{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/nvidia-resiliency-ext v0.4.1","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e","json_url":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e/signal.json","generated_at":"2026-06-11T03:42:52.121515+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/58031801-b762-45ba-b793-a95600ff126e","signal_json":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e/signal.json","source":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","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/nvidia-resiliency-ext v0.4.1 (NVIDIA/nvidia-resiliency-ext). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine patch release · v0.4.1 Repository: NVIDIA/nvidia-resiliency-ext Tag: v0.4.1 Published: 2025-07-17T04:04:11Z Prerelease: no Release notes: Release Notes NVIDIA Resiliency Extension is a.... 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/nvidia-resiliency-ext/releases/tag/v0.4.1","source_host":"github.com","occurred_at":"2025-07-17T04:04:11+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","context":"NVIDIA/nvidia-resiliency-ext"},"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/nvidia-resiliency-ext","source":"source"},{"label":"Release","value":"v0.4.1","source":"source"},{"label":"Notability","value":"Routine patch release","source":"signal"},{"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://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:42:52.121515+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e/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/58031801-b762-45ba-b793-a95600ff126e/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","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/nvidia-resiliency-ext v0.4.1\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/nvidia-resiliency-ext v0.4.1","text":"NVIDIA released NVIDIA/nvidia-resiliency-ext v0.4.1."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"is classified as","object":"release signal","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 is classified as release signal."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"belongs to","object":"releases desk","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 belongs to releases desk."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has context","object":"NVIDIA/nvidia-resiliency-ext","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has context NVIDIA/nvidia-resiliency-ext."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has captured page count","object":"1","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has captured page count 1."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has readable page count","object":"1","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has readable page count 1."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has related signal count","object":"6","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has related signal count 6."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","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/nvidia-resiliency-ext v0.4.1 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has source host","object":"github.com","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has source host github.com."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has lab NVIDIA."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has signal desk","object":"releases","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has signal desk releases."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has source host","object":"github.com","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has source host github.com."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has repository","object":"NVIDIA/nvidia-resiliency-ext","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has repository NVIDIA/nvidia-resiliency-ext."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has release","object":"v0.4.1","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has release v0.4.1."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has notability","object":"Routine patch release","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has notability Routine patch release."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/nvidia-resiliency-ext v0.4.1 (NVIDIA/nvidia-resiliency-ext). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine patch release · v0.4.1 Repository: NVIDIA/nvidia-resiliency-ext Tag: v0.4.1 Published: 2025-07-17T04:04:11Z Prerelease: no Release notes: Release Notes NVIDIA Resiliency Extension is a.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/nvidia-resiliency-ext v0.4.1","text":"NVIDIA released NVIDIA/nvidia-resiliency-ext v0.4.1."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"is classified as","object":"release signal","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 is classified as release signal."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"belongs to","object":"releases desk","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 belongs to releases desk."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has context","object":"NVIDIA/nvidia-resiliency-ext","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has context NVIDIA/nvidia-resiliency-ext."},{"subject":"NVIDIA/nvidia-resiliency-ext v0.4.1","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nvidia-resiliency-ext v0.4.1 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"58031801-b762-45ba-b793-a95600ff126e","url":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e","json_url":"https://onlylabs.fyi/signals/58031801-b762-45ba-b793-a95600ff126e/signal.json","source_url":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","title":"NVIDIA/nvidia-resiliency-ext v0.4.1","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/nvidia-resiliency-ext","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2025-07-17T04:04:11+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/nvidia-resiliency-ext/releases/tag/v0.4.1"]},"facets":{"repo":"NVIDIA/nvidia-resiliency-ext"},"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/nvidia-resiliency-ext/releases/tag/v0.4.1","final_url":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","title":"NVIDIA/nvidia-resiliency-ext v0.4.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:52.121515+00:00","bytes":4581,"raw_path":"b8c8c1e8689ca572507b21b79c47f04ffe73acc5f1020652c8e9240d100ad36c.json","content_hash":"e23b0277f9f270012facadd45ceeb9c7bbf2ce1fd3463030fb63a376f4eb057c","excerpt_chars":1200,"truncated":true,"excerpt":"v0.4.1 Repository: NVIDIA/nvidia-resiliency-ext Tag: v0.4.1 Published: 2025-07-17T04:04:11Z Prerelease: no Release notes: Release Notes NVIDIA Resiliency Extension is a Python package for framework developers and users to implement fault-tolerant features. It improves effective training time by minimizing downtime due to failures and interruptions. NVIDIA Resiliency Extension v0.4.1 Highlights This hotfix release includes important bug fixes, performance improvements, and minor updates to enhance stability. - Checkpointing - [PR 104](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/104), [PR 106](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/106), [PR 108](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/108), [PR 111](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/111) and [PR 116](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/116) fix the asynchronous checkpointing module to switch from temporal to using the persistent worker that uses `spawn` instead of `fork`. - The fix in this release is working toward an intermediate milestone of deprecating the use of `fork` and instead using a `spawn` for asynchronous checkpointing. The complete transition to..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","final_url":"https://github.com/NVIDIA/nvidia-resiliency-ext/releases/tag/v0.4.1","title":"NVIDIA/nvidia-resiliency-ext v0.4.1","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:42:52.121515+00:00","bytes":4581,"raw_path":"b8c8c1e8689ca572507b21b79c47f04ffe73acc5f1020652c8e9240d100ad36c.json","content_hash":"e23b0277f9f270012facadd45ceeb9c7bbf2ce1fd3463030fb63a376f4eb057c","excerpt_chars":1200,"truncated":true,"excerpt":"v0.4.1 Repository: NVIDIA/nvidia-resiliency-ext Tag: v0.4.1 Published: 2025-07-17T04:04:11Z Prerelease: no Release notes: Release Notes NVIDIA Resiliency Extension is a Python package for framework developers and users to implement fault-tolerant features. It improves effective training time by minimizing downtime due to failures and interruptions. NVIDIA Resiliency Extension v0.4.1 Highlights This hotfix release includes important bug fixes, performance improvements, and minor updates to enhance stability. - Checkpointing - [PR 104](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/104), [PR 106](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/106), [PR 108](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/108), [PR 111](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/111) and [PR 116](https://github.com/NVIDIA/nvidia-resiliency-ext/pull/116) fix the asynchronous checkpointing module to switch from temporal to using the persistent worker that uses `spawn` instead of `fork`. - The fix in this release is working toward an intermediate milestone of deprecating the use of `fork` and instead using a `spawn` for asynchronous checkpointing. The complete transition to..."}],"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"}]}