{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/nvbench python-0.1.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752","json_url":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752/signal.json","generated_at":"2026-06-27T00:36:03.640Z","evidence_latest_fetched_at":"2026-06-23T07:02:34.075147+00:00","signal_first_seen_at":"2026-06-23T07:00:35.692093+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/de4868f2-b34a-4dd7-b389-9bed09121752","signal_json":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752/signal.json","source":"https://github.com/NVIDIA/nvbench/releases/tag/python-0.1.0","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/nvbench python-0.1.0 (NVIDIA/nvbench). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine initial release of a benchmarking tool. · NVBench Python Library (v0.1.0) Repository: NVIDIA/nvbench Tag: python-0.1.0 Published: 2026-01-30T15:38:21Z Prerelease: no Release notes: These are the 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/nvbench/releases/tag/python-0.1.0","source_host":"github.com","occurred_at":"2026-01-30T15:38:21+00:00","first_seen_at":"2026-06-23T07:00:35.692093+00:00","date_source":"source","context":"NVIDIA/nvbench"},"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/nvbench","source":"source"},{"label":"Release","value":"NVBench Python Library (v0.1.0)","source":"source"},{"label":"Notability","value":"Routine initial release of a benchmarking tool.","source":"signal"},{"label":"Watch term","value":"Eval methodology","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/nvbench/releases/tag/python-0.1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-23T07:02:34.075147+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752/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/de4868f2-b34a-4dd7-b389-9bed09121752/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/nvbench/releases/tag/python-0.1.0","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/nvbench python-0.1.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/nvbench python-0.1.0","text":"NVIDIA released NVIDIA/nvbench python-0.1.0."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/nvbench python-0.1.0 is classified as release signal."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/nvbench python-0.1.0 belongs to releases desk."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has context","object":"NVIDIA/nvbench","text":"NVIDIA/nvbench python-0.1.0 has context NVIDIA/nvbench."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nvbench python-0.1.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has captured page count","object":"1","text":"NVIDIA/nvbench python-0.1.0 has captured page count 1."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has readable page count","object":"1","text":"NVIDIA/nvbench python-0.1.0 has readable page count 1."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has related signal count","object":"6","text":"NVIDIA/nvbench python-0.1.0 has related signal count 6."},{"subject":"NVIDIA/nvbench python-0.1.0","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/nvbench python-0.1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has source host","object":"github.com","text":"NVIDIA/nvbench python-0.1.0 has source host github.com."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/nvbench python-0.1.0 has lab NVIDIA."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/nvbench python-0.1.0 has signal desk releases."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has source host","object":"github.com","text":"NVIDIA/nvbench python-0.1.0 has source host github.com."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has repository","object":"NVIDIA/nvbench","text":"NVIDIA/nvbench python-0.1.0 has repository NVIDIA/nvbench."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has release","object":"NVBench Python Library (v0.1.0)","text":"NVIDIA/nvbench python-0.1.0 has release NVBench Python Library (v0.1.0)."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has notability","object":"Routine initial release of a benchmarking tool.","text":"NVIDIA/nvbench python-0.1.0 has notability Routine initial release of a benchmarking tool.."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/nvbench python-0.1.0 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/nvbench python-0.1.0 (NVIDIA/nvbench). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Routine initial release of a benchmarking tool. · NVBench Python Library (v0.1.0) Repository: NVIDIA/nvbench Tag: python-0.1.0 Published: 2026-01-30T15:38:21Z Prerelease: no Release notes: These are the release notes.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/nvbench python-0.1.0","text":"NVIDIA released NVIDIA/nvbench python-0.1.0."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/nvbench python-0.1.0 is classified as release signal."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/nvbench python-0.1.0 belongs to releases desk."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has context","object":"NVIDIA/nvbench","text":"NVIDIA/nvbench python-0.1.0 has context NVIDIA/nvbench."},{"subject":"NVIDIA/nvbench python-0.1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/nvbench python-0.1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"de4868f2-b34a-4dd7-b389-9bed09121752","url":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752","json_url":"https://onlylabs.fyi/signals/de4868f2-b34a-4dd7-b389-9bed09121752/signal.json","source_url":"https://github.com/NVIDIA/nvbench/releases/tag/python-0.1.0","title":"NVIDIA/nvbench python-0.1.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/nvbench","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-01-30T15:38:21+00:00","first_seen_at":"2026-06-23T07:00:35.692093+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/nvbench/releases/tag/python-0.1.0"]},"facets":{"repo":"NVIDIA/nvbench"},"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":{"is_primary":true,"source_match":true,"url":"https://github.com/NVIDIA/nvbench/releases/tag/python-0.1.0","final_url":"https://github.com/NVIDIA/nvbench/releases/tag/python-0.1.0","title":"NVIDIA/nvbench python-0.1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-23T07:02:34.075147+00:00","bytes":2689,"raw_path":"4ca7cef0346b52c4a652433200127041244165b43d7348ab2e0aac465b93d622.json","content_hash":"ed68f34899391d91fe7e3532163bde8b65fef82dae8ed81fe0c7c445c8eb70ce","excerpt_chars":1200,"truncated":false,"excerpt":"NVBench Python Library (v0.1.0) Repository: NVIDIA/nvbench Tag: python-0.1.0 Published: 2026-01-30T15:38:21Z Prerelease: no Release notes: These are the release notes for the `cuda-bench` Python package version 0.1.0, dated **January 30th, 2026**. `cuda-bench` is in \"experimental\" status, meaning that its API and feature set can change quite rapidly. Installation Please refer to the installation instructions [here](https://github.com/NVIDIA/nvbench/blob/main/python/README.md). Features - This is the initial release of `cuda-bench` which introduces a Python API for NVBench."},"evidence_pages":[],"related_signals":[{"id":"42a9edb6-2b2c-4f0e-b3bb-896af74645b9","url":"https://onlylabs.fyi/signals/42a9edb6-2b2c-4f0e-b3bb-896af74645b9","source_url":"https://github.com/NVIDIA/cloudxr-framework/releases/tag/6.2.0","title":"NVIDIA/cloudxr-framework 6.2.0","context":"NVIDIA/cloudxr-framework","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-26T20:23:39+00:00","first_seen_at":"2026-06-26T23:50:17.750312+00:00","date_source":"source"},{"id":"335a99b8-e97f-4614-8873-316c0a1a0e62","url":"https://onlylabs.fyi/signals/335a99b8-e97f-4614-8873-316c0a1a0e62","source_url":"https://github.com/NVIDIA/nodewright/releases/tag/chart/v0.17.1","title":"NVIDIA/nodewright chart/v0.17.1","context":"NVIDIA/nodewright","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-26T19:43:37+00:00","first_seen_at":"2026-06-26T23:50:17.750312+00:00","date_source":"source"},{"id":"cda1652a-f88a-4670-be06-1b776d3a9c0c","url":"https://onlylabs.fyi/signals/cda1652a-f88a-4670-be06-1b776d3a9c0c","source_url":"https://github.com/NVIDIA/OpenShell/releases/tag/v0.0.71","title":"NVIDIA/OpenShell v0.0.71","context":"NVIDIA/OpenShell","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-26T15:25:00+00:00","first_seen_at":"2026-06-26T23:50:17.750312+00:00","date_source":"source"},{"id":"ca583de2-5306-453f-b5c5-c20b1fa24bb2","url":"https://onlylabs.fyi/signals/ca583de2-5306-453f-b5c5-c20b1fa24bb2","source_url":"https://github.com/NVIDIA/k8s-launch-kit/releases/tag/v26.7.0-beta.1","title":"NVIDIA/k8s-launch-kit v26.7.0-beta.1","context":"NVIDIA/k8s-launch-kit","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-26T11:00:42+00:00","first_seen_at":"2026-06-26T23:50:17.855985+00:00","date_source":"source"},{"id":"99e3ad37-df71-412a-bbd6-63d7a4ae809f","url":"https://onlylabs.fyi/signals/99e3ad37-df71-412a-bbd6-63d7a4ae809f","source_url":"https://github.com/NVIDIA/TransformerEngine/releases/tag/v2.16.1","title":"NVIDIA/TransformerEngine v2.16.1","context":"NVIDIA/TransformerEngine","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-26T01:05:43+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"},{"id":"fd3bfd23-600d-438e-9dff-cf05341ec5d1","url":"https://onlylabs.fyi/signals/fd3bfd23-600d-438e-9dff-cf05341ec5d1","source_url":"https://github.com/NVIDIA/cccl/releases/tag/v3.3.4","title":"NVIDIA/cccl v3.3.4","context":"NVIDIA/cccl","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-25T20:42:37+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"}]}