ships, how clearly you deliver signal to Research and Product, and how durable your team and delivery model prove to be. This role is based in Munich. We use a hybrid work model of 3..."}],"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"}]}