{"schema_version":"onlylabs.public_signal.v1","title":"GMI Cloud Job: BD Manager, Inference Engine","description":"GMI Cloud job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb","json_url":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb/signal.json","generated_at":"2026-06-11T01:41:51.60276+00:00","org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/gmi-cloud","dossier_json_url":"https://onlylabs.fyi/labs/gmi-cloud/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb","signal_json":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb/signal.json","source":"https://www.gmicloud.ai/en/company/career","lab_dossier":"https://onlylabs.fyi/labs/gmi-cloud","lab_dossier_json":"https://onlylabs.fyi/labs/gmi-cloud/dossier.json","analysis":"https://onlylabs.fyi/analysis/gmi-cloud","analysis_json":"https://onlylabs.fyi/analysis/gmi-cloud/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/gmi-cloud/evidence.json","category":"https://onlylabs.fyi/neoclouds","category_json":"https://onlylabs.fyi/neoclouds.json","category_feed":"https://onlylabs.fyi/neoclouds/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","topic":"https://onlylabs.fyi/topics/hiring","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/hiring/feed.xml?category=neocloud","data_business":null},"answer_pack":{"answer":"GMI Cloud opened BD Manager, Inference Engine (Mountain View, CA). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: location Mountain View, CA · Routine job posting. onlylabs links this event to 1 captured evidence page and 6 related job signals.","signal_desk":"hiring","source_context":{"source_url":"https://www.gmicloud.ai/en/company/career","source_host":"gmicloud.ai","occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source","context":"Mountain View, CA"},"context_markers":[{"label":"Lab","value":"GMI Cloud","source":"signal"},{"label":"Signal desk","value":"hiring","source":"signal"},{"label":"Source host","value":"gmicloud.ai","source":"source"},{"label":"Location","value":"Mountain View, CA","source":"signal"},{"label":"ATS","value":"agent","source":"source"},{"label":"Notability","value":"Routine job posting","source":"signal"},{"label":"Watch term","value":"Infrastructure","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://www.gmicloud.ai/en/company/career"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:41:51.60276+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb/signal.json","dossier_json":"https://onlylabs.fyi/labs/gmi-cloud/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/gmi-cloud/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/gmi-cloud/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/hiring/signals.json?category=neocloud","topic_feed":"https://onlylabs.fyi/topics/hiring/feed.xml?category=neocloud","category_signals_json":"https://onlylabs.fyi/signals.json?category=neocloud","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/6a3195d0-ff6f-434f-b350-0176d8c2fdbb/signal.json","required":true},{"label":"source","url":"https://www.gmicloud.ai/en/company/career","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/gmi-cloud/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/gmi-cloud/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/hiring/signals.json?category=neocloud","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 GMI Cloud's job signal \"BD Manager, Inference Engine\" for neocloud strategy."},"semantic_triples":[{"subject":"GMI Cloud","predicate":"opened","object":"role BD Manager, Inference Engine","text":"GMI Cloud opened role BD Manager, Inference Engine."},{"subject":"BD Manager, Inference Engine","predicate":"is classified as","object":"job signal","text":"BD Manager, Inference Engine is classified as job signal."},{"subject":"BD Manager, Inference Engine","predicate":"belongs to","object":"hiring desk","text":"BD Manager, Inference Engine belongs to hiring desk."},{"subject":"BD Manager, Inference Engine","predicate":"has context","object":"Mountain View, CA","text":"BD Manager, Inference Engine has context Mountain View, CA."},{"subject":"BD Manager, Inference Engine","predicate":"has evidence coverage","object":"1 captured evidence page","text":"BD Manager, Inference Engine has evidence coverage 1 captured evidence page."},{"subject":"BD Manager, Inference Engine","predicate":"has captured page count","object":"1","text":"BD Manager, Inference Engine has captured page count 1."},{"subject":"BD Manager, Inference Engine","predicate":"has readable page count","object":"1","text":"BD Manager, Inference Engine has readable page count 1."},{"subject":"BD Manager, Inference Engine","predicate":"has related signal count","object":"6","text":"BD Manager, Inference Engine has related signal count 6."},{"subject":"BD Manager, Inference Engine","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":"BD Manager, Inference Engine has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"BD Manager, Inference Engine","predicate":"has source host","object":"gmicloud.ai","text":"BD Manager, Inference Engine has source host gmicloud.ai."},{"subject":"BD Manager, Inference Engine","predicate":"has lab","object":"GMI Cloud","text":"BD Manager, Inference Engine has lab GMI Cloud."},{"subject":"BD Manager, Inference Engine","predicate":"has signal desk","object":"hiring","text":"BD Manager, Inference Engine has signal desk hiring."},{"subject":"BD Manager, Inference Engine","predicate":"has source host","object":"gmicloud.ai","text":"BD Manager, Inference Engine has source host gmicloud.ai."},{"subject":"BD Manager, Inference Engine","predicate":"has location","object":"Mountain View, CA","text":"BD Manager, Inference Engine has location Mountain View, CA."},{"subject":"BD Manager, Inference Engine","predicate":"has ats","object":"agent","text":"BD Manager, Inference Engine has ats agent."},{"subject":"BD Manager, Inference Engine","predicate":"has notability","object":"Routine job posting","text":"BD Manager, Inference Engine has notability Routine job posting."},{"subject":"BD Manager, Inference Engine","predicate":"has watch term","object":"Infrastructure","text":"BD Manager, Inference Engine has watch term Infrastructure."},{"subject":"BD Manager, Inference Engine","predicate":"has watch term","object":"Agents and tool use","text":"BD Manager, Inference Engine has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"hiring","answer":"GMI Cloud opened BD Manager, Inference Engine (Mountain View, CA). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: location Mountain View, CA · Routine job posting. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"GMI Cloud","predicate":"opened","object":"role BD Manager, Inference Engine","text":"GMI Cloud opened role BD Manager, Inference Engine."},{"subject":"BD Manager, Inference Engine","predicate":"is classified as","object":"job signal","text":"BD Manager, Inference Engine is classified as job signal."},{"subject":"BD Manager, Inference Engine","predicate":"belongs to","object":"hiring desk","text":"BD Manager, Inference Engine belongs to hiring desk."},{"subject":"BD Manager, Inference Engine","predicate":"has context","object":"Mountain View, CA","text":"BD Manager, Inference Engine has context Mountain View, CA."},{"subject":"BD Manager, Inference Engine","predicate":"has evidence coverage","object":"1 captured evidence page","text":"BD Manager, Inference Engine has evidence coverage 1 captured evidence page."}]},"signal":{"id":"6a3195d0-ff6f-434f-b350-0176d8c2fdbb","url":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb","json_url":"https://onlylabs.fyi/signals/6a3195d0-ff6f-434f-b350-0176d8c2fdbb/signal.json","source_url":"https://www.gmicloud.ai/en/company/career","title":"BD Manager, Inference Engine","summary":"GMI Cloud opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"Mountain View, CA","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+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://www.gmicloud.ai/en/company/career"]},"facets":{"location":"Mountain View, CA","ats":"agent"},"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://www.gmicloud.ai/en/company/career","final_url":"https://www.gmicloud.ai/en/company/career","title":"Technical Program Manager (TPM)","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:41:51.60276+00:00","bytes":97123,"raw_path":"369b2709b7df0a4aad393ff6bb2728f90d5644a5114ca0ace689c19ebb179df8.html","content_hash":"352de8f9aeb78ccc0893eb38ebc238152aa399e2e56879614af5d584c9391491","excerpt_chars":1200,"truncated":false,"excerpt":"Careers at GMI Cloud - Build the Infrastructure Behind Production AI Build the Infrastructure Behind Production AI Join GMI Cloud and help shape the future of inference-optimized AI infrastructure. We are building a full-stack AI infrastructure platform designed for real-world production systems. Our work sits at the intersection of GPU systems, distributed infrastructure, and large-scale AI inference. Careers Solutions Architect US Sales Mountain View, CA Read more Inference Engine Product Manager Marketing Mountain View, CA Read more Product Management Operations Marketing Mountain View, CA Read more Technical Program Manager (TPM) Engineering Mountain View, CA Read more Infra Engineer - SRE (Kubernetes) Infra United States Read more Talent Acquisition Partner HR Mountain View, CA Read more BD Manager, Inference Engine Marketing Mountain View, CA Read more Machine Learning Engineer Engineering Mountain View, CA Read more Machine Learning Engineer (LLM Inference) Engineering Mountain View, CA Read more Content & Growth Marketer Marketing Mountain View, CA Read more"},"evidence_pages":[{"url":"https://www.gmicloud.ai/en/company/career","final_url":"https://www.gmicloud.ai/en/company/career","title":"Technical Program Manager (TPM)","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T01:41:51.60276+00:00","bytes":97123,"raw_path":"369b2709b7df0a4aad393ff6bb2728f90d5644a5114ca0ace689c19ebb179df8.html","content_hash":"352de8f9aeb78ccc0893eb38ebc238152aa399e2e56879614af5d584c9391491","excerpt_chars":1200,"truncated":false,"excerpt":"Careers at GMI Cloud - Build the Infrastructure Behind Production AI Build the Infrastructure Behind Production AI Join GMI Cloud and help shape the future of inference-optimized AI infrastructure. We are building a full-stack AI infrastructure platform designed for real-world production systems. Our work sits at the intersection of GPU systems, distributed infrastructure, and large-scale AI inference. Careers Solutions Architect US Sales Mountain View, CA Read more Inference Engine Product Manager Marketing Mountain View, CA Read more Product Management Operations Marketing Mountain View, CA Read more Technical Program Manager (TPM) Engineering Mountain View, CA Read more Infra Engineer - SRE (Kubernetes) Infra United States Read more Talent Acquisition Partner HR Mountain View, CA Read more BD Manager, Inference Engine Marketing Mountain View, CA Read more Machine Learning Engineer Engineering Mountain View, CA Read more Machine Learning Engineer (LLM Inference) Engineering Mountain View, CA Read more Content & Growth Marketer Marketing Mountain View, CA Read more"}],"related_signals":[{"id":"01212c7c-fc16-4993-af32-661ef7e4fa53","url":"https://onlylabs.fyi/signals/01212c7c-fc16-4993-af32-661ef7e4fa53","source_url":"https://www.gmicloud.ai/en/company/career","title":"Technical Program Manager (TPM)","context":"Mountain View, CA","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"},{"id":"b727b89e-67f4-41a4-aa10-050244e138fb","url":"https://onlylabs.fyi/signals/b727b89e-67f4-41a4-aa10-050244e138fb","source_url":"https://www.gmicloud.ai/en/company/career","title":"Solutions Architect","context":"US","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"},{"id":"42189793-dcb7-465f-b283-e15bb5d0eebf","url":"https://onlylabs.fyi/signals/42189793-dcb7-465f-b283-e15bb5d0eebf","source_url":"https://www.gmicloud.ai/en/company/career","title":"Talent Acquisition Partner","context":"Mountain View, CA","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"},{"id":"736466c1-23a9-4bfd-b601-03c3ca510f3d","url":"https://onlylabs.fyi/signals/736466c1-23a9-4bfd-b601-03c3ca510f3d","source_url":"https://www.gmicloud.ai/en/company/career","title":"Inference Engine Product Manager","context":"Mountain View, CA","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"},{"id":"6e007c13-fd70-43c7-ae89-b247d26caaee","url":"https://onlylabs.fyi/signals/6e007c13-fd70-43c7-ae89-b247d26caaee","source_url":"https://www.gmicloud.ai/en/company/career","title":"Infra Engineer - SRE (Kubernetes)","context":"United States","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"},{"id":"7505458e-00c1-4199-a663-f874d994e06f","url":"https://onlylabs.fyi/signals/7505458e-00c1-4199-a663-f874d994e06f","source_url":"https://www.gmicloud.ai/en/company/career","title":"Machine Learning Engineer (LLM Inference)","context":"Mountain View, CA","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"gmi-cloud","name":"GMI Cloud","category":"neocloud"},"occurred_at":"2026-06-05T22:36:36.045+00:00","first_seen_at":"2026-06-05T22:32:14.29921+00:00","date_source":"source"}]}