{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/NVFlare 2.8.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50","json_url":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50/signal.json","generated_at":"2026-06-11T01:52:51.830171+00:00","org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/nvidia","dossier_json_url":"https://onlylabs.fyi/labs/nvidia/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50","signal_json":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50/signal.json","source":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","lab_dossier":"https://onlylabs.fyi/labs/nvidia","lab_dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis":"https://onlylabs.fyi/analysis/nvidia","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/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/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"NVIDIA published NVIDIA/NVFlare 2.8.0 (NVIDIA/NVFlare). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable release from NVIDIA, but not a flagship model · 2.8.0: Major release Repository: NVIDIA/NVFlare Tag: 2.8.0 Published: 2026-06-04T19:20:49Z Prerelease: no Release notes: 2.8.0 Release Contributors (PR Count Order).... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","source_host":"github.com","occurred_at":"2026-06-04T19:20:49+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","context":"NVIDIA/NVFlare"},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NVIDIA/NVFlare","source":"source"},{"label":"Release","value":"2.8.0: Major release","source":"source"},{"label":"Notability","value":"Notable release from NVIDIA, but not a flagship model","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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://github.com/NVIDIA/NVFlare/releases/tag/2.8.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T01:52:51.830171+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50/signal.json","dossier_json":"https://onlylabs.fyi/labs/nvidia/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nvidia/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nvidia/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nvidia/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nvidia/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 NVIDIA's release signal \"NVIDIA/NVFlare 2.8.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/NVFlare 2.8.0","text":"NVIDIA released NVIDIA/NVFlare 2.8.0."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/NVFlare 2.8.0 is classified as release signal."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/NVFlare 2.8.0 belongs to releases desk."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has context","object":"NVIDIA/NVFlare","text":"NVIDIA/NVFlare 2.8.0 has context NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVFlare 2.8.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has captured page count","object":"1","text":"NVIDIA/NVFlare 2.8.0 has captured page count 1."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has readable page count","object":"1","text":"NVIDIA/NVFlare 2.8.0 has readable page count 1."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has related signal count","object":"6","text":"NVIDIA/NVFlare 2.8.0 has related signal count 6."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"NVIDIA/NVFlare 2.8.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has source host","object":"github.com","text":"NVIDIA/NVFlare 2.8.0 has source host github.com."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/NVFlare 2.8.0 has lab NVIDIA."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/NVFlare 2.8.0 has signal desk releases."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has source host","object":"github.com","text":"NVIDIA/NVFlare 2.8.0 has source host github.com."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has repository","object":"NVIDIA/NVFlare","text":"NVIDIA/NVFlare 2.8.0 has repository NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has release","object":"2.8.0: Major release","text":"NVIDIA/NVFlare 2.8.0 has release 2.8.0: Major release."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has notability","object":"Notable release from NVIDIA, but not a flagship model","text":"NVIDIA/NVFlare 2.8.0 has notability Notable release from NVIDIA, but not a flagship model."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/NVFlare 2.8.0 has watch term Eval methodology."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has watch term","object":"Model card","text":"NVIDIA/NVFlare 2.8.0 has watch term Model card."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/NVFlare 2.8.0 (NVIDIA/NVFlare). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Notable release from NVIDIA, but not a flagship model · 2.8.0: Major release Repository: NVIDIA/NVFlare Tag: 2.8.0 Published: 2026-06-04T19:20:49Z Prerelease: no Release notes: 2.8.0 Release Contributors (PR Count Order).... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/NVFlare 2.8.0","text":"NVIDIA released NVIDIA/NVFlare 2.8.0."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/NVFlare 2.8.0 is classified as release signal."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/NVFlare 2.8.0 belongs to releases desk."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has context","object":"NVIDIA/NVFlare","text":"NVIDIA/NVFlare 2.8.0 has context NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare 2.8.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVFlare 2.8.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"16a6fa71-c035-41ce-a11c-fb56b9a60b50","url":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50","json_url":"https://onlylabs.fyi/signals/16a6fa71-c035-41ce-a11c-fb56b9a60b50/signal.json","source_url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","title":"NVIDIA/NVFlare 2.8.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/NVFlare","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-04T19:20:49+00:00","first_seen_at":"2026-06-06T01:49:43.157024+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://github.com/NVIDIA/NVFlare/releases/tag/2.8.0"]},"facets":{"repo":"NVIDIA/NVFlare"},"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://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","final_url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","title":"NVIDIA/NVFlare 2.8.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:52:51.830171+00:00","bytes":10895,"raw_path":"d432f742a3175ab7d44f117c5d615d3e6d55454726b39c6b99e03c3e09915643.json","content_hash":"9f7ab91e0970965d28a8ce6633e8ba54ed4a04b004e8bbbcec60827e90bc55a5","excerpt_chars":1200,"truncated":true,"excerpt":"2.8.0: Major release Repository: NVIDIA/NVFlare Tag: 2.8.0 Published: 2026-06-04T19:20:49Z Prerelease: no Release notes: 2.8.0 Release Contributors (PR Count Order) Total PRs counted in this release: 352 - [Yuan-Ting Hsieh (謝沅廷)](https://github.com/YuanTingHsieh) — 64 PRs - [Peter Cnudde](https://github.com/pcnudde) — 59 PRs - [Holger Roth](https://github.com/holgerroth) — 58 PRs - [Chester Chen](https://github.com/chesterxgchen) — 50 PRs - [Isaac Yang](https://github.com/IsaacYangSLA) — 29 PRs - [Zhihong Zhang](https://github.com/nvidianz) — 26 PRs - [nvkevlu](https://github.com/nvkevlu) — 19 PRs - [Ziyue Xu](https://github.com/ZiyueXu77) — 17 PRs - [GeorgeWang-nv](https://github.com/GeorgeWang-nv) — 8 PRs - [nvshaxie](https://github.com/nvshaxie) — 6 PRs - [Vijay Govindarajan](https://github.com/vijaygovindaraja) — 4 PRs - [Douwe van der Wal](https://github.com/d0uwe) — 3 PRs - [Yuanyuan Chen](https://github.com/cyyever) — 1 PR - [Kevin Ta](https://github.com/kminhta) — 1 PR - [Ioannis Christofilogiannis](https://github.com/christofilojohn) — 1 PR - [gn00295120](https://github.com/gn00295120) — 1 PR - [Zare2001](https://github.com/Zare2001) — 1 PR -..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","final_url":"https://github.com/NVIDIA/NVFlare/releases/tag/2.8.0","title":"NVIDIA/NVFlare 2.8.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T01:52:51.830171+00:00","bytes":10895,"raw_path":"d432f742a3175ab7d44f117c5d615d3e6d55454726b39c6b99e03c3e09915643.json","content_hash":"9f7ab91e0970965d28a8ce6633e8ba54ed4a04b004e8bbbcec60827e90bc55a5","excerpt_chars":1200,"truncated":true,"excerpt":"2.8.0: Major release Repository: NVIDIA/NVFlare Tag: 2.8.0 Published: 2026-06-04T19:20:49Z Prerelease: no Release notes: 2.8.0 Release Contributors (PR Count Order) Total PRs counted in this release: 352 - [Yuan-Ting Hsieh (謝沅廷)](https://github.com/YuanTingHsieh) — 64 PRs - [Peter Cnudde](https://github.com/pcnudde) — 59 PRs - [Holger Roth](https://github.com/holgerroth) — 58 PRs - [Chester Chen](https://github.com/chesterxgchen) — 50 PRs - [Isaac Yang](https://github.com/IsaacYangSLA) — 29 PRs - [Zhihong Zhang](https://github.com/nvidianz) — 26 PRs - [nvkevlu](https://github.com/nvkevlu) — 19 PRs - [Ziyue Xu](https://github.com/ZiyueXu77) — 17 PRs - [GeorgeWang-nv](https://github.com/GeorgeWang-nv) — 8 PRs - [nvshaxie](https://github.com/nvshaxie) — 6 PRs - [Vijay Govindarajan](https://github.com/vijaygovindaraja) — 4 PRs - [Douwe van der Wal](https://github.com/d0uwe) — 3 PRs - [Yuanyuan Chen](https://github.com/cyyever) — 1 PR - [Kevin Ta](https://github.com/kminhta) — 1 PR - [Ioannis Christofilogiannis](https://github.com/christofilojohn) — 1 PR - [gn00295120](https://github.com/gn00295120) — 1 PR - [Zare2001](https://github.com/Zare2001) — 1 PR -..."}],"related_signals":[{"id":"45f4cdf4-5665-44fd-b290-c27312411e95","url":"https://onlylabs.fyi/signals/45f4cdf4-5665-44fd-b290-c27312411e95","source_url":"https://github.com/NVIDIA/open-nvdebug/releases/tag/nvdebug-v2.1.0-release","title":"NVIDIA/open-nvdebug nvdebug-v2.1.0-release","context":"NVIDIA/open-nvdebug","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:57:30+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"25a9df96-2996-450c-a19b-ac955b7e77b7","url":"https://onlylabs.fyi/signals/25a9df96-2996-450c-a19b-ac955b7e77b7","source_url":"https://github.com/NVIDIA/open-nvdebug/releases/tag/nvdebug-v2.0.0","title":"NVIDIA/open-nvdebug nvdebug-v2.0.0","context":"NVIDIA/open-nvdebug","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:55:39+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"837ce80c-4bdb-48fc-947b-8842ace3a199","url":"https://onlylabs.fyi/signals/837ce80c-4bdb-48fc-947b-8842ace3a199","source_url":"https://github.com/NVIDIA/nv-rms-client/releases/tag/v0.9.0-mts-rc02","title":"NVIDIA/nv-rms-client v0.9.0-mts-rc02","context":"NVIDIA/nv-rms-client","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-11T05:19:43+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"1f40b37a-1570-4da9-b4ed-a722da3acd28","url":"https://onlylabs.fyi/signals/1f40b37a-1570-4da9-b4ed-a722da3acd28","source_url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.25.0","title":"NVIDIA/cudnn-frontend v1.25.0","context":"NVIDIA/cudnn-frontend","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T21:11:51+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"c5fe1a74-96b4-4f19-a620-d1b63758cdcb","url":"https://onlylabs.fyi/signals/c5fe1a74-96b4-4f19-a620-d1b63758cdcb","source_url":"https://github.com/NVIDIA/nv-rms-client/releases/tag/v0.9.0-mts-rc01","title":"NVIDIA/nv-rms-client v0.9.0-mts-rc01","context":"NVIDIA/nv-rms-client","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T19:02:10+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"},{"id":"565de597-ad94-49ff-91ef-632e549ba88d","url":"https://onlylabs.fyi/signals/565de597-ad94-49ff-91ef-632e549ba88d","source_url":"https://github.com/NVIDIA/elements/releases/tag/%40nvidia-elements/styles-v2.0.2","title":"NVIDIA/elements @nvidia-elements/styles-v2.0.2","context":"NVIDIA/elements","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-10T18:51:17+00:00","first_seen_at":"2026-06-11T07:01:14.42859+00:00","date_source":"source"}]}