{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/ncore v19.2.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686","json_url":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686/signal.json","generated_at":"2026-06-11T03:45:59.474466+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/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686","signal_json":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686/signal.json","source":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","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/ncore v19.2.0 (NVIDIA/ncore). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release, no traction · v19.2.0 Repository: NVIDIA/ncore Tag: v19.2.0 Published: 2026-05-14T10:58:46Z Prerelease: no Release notes:.... 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/ncore/releases/tag/v19.2.0","source_host":"github.com","occurred_at":"2026-05-14T10:58:46+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source","context":"NVIDIA/ncore"},"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/ncore","source":"source"},{"label":"Release","value":"v19.2.0","source":"source"},{"label":"Notability","value":"Routine library release, no traction","source":"signal"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/ncore/releases/tag/v19.2.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:45:59.474466+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686/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/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","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/ncore v19.2.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/ncore v19.2.0","text":"NVIDIA released NVIDIA/ncore v19.2.0."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/ncore v19.2.0 is classified as release signal."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/ncore v19.2.0 belongs to releases desk."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has context","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.2.0 has context NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ncore v19.2.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has captured page count","object":"1","text":"NVIDIA/ncore v19.2.0 has captured page count 1."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has readable page count","object":"1","text":"NVIDIA/ncore v19.2.0 has readable page count 1."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has related signal count","object":"6","text":"NVIDIA/ncore v19.2.0 has related signal count 6."},{"subject":"NVIDIA/ncore v19.2.0","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/ncore v19.2.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has source host","object":"github.com","text":"NVIDIA/ncore v19.2.0 has source host github.com."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/ncore v19.2.0 has lab NVIDIA."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/ncore v19.2.0 has signal desk releases."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has source host","object":"github.com","text":"NVIDIA/ncore v19.2.0 has source host github.com."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has repository","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.2.0 has repository NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has release","object":"v19.2.0","text":"NVIDIA/ncore v19.2.0 has release v19.2.0."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has notability","object":"Routine library release, no traction","text":"NVIDIA/ncore v19.2.0 has notability Routine library release, no traction."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has watch term","object":"Data pipeline","text":"NVIDIA/ncore v19.2.0 has watch term Data pipeline."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has watch term","object":"Safety and alignment","text":"NVIDIA/ncore v19.2.0 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/ncore v19.2.0 (NVIDIA/ncore). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine library release, no traction · v19.2.0 Repository: NVIDIA/ncore Tag: v19.2.0 Published: 2026-05-14T10:58:46Z Prerelease: no Release notes:.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/ncore v19.2.0","text":"NVIDIA released NVIDIA/ncore v19.2.0."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/ncore v19.2.0 is classified as release signal."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/ncore v19.2.0 belongs to releases desk."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has context","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.2.0 has context NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.2.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ncore v19.2.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686","url":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686","json_url":"https://onlylabs.fyi/signals/cbfe21f8-2ca7-4b5b-89d0-d7a0638f0686/signal.json","source_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","title":"NVIDIA/ncore v19.2.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/ncore","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-14T10:58:46+00:00","first_seen_at":"2026-06-05T20:58:43.255815+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/ncore/releases/tag/v19.2.0"]},"facets":{"repo":"NVIDIA/ncore"},"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/ncore/releases/tag/v19.2.0","final_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","title":"NVIDIA/ncore v19.2.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:59.474466+00:00","bytes":4603,"raw_path":"033893c67d33017c09f8aa4fe93e4519a34a6629e3a620b79eb2ec0a4ec563e2.json","content_hash":"3a0426b479ea38bd9c2f0fd06b5143cfa7a45a607b87e22dd707171fa461acde","excerpt_chars":1200,"truncated":true,"excerpt":"v19.2.0 Repository: NVIDIA/ncore Tag: v19.2.0 Published: 2026-05-14T10:58:46Z Prerelease: no Release notes: [v19.2.0](https://github.com/NVIDIA/ncore/compare/d606bf47b50b5350562f485b6e4dd0a57c44fdef..v19.2.0) - 2026-05-12 Highlights - Add support for KITTI raw dataset conversion to NCore V4 format, enabling users to easily convert and utilize the popular KITTI dataset in the latest NCore format with native support for camera labels and efficient storage. <img width=\"2161\" height=\"945\" alt=\"image\" src=\"https://github.com/user-attachments/assets/b5caef11-0cc5-4bf5-b604-acf2aa80d7d0\" /> <img width=\"2000\" height=\"1200\" alt=\"image\" src=\"https://github.com/user-attachments/assets/28f24f63-3ad9-46b6-8b26-88a9a8265cb5\" /> - Add component-level generic_data support in NCore V4, allowing components to store and access arbitrary user-defined data in a flexible and extensible way, enabling new use cases and easier integration of custom data types without modifying the core library. - Replaced mypy with ty for static type checking, resulting in significantly faster type checking times (approximately 9x faster) while maintaining strong type safety and improving developer productivity. ➕ Added -..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","final_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.2.0","title":"NVIDIA/ncore v19.2.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:45:59.474466+00:00","bytes":4603,"raw_path":"033893c67d33017c09f8aa4fe93e4519a34a6629e3a620b79eb2ec0a4ec563e2.json","content_hash":"3a0426b479ea38bd9c2f0fd06b5143cfa7a45a607b87e22dd707171fa461acde","excerpt_chars":1200,"truncated":true,"excerpt":"v19.2.0 Repository: NVIDIA/ncore Tag: v19.2.0 Published: 2026-05-14T10:58:46Z Prerelease: no Release notes: [v19.2.0](https://github.com/NVIDIA/ncore/compare/d606bf47b50b5350562f485b6e4dd0a57c44fdef..v19.2.0) - 2026-05-12 Highlights - Add support for KITTI raw dataset conversion to NCore V4 format, enabling users to easily convert and utilize the popular KITTI dataset in the latest NCore format with native support for camera labels and efficient storage. <img width=\"2161\" height=\"945\" alt=\"image\" src=\"https://github.com/user-attachments/assets/b5caef11-0cc5-4bf5-b604-acf2aa80d7d0\" /> <img width=\"2000\" height=\"1200\" alt=\"image\" src=\"https://github.com/user-attachments/assets/28f24f63-3ad9-46b6-8b26-88a9a8265cb5\" /> - Add component-level generic_data support in NCore V4, allowing components to store and access arbitrary user-defined data in a flexible and extensible way, enabling new use cases and easier integration of custom data types without modifying the core library. - Replaced mypy with ty for static type checking, resulting in significantly faster type checking times (approximately 9x faster) while maintaining strong type safety and improving developer productivity. ➕ Added -..."}],"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"}]}