{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Job: Software Engineer – GPU Kernel","description":"FriendliAI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e","json_url":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e/signal.json","generated_at":"2026-06-11T04:12:52.020569+00:00","org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud","category_label":"Neocloud","dossier_url":"https://onlylabs.fyi/labs/friendliai","dossier_json_url":"https://onlylabs.fyi/labs/friendliai/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e","signal_json":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e/signal.json","source":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","lab_dossier":"https://onlylabs.fyi/labs/friendliai","lab_dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis":"https://onlylabs.fyi/analysis/friendliai","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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":"FriendliAI opened Software Engineer – GPU Kernel (Seoul). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Inference Systems · location Seoul · Routine job opening, not notable. 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/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","source_host":"jobs.ashbyhq.com","occurred_at":"2026-04-22T02:51:29.86+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt","context":"Seoul"},"context_markers":[{"label":"Lab","value":"FriendliAI","source":"signal"},{"label":"Signal desk","value":"hiring","source":"signal"},{"label":"Source host","value":"jobs.ashbyhq.com","source":"source"},{"label":"Team","value":"Inference Systems","source":"signal"},{"label":"Location","value":"Seoul","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"Routine job opening, not notable","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"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/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:12:52.020569+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e/signal.json","dossier_json":"https://onlylabs.fyi/labs/friendliai/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/friendliai/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/friendliai/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/5a7c0cf3-2090-4b41-9685-bee46001257e/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/friendliai/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/friendliai/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 FriendliAI's job signal \"Software Engineer – GPU Kernel\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"opened","object":"role Software Engineer – GPU Kernel","text":"FriendliAI opened role Software Engineer – GPU Kernel."},{"subject":"Software Engineer – GPU Kernel","predicate":"is classified as","object":"job signal","text":"Software Engineer – GPU Kernel is classified as job signal."},{"subject":"Software Engineer – GPU Kernel","predicate":"belongs to","object":"hiring desk","text":"Software Engineer – GPU Kernel belongs to hiring desk."},{"subject":"Software Engineer – GPU Kernel","predicate":"has context","object":"Seoul","text":"Software Engineer – GPU Kernel has context Seoul."},{"subject":"Software Engineer – GPU Kernel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Software Engineer – GPU Kernel has evidence coverage 1 captured evidence page."},{"subject":"Software Engineer – GPU Kernel","predicate":"has captured page count","object":"1","text":"Software Engineer – GPU Kernel has captured page count 1."},{"subject":"Software Engineer – GPU Kernel","predicate":"has readable page count","object":"1","text":"Software Engineer – GPU Kernel has readable page count 1."},{"subject":"Software Engineer – GPU Kernel","predicate":"has related signal count","object":"6","text":"Software Engineer – GPU Kernel has related signal count 6."},{"subject":"Software Engineer – GPU Kernel","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":"Software Engineer – GPU Kernel has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"Software Engineer – GPU Kernel","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Software Engineer – GPU Kernel has source host jobs.ashbyhq.com."},{"subject":"Software Engineer – GPU Kernel","predicate":"has lab","object":"FriendliAI","text":"Software Engineer – GPU Kernel has lab FriendliAI."},{"subject":"Software Engineer – GPU Kernel","predicate":"has signal desk","object":"hiring","text":"Software Engineer – GPU Kernel has signal desk hiring."},{"subject":"Software Engineer – GPU Kernel","predicate":"has source host","object":"jobs.ashbyhq.com","text":"Software Engineer – GPU Kernel has source host jobs.ashbyhq.com."},{"subject":"Software Engineer – GPU Kernel","predicate":"has team","object":"Inference Systems","text":"Software Engineer – GPU Kernel has team Inference Systems."},{"subject":"Software Engineer – GPU Kernel","predicate":"has location","object":"Seoul","text":"Software Engineer – GPU Kernel has location Seoul."},{"subject":"Software Engineer – GPU Kernel","predicate":"has ats","object":"ashby","text":"Software Engineer – GPU Kernel has ats ashby."},{"subject":"Software Engineer – GPU Kernel","predicate":"has notability","object":"Routine job opening, not notable","text":"Software Engineer – GPU Kernel has notability Routine job opening, not notable."},{"subject":"Software Engineer – GPU Kernel","predicate":"has watch term","object":"Eval methodology","text":"Software Engineer – GPU Kernel has watch term Eval methodology."}]},"intelligence":{"signal_desk":"hiring","answer":"FriendliAI opened Software Engineer – GPU Kernel (Seoul). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Inference Systems · location Seoul · Routine job opening, not notable. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"opened","object":"role Software Engineer – GPU Kernel","text":"FriendliAI opened role Software Engineer – GPU Kernel."},{"subject":"Software Engineer – GPU Kernel","predicate":"is classified as","object":"job signal","text":"Software Engineer – GPU Kernel is classified as job signal."},{"subject":"Software Engineer – GPU Kernel","predicate":"belongs to","object":"hiring desk","text":"Software Engineer – GPU Kernel belongs to hiring desk."},{"subject":"Software Engineer – GPU Kernel","predicate":"has context","object":"Seoul","text":"Software Engineer – GPU Kernel has context Seoul."},{"subject":"Software Engineer – GPU Kernel","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Software Engineer – GPU Kernel has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5a7c0cf3-2090-4b41-9685-bee46001257e","url":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e","json_url":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e/signal.json","source_url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","title":"Software Engineer – GPU Kernel","summary":"FriendliAI opened a hiring signal. onlylabs watches roles as demand indicators for teams, locations, and technical bets.","context":"Seoul","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-04-22T02:51:29.86+00:00","first_seen_at":"2026-06-05T22:32:11.264665+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/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735"]},"facets":{"location":"Seoul","team":"Inference Systems","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/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","final_url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","title":"Software Engineer – GPU Kernel","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:12:52.020569+00:00","bytes":9663,"raw_path":"5b6a2befd0af31dda27a261d797889009fa1b20ebde65890ac3b55e4c2d40816.json","content_hash":"04349e31948ffafe8072b1536127271fb9af5a771aa59d04e755a862d46557a9","excerpt_chars":1200,"truncated":true,"excerpt":"Software Engineer – GPU Kernel Team: Inference Systems Location: Seoul Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-22T02:51:29.860+00:00 ABOUT THE JOB FriendliAI is looking for a GPU Kernel Engineer to design, build, and optimize the low-level compute kernels that power our large-scale, GPU-accelerated AI inference platform. You will be delivering world-class inference speed across NVIDIA and AMD GPUs. With our recent $20M funding, we are scaling our team to meet market demand. This is a deeply technical, high-impact role where you will write GPU code, implement advanced optimizations. As part of our engine team, you will contribute directly to the company’s proprietary inference engine which supports over 450,000 models on Hugging Face. You will work with the inventors of continuous batching and collaborate with the platform team to deploy your work into production. KEY RESPONSIBILITIES - Design, implement, and optimize high-performance GPU kernels for AI inference (e.g., GEMM, attention, routing) - Develop and maintain GPU code in CUDA and C++, including low-level assembly when needed - Implement reduced-precision and quantized kernels..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","final_url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","title":"Software Engineer – GPU Kernel","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:12:52.020569+00:00","bytes":9663,"raw_path":"5b6a2befd0af31dda27a261d797889009fa1b20ebde65890ac3b55e4c2d40816.json","content_hash":"04349e31948ffafe8072b1536127271fb9af5a771aa59d04e755a862d46557a9","excerpt_chars":1200,"truncated":true,"excerpt":"Software Engineer – GPU Kernel Team: Inference Systems Location: Seoul Employment type: FullTime Workplace type: OnSite Remote: no Published: 2026-04-22T02:51:29.860+00:00 ABOUT THE JOB FriendliAI is looking for a GPU Kernel Engineer to design, build, and optimize the low-level compute kernels that power our large-scale, GPU-accelerated AI inference platform. You will be delivering world-class inference speed across NVIDIA and AMD GPUs. With our recent $20M funding, we are scaling our team to meet market demand. This is a deeply technical, high-impact role where you will write GPU code, implement advanced optimizations. As part of our engine team, you will contribute directly to the company’s proprietary inference engine which supports over 450,000 models on Hugging Face. You will work with the inventors of continuous batching and collaborate with the platform team to deploy your work into production. KEY RESPONSIBILITIES - Design, implement, and optimize high-performance GPU kernels for AI inference (e.g., GEMM, attention, routing) - Develop and maintain GPU code in CUDA and C++, including low-level assembly when needed - Implement reduced-precision and quantized kernels..."}],"related_signals":[{"id":"e9e6fc29-2685-42e5-afab-0c7735c603c1","url":"https://onlylabs.fyi/signals/e9e6fc29-2685-42e5-afab-0c7735c603c1","source_url":"https://jobs.ashbyhq.com/friendliai/e5c4337b-338d-43e6-9bda-b82178acc3d1","title":"Account Executive","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-06-10T20:55:54.847+00:00","first_seen_at":"2026-06-11T07:01:27.717609+00:00","date_source":"ashby.publishedAt"},{"id":"2d915114-6da5-41c9-bff8-c3a24625cff4","url":"https://onlylabs.fyi/signals/2d915114-6da5-41c9-bff8-c3a24625cff4","source_url":"https://jobs.ashbyhq.com/friendliai/8d4ac792-7b6b-4503-84a0-a321ee68fe71","title":"Developer Advocate ","context":"San Francisco","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-05-13T15:36:58.434+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt"},{"id":"9f2f4219-c64f-48b4-8acd-3c07a330b610","url":"https://onlylabs.fyi/signals/9f2f4219-c64f-48b4-8acd-3c07a330b610","source_url":"https://jobs.ashbyhq.com/friendliai/24a3b46f-6afd-4410-91ec-b51ef0ee8317","title":"Software Engineer – Python Developer Tools","context":"Seoul","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-04-29T05:46:13.52+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt"},{"id":"07534905-b62d-4e23-9d42-5a2d13d5e997","url":"https://onlylabs.fyi/signals/07534905-b62d-4e23-9d42-5a2d13d5e997","source_url":"https://jobs.ashbyhq.com/friendliai/9df44597-ee03-4504-8bed-a842b6135b09","title":"Developer Advocate ","context":"Seoul","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-04-24T08:11:24.498+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt"},{"id":"8cc54c03-63fe-49ef-ba5a-239c426ef342","url":"https://onlylabs.fyi/signals/8cc54c03-63fe-49ef-ba5a-239c426ef342","source_url":"https://jobs.ashbyhq.com/friendliai/8da9914d-efe1-4bb1-96a9-a10eceab67fe","title":"Software Engineer – AI Inference Engine","context":"Seoul","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-04-22T01:29:38.565+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt"},{"id":"c882c95f-e4f9-4de6-bd15-a3aff2aa039c","url":"https://onlylabs.fyi/signals/c882c95f-e4f9-4de6-bd15-a3aff2aa039c","source_url":"https://jobs.ashbyhq.com/friendliai/11f5ea91-9775-48a8-aca6-0438de737fd7","title":"Customer Success Engineer (contract based)","context":"Seoul","kind":{"key":"job_opened","label":"Job"},"org":{"slug":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-04-17T08:53:46.757+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt"}]}