{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/mlperf-common training-v6.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff","json_url":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff/signal.json","generated_at":"2026-06-27T01:34:35.684Z","evidence_latest_fetched_at":null,"signal_first_seen_at":"2026-06-26T23:50:17.923203+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/619f242b-0e09-499a-903b-3ff4b15912ff","signal_json":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff/signal.json","source":"https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"NVIDIA published NVIDIA/mlperf-common training-v6.0 (NVIDIA/mlperf-common). This release signal is evidence of what shipped, changed, or was packaged for users. onlylabs links this event to 0 captured evidence pages and 6 related release signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"releases","source_context":{"source_url":"https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0","source_host":"github.com","occurred_at":"2026-05-13T14:51:56+00:00","first_seen_at":"2026-06-26T23:50:17.923203+00:00","date_source":"source","context":"NVIDIA/mlperf-common"},"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/mlperf-common","source":"source"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"training","source":"radar"},{"label":"Watch term","value":"Infrastructure","source":"evidence"}],"evidence_coverage":{"target_pages":1,"captured_pages":0,"readable_pages":0,"capture_methods":[],"missing_page_urls":["https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0"],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":null},"data_business":{"matches":true,"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}],"matched_terms":["training"],"score":13,"reason":"NVIDIA has a release signal matching infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Infrastructure?","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/619f242b-0e09-499a-903b-3ff4b15912ff/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0","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":false},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/mlperf-common training-v6.0\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/mlperf-common training-v6.0","text":"NVIDIA released NVIDIA/mlperf-common training-v6.0."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/mlperf-common training-v6.0 is classified as release signal."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/mlperf-common training-v6.0 belongs to releases desk."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has context","object":"NVIDIA/mlperf-common","text":"NVIDIA/mlperf-common training-v6.0 has context NVIDIA/mlperf-common."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has evidence coverage","object":"0 captured evidence pages","text":"NVIDIA/mlperf-common training-v6.0 has evidence coverage 0 captured evidence pages."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"matches data-business lanes","object":"Infrastructure","text":"NVIDIA/mlperf-common training-v6.0 matches data-business lanes Infrastructure."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has captured page count","object":"0","text":"NVIDIA/mlperf-common training-v6.0 has captured page count 0."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has readable page count","object":"0","text":"NVIDIA/mlperf-common training-v6.0 has readable page count 0."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has related signal count","object":"6","text":"NVIDIA/mlperf-common training-v6.0 has related signal count 6."},{"subject":"NVIDIA/mlperf-common training-v6.0","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/mlperf-common training-v6.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has source host","object":"github.com","text":"NVIDIA/mlperf-common training-v6.0 has source host github.com."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/mlperf-common training-v6.0 has lab NVIDIA."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/mlperf-common training-v6.0 has signal desk releases."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has source host","object":"github.com","text":"NVIDIA/mlperf-common training-v6.0 has source host github.com."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has repository","object":"NVIDIA/mlperf-common","text":"NVIDIA/mlperf-common training-v6.0 has repository NVIDIA/mlperf-common."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has radar lane","object":"Infrastructure","text":"NVIDIA/mlperf-common training-v6.0 has radar lane Infrastructure."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has matched term","object":"training","text":"NVIDIA/mlperf-common training-v6.0 has matched term training."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/mlperf-common training-v6.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/mlperf-common training-v6.0 (NVIDIA/mlperf-common). This release signal is evidence of what shipped, changed, or was packaged for users. onlylabs links this event to 0 captured evidence pages and 6 related release signals. It also maps to Infrastructure in the data-business radar.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/mlperf-common training-v6.0","text":"NVIDIA released NVIDIA/mlperf-common training-v6.0."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/mlperf-common training-v6.0 is classified as release signal."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/mlperf-common training-v6.0 belongs to releases desk."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has context","object":"NVIDIA/mlperf-common","text":"NVIDIA/mlperf-common training-v6.0 has context NVIDIA/mlperf-common."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"has evidence coverage","object":"0 captured evidence pages","text":"NVIDIA/mlperf-common training-v6.0 has evidence coverage 0 captured evidence pages."},{"subject":"NVIDIA/mlperf-common training-v6.0","predicate":"matches data-business lanes","object":"Infrastructure","text":"NVIDIA/mlperf-common training-v6.0 matches data-business lanes Infrastructure."}]},"signal":{"id":"619f242b-0e09-499a-903b-3ff4b15912ff","url":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff","json_url":"https://onlylabs.fyi/signals/619f242b-0e09-499a-903b-3ff4b15912ff/signal.json","source_url":"https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0","title":"NVIDIA/mlperf-common training-v6.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/mlperf-common","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-13T14:51:56+00:00","first_seen_at":"2026-06-26T23:50:17.923203+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":0,"readable_pages":0,"capture_methods":[],"missing_page_urls":["https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0"],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/NVIDIA/mlperf-common/releases/tag/training-v6.0"]},"facets":{"repo":"NVIDIA/mlperf-common"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure"}],"score":13,"matched_terms":["training"],"reason":"NVIDIA has a release signal matching infrastructure."}},"primary_evidence_page":null,"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"}]}