{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/ncore v19.1.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/797d7c5d-2698-4cac-a4ae-bac4c546aefc","json_url":"https://onlylabs.fyi/signals/797d7c5d-2698-4cac-a4ae-bac4c546aefc/signal.json","generated_at":"2026-06-11T03:46:00.005523+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/797d7c5d-2698-4cac-a4ae-bac4c546aefc","signal_json":"https://onlylabs.fyi/signals/797d7c5d-2698-4cac-a4ae-bac4c546aefc/signal.json","source":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","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 v19.1.0 (NVIDIA/ncore). 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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/797d7c5d-2698-4cac-a4ae-bac4c546aefc/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","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 v19.1.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/ncore v19.1.0","text":"NVIDIA released NVIDIA/ncore v19.1.0."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/ncore v19.1.0 is classified as release signal."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/ncore v19.1.0 belongs to releases desk."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has context","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.1.0 has context NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ncore v19.1.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has captured page count","object":"1","text":"NVIDIA/ncore v19.1.0 has captured page count 1."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has readable page count","object":"1","text":"NVIDIA/ncore v19.1.0 has readable page count 1."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has related signal count","object":"6","text":"NVIDIA/ncore v19.1.0 has related signal count 6."},{"subject":"NVIDIA/ncore v19.1.0","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 v19.1.0 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 v19.1.0","predicate":"has source host","object":"github.com","text":"NVIDIA/ncore v19.1.0 has source host github.com."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/ncore v19.1.0 has lab NVIDIA."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/ncore v19.1.0 has signal desk releases."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has source host","object":"github.com","text":"NVIDIA/ncore v19.1.0 has source host github.com."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has repository","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.1.0 has repository NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has release","object":"v19.1.0","text":"NVIDIA/ncore v19.1.0 has release v19.1.0."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has notability","object":"Routine version release, not notable","text":"NVIDIA/ncore v19.1.0 has notability Routine version release, not notable."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/ncore v19.1.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/ncore v19.1.0 (NVIDIA/ncore). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine version release, not notable · v19.1.0 Repository: NVIDIA/ncore Tag: v19.1.0 Published: 2026-05-07T12:55:29Z 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 v19.1.0","text":"NVIDIA released NVIDIA/ncore v19.1.0."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/ncore v19.1.0 is classified as release signal."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/ncore v19.1.0 belongs to releases desk."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has context","object":"NVIDIA/ncore","text":"NVIDIA/ncore v19.1.0 has context NVIDIA/ncore."},{"subject":"NVIDIA/ncore v19.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/ncore v19.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"797d7c5d-2698-4cac-a4ae-bac4c546aefc","url":"https://onlylabs.fyi/signals/797d7c5d-2698-4cac-a4ae-bac4c546aefc","json_url":"https://onlylabs.fyi/signals/797d7c5d-2698-4cac-a4ae-bac4c546aefc/signal.json","source_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","title":"NVIDIA/ncore v19.1.0","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":"2026-05-07T12:55:29+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/v19.1.0"]},"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/v19.1.0","final_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","title":"NVIDIA/ncore v19.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:00.005523+00:00","bytes":7331,"raw_path":"deb67d0561dc707efeeee7399d084b0788d20f721c4fe13c0c75aa8b358b7795.json","content_hash":"a357e3f07e2942aff4e00de1d655f56e9da8215ee357b88c41c73b9a23806933","excerpt_chars":1200,"truncated":true,"excerpt":"v19.1.0 Repository: NVIDIA/ncore Tag: v19.1.0 Published: 2026-05-07T12:55:29Z Prerelease: no Release notes: [v19.1.0](https://github.com/NVIDIA/ncore/compare/bb21e4a5ed5eb686be50ee29498eac84ce785574..v19.1.0) - 2026-05-07 Highlights - Add new first class citizen V4 `CameraLabelsComponent` for native camera labels and `CameraLabelsProtocol` for unified access. The new component is based on a generic tagged-union label type system, supports array and image-encoded labels, as well as optional quantization and compression for efficient storage. Migrate Waymo panoptic segmentation to CameraLabelsComponent and add support for visualization in `ncore_vis`. <table><tr> <td>Waymo Panoptic Segmentation Label<img width=\"1831\" height=\"1101\" alt=\"image\" src=\"https://github.com/user-attachments/assets/39ff17d4-ee34-4538-a939-183e18e52b7a\" /></td> <td>Scannet Depth Map Label<img width=\"1134\" height=\"752\" alt=\"image\" src=\"https://github.com/user-attachments/assets/d8b25576-1553-4d17-b00a-37454ef42f84\" /></td> </tr></table> - Enable GPU-based unit tests in the CI using NVIDIA self-hosted runners with Blackwell GPU support, and upgrade PyTorch to 2.7+cu128 for Python 3.11 to ensure compatibility. -..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","final_url":"https://github.com/NVIDIA/ncore/releases/tag/v19.1.0","title":"NVIDIA/ncore v19.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:46:00.005523+00:00","bytes":7331,"raw_path":"deb67d0561dc707efeeee7399d084b0788d20f721c4fe13c0c75aa8b358b7795.json","content_hash":"a357e3f07e2942aff4e00de1d655f56e9da8215ee357b88c41c73b9a23806933","excerpt_chars":1200,"truncated":true,"excerpt":"v19.1.0 Repository: NVIDIA/ncore Tag: v19.1.0 Published: 2026-05-07T12:55:29Z Prerelease: no Release notes: [v19.1.0](https://github.com/NVIDIA/ncore/compare/bb21e4a5ed5eb686be50ee29498eac84ce785574..v19.1.0) - 2026-05-07 Highlights - Add new first class citizen V4 `CameraLabelsComponent` for native camera labels and `CameraLabelsProtocol` for unified access. The new component is based on a generic tagged-union label type system, supports array and image-encoded labels, as well as optional quantization and compression for efficient storage. Migrate Waymo panoptic segmentation to CameraLabelsComponent and add support for visualization in `ncore_vis`. <table><tr> <td>Waymo Panoptic Segmentation Label<img width=\"1831\" height=\"1101\" alt=\"image\" src=\"https://github.com/user-attachments/assets/39ff17d4-ee34-4538-a939-183e18e52b7a\" /></td> <td>Scannet Depth Map Label<img width=\"1134\" height=\"752\" alt=\"image\" src=\"https://github.com/user-attachments/assets/d8b25576-1553-4d17-b00a-37454ef42f84\" /></td> </tr></table> - Enable GPU-based unit tests in the CI using NVIDIA self-hosted runners with Blackwell GPU support, and upgrade PyTorch to 2.7+cu128 for Python 3.11 to ensure compatibility. -..."}],"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"}]}