{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/NVSentinel v1.16.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3","json_url":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3/signal.json","generated_at":"2026-07-28T17:56:10.239Z","evidence_latest_fetched_at":"2026-07-28T07:01:53.584403+00:00","signal_first_seen_at":"2026-07-28T07:00:43.001449+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/a565793a-0a20-490f-b272-58cac3a6f9d3","signal_json":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3/signal.json","source":"https://github.com/NVIDIA/NVSentinel/releases/tag/v1.16.0","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/NVSentinel v1.16.0 (NVIDIA/NVSentinel). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release v1.16.0 Repository: NVIDIA/NVSentinel Tag: v1.16.0 Published: 2026-07-27T11:01:37Z Prerelease: no Release notes: Release v1.16.0 This release adds detection of.... 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/NVSentinel/releases/tag/v1.16.0","source_host":"github.com","occurred_at":"2026-07-27T11:01:37+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source","context":"NVIDIA/NVSentinel"},"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/NVSentinel","source":"source"},{"label":"Release","value":"Release v1.16.0","source":"source"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/NVSentinel/releases/tag/v1.16.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-28T07:01:53.584403+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3/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/a565793a-0a20-490f-b272-58cac3a6f9d3/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/NVSentinel/releases/tag/v1.16.0","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/NVSentinel v1.16.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/NVSentinel v1.16.0","text":"NVIDIA released NVIDIA/NVSentinel v1.16.0."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/NVSentinel v1.16.0 is classified as release signal."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/NVSentinel v1.16.0 belongs to releases desk."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has context","object":"NVIDIA/NVSentinel","text":"NVIDIA/NVSentinel v1.16.0 has context NVIDIA/NVSentinel."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVSentinel v1.16.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has captured page count","object":"1","text":"NVIDIA/NVSentinel v1.16.0 has captured page count 1."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has readable page count","object":"1","text":"NVIDIA/NVSentinel v1.16.0 has readable page count 1."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has related signal count","object":"6","text":"NVIDIA/NVSentinel v1.16.0 has related signal count 6."},{"subject":"NVIDIA/NVSentinel v1.16.0","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/NVSentinel v1.16.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has source host","object":"github.com","text":"NVIDIA/NVSentinel v1.16.0 has source host github.com."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/NVSentinel v1.16.0 has lab NVIDIA."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/NVSentinel v1.16.0 has signal desk releases."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has source host","object":"github.com","text":"NVIDIA/NVSentinel v1.16.0 has source host github.com."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has repository","object":"NVIDIA/NVSentinel","text":"NVIDIA/NVSentinel v1.16.0 has repository NVIDIA/NVSentinel."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has release","object":"Release v1.16.0","text":"NVIDIA/NVSentinel v1.16.0 has release Release v1.16.0."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has watch term","object":"Data pipeline","text":"NVIDIA/NVSentinel v1.16.0 has watch term Data pipeline."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/NVSentinel v1.16.0 has watch term Infrastructure."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has watch term","object":"Safety and alignment","text":"NVIDIA/NVSentinel v1.16.0 has watch term Safety and alignment."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/NVSentinel v1.16.0 (NVIDIA/NVSentinel). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: Release v1.16.0 Repository: NVIDIA/NVSentinel Tag: v1.16.0 Published: 2026-07-27T11:01:37Z Prerelease: no Release notes: Release v1.16.0 This release adds detection of.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/NVSentinel v1.16.0","text":"NVIDIA released NVIDIA/NVSentinel v1.16.0."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/NVSentinel v1.16.0 is classified as release signal."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/NVSentinel v1.16.0 belongs to releases desk."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has context","object":"NVIDIA/NVSentinel","text":"NVIDIA/NVSentinel v1.16.0 has context NVIDIA/NVSentinel."},{"subject":"NVIDIA/NVSentinel v1.16.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVSentinel v1.16.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"a565793a-0a20-490f-b272-58cac3a6f9d3","url":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3","json_url":"https://onlylabs.fyi/signals/a565793a-0a20-490f-b272-58cac3a6f9d3/signal.json","source_url":"https://github.com/NVIDIA/NVSentinel/releases/tag/v1.16.0","title":"NVIDIA/NVSentinel v1.16.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/NVSentinel","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T11:01:37+00:00","first_seen_at":"2026-07-28T07:00:43.001449+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/NVSentinel/releases/tag/v1.16.0"]},"facets":{"repo":"NVIDIA/NVSentinel"},"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/NVSentinel/releases/tag/v1.16.0","final_url":"https://github.com/NVIDIA/NVSentinel/releases/tag/v1.16.0","title":"NVIDIA/NVSentinel v1.16.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-28T07:01:53.584403+00:00","bytes":11368,"raw_path":"f260c072976d70296beb37f93d398cd3a167ab6c1d66192f5612997eac0fa031.json","content_hash":"8309a0e1e73f107b88842c765c0b6e6ad4f019a0204e83e058bd23b375480148","excerpt_chars":1200,"truncated":true,"excerpt":"Release v1.16.0 Repository: NVIDIA/NVSentinel Tag: v1.16.0 Published: 2026-07-27T11:01:37Z Prerelease: no Release notes: Release v1.16.0 This release adds detection of wedged mlx5 NIC drivers (TX timeout followed by a NAPI soft lockup) via the syslog health monitor, automatic `nvidia-bug-report` collection when a GPU reset fails, node-label actions on fault-quarantine rule matches, and custom recommended actions for Kubernetes Object Monitor policies. It also suppresses false-positive NVLink-down remediations on PCIe GPUs and hardens the NIC monitor against silent misconfiguration. Major New Features Detect mlx5 NIC Driver TX Timeout and NAPI Soft Lockup ([#1508](https://github.com/NVIDIA/NVSentinel/pull/1508)) Adds a multi-line detector to the syslog health monitor that catches a wedged mlx5 NIC driver from kernel logs and quarantines the node, closing a gap where a NAPI soft lockup left a node degraded for days with no NVSentinel signal. In the originating incident ([#1334](https://github.com/NVIDIA/NVSentinel/issues/1334)), an mlx5 TX timeout was followed ~11 seconds later by `BUG: soft lockup - CPU#N stuck` with the kernel stack pinned inside the mlx5 NAPI poll loop; the..."},"evidence_pages":[],"related_signals":[{"id":"31610062-785b-4f53-b894-5f77514cdf77","url":"https://onlylabs.fyi/signals/31610062-785b-4f53-b894-5f77514cdf77","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/migrations/cassandra/v0.10.2","title":"NVIDIA/nvcf migrations/cassandra/v0.10.2","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-28T00:14:27+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"},{"id":"745b2fcf-7c7a-49bf-b980-a9875ce152c1","url":"https://onlylabs.fyi/signals/745b2fcf-7c7a-49bf-b980-a9875ce152c1","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/src/compute-plane-services/nvca/v3.2.0-dev.34","title":"NVIDIA/nvcf src/compute-plane-services/nvca/v3.2.0-dev.34","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T23:42:47+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"},{"id":"559144de-a60c-4a4a-b267-b5726585b1e1","url":"https://onlylabs.fyi/signals/559144de-a60c-4a4a-b267-b5726585b1e1","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/deploy/stacks/observability/v0.0.0-dev.151","title":"NVIDIA/nvcf deploy/stacks/observability/v0.0.0-dev.151","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T23:41:37+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"},{"id":"9514270d-8cb1-48c4-ac55-4589f95aa05d","url":"https://onlylabs.fyi/signals/9514270d-8cb1-48c4-ac55-4589f95aa05d","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/deploy/stacks/self-managed/v0.7.0-dev.153","title":"NVIDIA/nvcf deploy/stacks/self-managed/v0.7.0-dev.153","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T23:41:34+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"},{"id":"25852bd4-4f6c-4dab-b3c6-f2686f4bf46c","url":"https://onlylabs.fyi/signals/25852bd4-4f6c-4dab-b3c6-f2686f4bf46c","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/deploy/stacks/nvcf-compute-plane/v0.2.0-dev.171","title":"NVIDIA/nvcf deploy/stacks/nvcf-compute-plane/v0.2.0-dev.171","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T23:41:31+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"},{"id":"b38f8843-0fe8-4d26-ad7b-07b99c09a64e","url":"https://onlylabs.fyi/signals/b38f8843-0fe8-4d26-ad7b-07b99c09a64e","source_url":"https://github.com/NVIDIA/libredfish/releases/tag/v0.46.0","title":"NVIDIA/libredfish v0.46.0","context":"NVIDIA/libredfish","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-27T23:35:08+00:00","first_seen_at":"2026-07-28T07:00:43.001449+00:00","date_source":"source"}]}