{"schema_version":"onlylabs.public_signal.v1","title":"OpenAI Writing: How Endava is redesigning software delivery around AI agents","description":"OpenAI writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b","json_url":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b/signal.json","generated_at":"2026-06-08T15:43:46.246+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/0e44f4f7-1e17-4a66-ad12-341850e6f00b","signal_json":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b/signal.json","source":"https://openai.com/index/endava-frontiers","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/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/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 published How Endava is redesigning software delivery around AI agents. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable industry article on AI agents · How Endava is redesigning software delivery around AI agents \\| OpenAI June 4, 2026 How Endava is redesigning software delivery around AI agents By making AI part of.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Product and customer in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://openai.com/index/endava-frontiers","source_host":"openai.com","occurred_at":"2026-06-04T12:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"OpenAI","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"openai.com","source":"source"},{"label":"Notability","value":"Notable industry article on AI agents","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"enterprise","source":"radar"},{"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":["firecrawl"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/endava-frontiers"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-08T15:43:46.246+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":["enterprise"],"score":13,"reason":"OpenAI has a writing signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b/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/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Product and customer?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b/signal.json","required":true},{"label":"source","url":"https://openai.com/index/endava-frontiers","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/talking/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 writing signal \"How Endava is redesigning software delivery around AI agents\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"How Endava is redesigning software delivery around AI agents","text":"OpenAI published How Endava is redesigning software delivery around AI agents."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"is classified as","object":"writing signal","text":"How Endava is redesigning software delivery around AI agents is classified as writing signal."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"belongs to","object":"talking desk","text":"How Endava is redesigning software delivery around AI agents belongs to talking desk."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How Endava is redesigning software delivery around AI agents has evidence coverage 1 captured evidence page."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"matches data-business lanes","object":"Product and customer","text":"How Endava is redesigning software delivery around AI agents matches data-business lanes Product and customer."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has captured page count","object":"1","text":"How Endava is redesigning software delivery around AI agents has captured page count 1."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has readable page count","object":"1","text":"How Endava is redesigning software delivery around AI agents has readable page count 1."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has related signal count","object":"6","text":"How Endava is redesigning software delivery around AI agents has related signal count 6."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"How Endava is redesigning software delivery around AI agents has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has source host","object":"openai.com","text":"How Endava is redesigning software delivery around AI agents has source host openai.com."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has lab","object":"OpenAI","text":"How Endava is redesigning software delivery around AI agents has lab OpenAI."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has signal desk","object":"talking","text":"How Endava is redesigning software delivery around AI agents has signal desk talking."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has source host","object":"openai.com","text":"How Endava is redesigning software delivery around AI agents has source host openai.com."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has notability","object":"Notable industry article on AI agents","text":"How Endava is redesigning software delivery around AI agents has notability Notable industry article on AI agents."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has radar lane","object":"Product and customer","text":"How Endava is redesigning software delivery around AI agents has radar lane Product and customer."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has matched term","object":"enterprise","text":"How Endava is redesigning software delivery around AI agents has matched term enterprise."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has watch term","object":"Infrastructure","text":"How Endava is redesigning software delivery around AI agents has watch term Infrastructure."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has watch term","object":"Agents and tool use","text":"How Endava is redesigning software delivery around AI agents has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"OpenAI published How Endava is redesigning software delivery around AI agents. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable industry article on AI agents · How Endava is redesigning software delivery around AI agents \\| OpenAI June 4, 2026 How Endava is redesigning software delivery around AI agents By making AI part of.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"OpenAI","predicate":"published","object":"How Endava is redesigning software delivery around AI agents","text":"OpenAI published How Endava is redesigning software delivery around AI agents."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"is classified as","object":"writing signal","text":"How Endava is redesigning software delivery around AI agents is classified as writing signal."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"belongs to","object":"talking desk","text":"How Endava is redesigning software delivery around AI agents belongs to talking desk."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"has evidence coverage","object":"1 captured evidence page","text":"How Endava is redesigning software delivery around AI agents has evidence coverage 1 captured evidence page."},{"subject":"How Endava is redesigning software delivery around AI agents","predicate":"matches data-business lanes","object":"Product and customer","text":"How Endava is redesigning software delivery around AI agents matches data-business lanes Product and customer."}]},"signal":{"id":"0e44f4f7-1e17-4a66-ad12-341850e6f00b","url":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b","json_url":"https://onlylabs.fyi/signals/0e44f4f7-1e17-4a66-ad12-341850e6f00b/signal.json","source_url":"https://openai.com/index/endava-frontiers","title":"How Endava is redesigning software delivery around AI agents","summary":"OpenAI published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-04T12:00:00+00:00","first_seen_at":"2026-06-05T05:42:57.832854+00:00","date_source":"rss.item_date","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["firecrawl"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://openai.com/index/endava-frontiers"]},"facets":{},"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":13,"matched_terms":["enterprise"],"reason":"OpenAI has a writing signal matching product and customer."}},"primary_evidence_page":{"url":"https://openai.com/index/endava-frontiers","final_url":"https://openai.com/index/endava-frontiers","title":"How Endava is redesigning software delivery around AI agents","http_status":200,"content_type":"text/html","capture_method":"firecrawl","fetched_at":"2026-06-08T15:43:46.246+00:00","bytes":null,"raw_path":"2e1f29b50d98a2b5df9308636c162a3c50d5eb0d1fbd3a76399333a5b101207e.html","content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"How Endava is redesigning software delivery around AI agents \\| OpenAI June 4, 2026 How Endava is redesigning software delivery around AI agents By making AI part of daily work, Endava is accelerating delivery and reshaping enterprise workflows. [Contact sales](https://openai.com/contact-sales/) 00:00 Products: ChatGPT, Codex Company size: Enterprise Region: Global Industry: Technology, Services Loading… Share Endava is a global technology services company that has spent more than 25 years helping enterprises solve complex business problems through technology. Today, that mission increasingly centers on AI. But for Endava, adopting AI meant more than introducing new tools. It required rethinking workflows, leadership behaviors, and how teams collaborate across the business. We sat down with Matthew Cloke, CTO, to hear how Endava is embedding AI across the organization, redesigning software delivery around agents, and creating a culture where experimentation is expected—not optional. “AI has had a fundamental impact on Endava over the past couple of years,” says Cloke. “We really had to answer the question of how to be a relevant organization in the new AI world.” That mindset led..."},"evidence_pages":[{"url":"https://openai.com/index/endava-frontiers","final_url":"https://openai.com/index/endava-frontiers","title":"How Endava is redesigning software delivery around AI agents","http_status":200,"content_type":"text/html","capture_method":"firecrawl","fetched_at":"2026-06-08T15:43:46.246+00:00","bytes":null,"raw_path":"2e1f29b50d98a2b5df9308636c162a3c50d5eb0d1fbd3a76399333a5b101207e.html","content_hash":null,"excerpt_chars":1200,"truncated":true,"excerpt":"How Endava is redesigning software delivery around AI agents \\| OpenAI June 4, 2026 How Endava is redesigning software delivery around AI agents By making AI part of daily work, Endava is accelerating delivery and reshaping enterprise workflows. [Contact sales](https://openai.com/contact-sales/) 00:00 Products: ChatGPT, Codex Company size: Enterprise Region: Global Industry: Technology, Services Loading… Share Endava is a global technology services company that has spent more than 25 years helping enterprises solve complex business problems through technology. Today, that mission increasingly centers on AI. But for Endava, adopting AI meant more than introducing new tools. It required rethinking workflows, leadership behaviors, and how teams collaborate across the business. We sat down with Matthew Cloke, CTO, to hear how Endava is embedding AI across the organization, redesigning software delivery around agents, and creating a culture where experimentation is expected—not optional. “AI has had a fundamental impact on Endava over the past couple of years,” says Cloke. “We really had to answer the question of how to be a relevant organization in the new AI world.” That mindset led..."}],"related_signals":[{"id":"b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","url":"https://onlylabs.fyi/signals/b3668d3b-26d2-40c0-9d4f-ed1a67927aa4","source_url":"https://openai.com/index/supporting-eu-trustworthy-ai-ecosystem","title":"Supporting Europe’s work in ensuring a trustworthy AI ecosystem ","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T08:00:56.140796+00:00","date_source":"rss.item_date"},{"id":"2638c0a7-b372-409c-ac72-f6d81d6464dc","url":"https://onlylabs.fyi/signals/2638c0a7-b372-409c-ac72-f6d81d6464dc","source_url":"https://openai.com/index/using-codex-to-simulate-black-holes","title":"How an astrophysicist uses Codex to help simulate black holes","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-11T00:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"509ea784-51ec-4ede-855b-5a4d1b27d3be","url":"https://onlylabs.fyi/signals/509ea784-51ec-4ede-855b-5a4d1b27d3be","source_url":"https://openai.com/index/openai-on-oracle-cloud","title":"Access OpenAI models and Codex through your Oracle cloud commitment","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T20:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4f051449-87f2-466e-941e-b5918381a8fe","url":"https://onlylabs.fyi/signals/4f051449-87f2-466e-941e-b5918381a8fe","source_url":"https://openai.com/index/prc-linked-influence-operations-ai-debates","title":"PRC-linked influence operations are targeting AI debates in the US","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T12:00:00+00:00","first_seen_at":"2026-06-11T07:01:16.936464+00:00","date_source":"rss.item_date"},{"id":"4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","url":"https://onlylabs.fyi/signals/4507c0c1-cb74-4bb3-b62b-5f6c2d37e20d","source_url":"https://openai.com/index/lseg","title":"From data to decisions: how LSEG is scaling trusted AI","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-10T00:00:00+00:00","first_seen_at":"2026-06-10T09:18:54.26094+00:00","date_source":"rss.item_date"},{"id":"fb16aa7a-c4ef-4859-b514-0839c2f1330d","url":"https://onlylabs.fyi/signals/fb16aa7a-c4ef-4859-b514-0839c2f1330d","source_url":"https://openai.com/index/nextdoor","title":"How engineers at Nextdoor use Codex to build without limits","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"openai","name":"OpenAI","category":"frontier-lab"},"occurred_at":"2026-06-09T12:00:00+00:00","first_seen_at":"2026-06-10T07:01:28.700378+00:00","date_source":"rss.item_date"}]}