{"schema_version":"onlylabs.public_signal.v1","title":"FriendliAI Job: QA Engineer","description":"FriendliAI job signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3","json_url":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3/signal.json","generated_at":"2026-06-11T04:12:53.061566+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/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3","signal_json":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3/signal.json","source":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","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 QA Engineer (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Core Product · location San Francisco · 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://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","source_host":"jobs.ashbyhq.com","occurred_at":"2026-03-27T07:23:50.181+00:00","first_seen_at":"2026-06-05T22:32:11.264665+00:00","date_source":"ashby.publishedAt","context":"San Francisco"},"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":"Core Product","source":"signal"},{"label":"Location","value":"San Francisco","source":"signal"},{"label":"ATS","value":"ashby","source":"source"},{"label":"Notability","value":"routine job posting","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"},{"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://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:12:53.061566+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3/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/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3/signal.json","required":true},{"label":"source","url":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","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 \"QA Engineer\" for neocloud strategy."},"semantic_triples":[{"subject":"FriendliAI","predicate":"opened","object":"role QA Engineer","text":"FriendliAI opened role QA Engineer."},{"subject":"QA Engineer","predicate":"is classified as","object":"job signal","text":"QA Engineer is classified as job signal."},{"subject":"QA Engineer","predicate":"belongs to","object":"hiring desk","text":"QA Engineer belongs to hiring desk."},{"subject":"QA Engineer","predicate":"has context","object":"San Francisco","text":"QA Engineer has context San Francisco."},{"subject":"QA Engineer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QA Engineer has evidence coverage 1 captured evidence page."},{"subject":"QA Engineer","predicate":"has captured page count","object":"1","text":"QA Engineer has captured page count 1."},{"subject":"QA Engineer","predicate":"has readable page count","object":"1","text":"QA Engineer has readable page count 1."},{"subject":"QA Engineer","predicate":"has related signal count","object":"6","text":"QA Engineer has related signal count 6."},{"subject":"QA Engineer","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":"QA Engineer has analysis playbook objective Turn open roles into leading indicators for teams, locations, infrastructure needs, eval work, data demand, and commercialization buildout.."},{"subject":"QA Engineer","predicate":"has source host","object":"jobs.ashbyhq.com","text":"QA Engineer has source host jobs.ashbyhq.com."},{"subject":"QA Engineer","predicate":"has lab","object":"FriendliAI","text":"QA Engineer has lab FriendliAI."},{"subject":"QA Engineer","predicate":"has signal desk","object":"hiring","text":"QA Engineer has signal desk hiring."},{"subject":"QA Engineer","predicate":"has source host","object":"jobs.ashbyhq.com","text":"QA Engineer has source host jobs.ashbyhq.com."},{"subject":"QA Engineer","predicate":"has team","object":"Core Product","text":"QA Engineer has team Core Product."},{"subject":"QA Engineer","predicate":"has location","object":"San Francisco","text":"QA Engineer has location San Francisco."},{"subject":"QA Engineer","predicate":"has ats","object":"ashby","text":"QA Engineer has ats ashby."},{"subject":"QA Engineer","predicate":"has notability","object":"routine job posting","text":"QA Engineer has notability routine job posting."},{"subject":"QA Engineer","predicate":"has watch term","object":"Eval methodology","text":"QA Engineer has watch term Eval methodology."}]},"intelligence":{"signal_desk":"hiring","answer":"FriendliAI opened QA Engineer (San Francisco). This hiring signal is demand evidence for teams, locations, and technical bets being staffed. High-signal details: team Core Product · location San Francisco · routine job posting. onlylabs links this event to 1 captured evidence page and 6 related job signals.","semantic_triples":[{"subject":"FriendliAI","predicate":"opened","object":"role QA Engineer","text":"FriendliAI opened role QA Engineer."},{"subject":"QA Engineer","predicate":"is classified as","object":"job signal","text":"QA Engineer is classified as job signal."},{"subject":"QA Engineer","predicate":"belongs to","object":"hiring desk","text":"QA Engineer belongs to hiring desk."},{"subject":"QA Engineer","predicate":"has context","object":"San Francisco","text":"QA Engineer has context San Francisco."},{"subject":"QA Engineer","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QA Engineer has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0d604ae6-2c87-4d1e-9095-b7d4e0b717d3","url":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3","json_url":"https://onlylabs.fyi/signals/0d604ae6-2c87-4d1e-9095-b7d4e0b717d3/signal.json","source_url":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","title":"QA Engineer","summary":"FriendliAI 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":"friendliai","name":"FriendliAI","category":"neocloud"},"occurred_at":"2026-03-27T07:23:50.181+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/41859c5f-fd60-40a3-9966-39a78852008b"]},"facets":{"location":"San Francisco","team":"Core Product","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/41859c5f-fd60-40a3-9966-39a78852008b","final_url":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","title":"QA Engineer","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:12:53.061566+00:00","bytes":10237,"raw_path":"6234d840db6dd5d676ee8f949bb421ba583dbc2a9387bbce556886b52e52f485.json","content_hash":"c1957c67e91f9dc11180fb22b819c71a71a3d30fa0b59df3f612fa7ddae0803d","excerpt_chars":1200,"truncated":true,"excerpt":"QA Engineer Team: Core Product Location: San Francisco Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-03-27T07:23:50.181+00:00 ABOUT THE JOB Friendli Suite is our SaaS platform that includes microservices, a frontend, multi-cloud infrastructure, enterprise authentication, billing, and organization management. However, what makes this role unique is that our platform delivers AI inference. Validating whether inference works well is a problem that traditional QA methods do not fully solve. A deployment can succeed technically and still produce poor inference. We are looking for a dedicated QA engineer who can own the product's quality, ensuring our product works the way any well-run SaaS platform should, while also developing the approaches needed to validate AI inference quality, model deployments, and integrations that traditional testing alone cannot cover. KEY RESPONSIBILITIES - Own quality across FriendliAI's full platform stack: backend microservices, frontend, model deployments, and inference pipelines. - Build and maintain automated test suites using pytest, covering unit, integration, and regression testing across backend services. - Develop..."},"evidence_pages":[{"url":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","final_url":"https://jobs.ashbyhq.com/friendliai/41859c5f-fd60-40a3-9966-39a78852008b","title":"QA Engineer","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:12:53.061566+00:00","bytes":10237,"raw_path":"6234d840db6dd5d676ee8f949bb421ba583dbc2a9387bbce556886b52e52f485.json","content_hash":"c1957c67e91f9dc11180fb22b819c71a71a3d30fa0b59df3f612fa7ddae0803d","excerpt_chars":1200,"truncated":true,"excerpt":"QA Engineer Team: Core Product Location: San Francisco Employment type: FullTime Workplace type: Hybrid Remote: yes Published: 2026-03-27T07:23:50.181+00:00 ABOUT THE JOB Friendli Suite is our SaaS platform that includes microservices, a frontend, multi-cloud infrastructure, enterprise authentication, billing, and organization management. However, what makes this role unique is that our platform delivers AI inference. Validating whether inference works well is a problem that traditional QA methods do not fully solve. A deployment can succeed technically and still produce poor inference. We are looking for a dedicated QA engineer who can own the product's quality, ensuring our product works the way any well-run SaaS platform should, while also developing the approaches needed to validate AI inference quality, model deployments, and integrations that traditional testing alone cannot cover. KEY RESPONSIBILITIES - Own quality across FriendliAI's full platform stack: backend microservices, frontend, model deployments, and inference pipelines. - Build and maintain automated test suites using pytest, covering unit, integration, and regression testing across backend services. - Develop..."}],"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":"5a7c0cf3-2090-4b41-9685-bee46001257e","url":"https://onlylabs.fyi/signals/5a7c0cf3-2090-4b41-9685-bee46001257e","source_url":"https://jobs.ashbyhq.com/friendliai/cd4dd23b-cf94-46ec-afc3-f84037dca735","title":"Software Engineer – GPU Kernel","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"},{"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"}]}