{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/cudnn-frontend v1.32.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9","json_url":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9/signal.json","generated_at":"2026-10-27T11:02:23.415Z","evidence_latest_fetched_at":"2026-10-27T07:04:20.630601+00:00","signal_first_seen_at":"2026-10-27T07:00:44.055479+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/24237d02-5c1e-4cfd-ae56-f11621a7a2e9","signal_json":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9/signal.json","source":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.32.0","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/cudnn-frontend v1.32.0 (NVIDIA/cudnn-frontend). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v1.32.0 release Repository: NVIDIA/cudnn-frontend Tag: v1.32.0 Published: 2026-10-27T03:20:31Z Prerelease: no Release notes: cuDNN Frontend v1.32.0 Release Notes cuDNN.... 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/cudnn-frontend/releases/tag/v1.32.0","source_host":"github.com","occurred_at":"2026-10-27T03:20:31+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source","context":"NVIDIA/cudnn-frontend"},"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/cudnn-frontend","source":"source"},{"label":"Release","value":"v1.32.0 release","source":"source"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","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/cudnn-frontend/releases/tag/v1.32.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-27T07:04:20.630601+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9/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/24237d02-5c1e-4cfd-ae56-f11621a7a2e9/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.32.0","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/cudnn-frontend v1.32.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/cudnn-frontend v1.32.0","text":"NVIDIA released NVIDIA/cudnn-frontend v1.32.0."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/cudnn-frontend v1.32.0 is classified as release signal."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/cudnn-frontend v1.32.0 belongs to releases desk."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has context","object":"NVIDIA/cudnn-frontend","text":"NVIDIA/cudnn-frontend v1.32.0 has context NVIDIA/cudnn-frontend."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/cudnn-frontend v1.32.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has captured page count","object":"1","text":"NVIDIA/cudnn-frontend v1.32.0 has captured page count 1."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has readable page count","object":"1","text":"NVIDIA/cudnn-frontend v1.32.0 has readable page count 1."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has related signal count","object":"6","text":"NVIDIA/cudnn-frontend v1.32.0 has related signal count 6."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","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/cudnn-frontend v1.32.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has source host","object":"github.com","text":"NVIDIA/cudnn-frontend v1.32.0 has source host github.com."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/cudnn-frontend v1.32.0 has lab NVIDIA."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/cudnn-frontend v1.32.0 has signal desk releases."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has source host","object":"github.com","text":"NVIDIA/cudnn-frontend v1.32.0 has source host github.com."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has repository","object":"NVIDIA/cudnn-frontend","text":"NVIDIA/cudnn-frontend v1.32.0 has repository NVIDIA/cudnn-frontend."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has release","object":"v1.32.0 release","text":"NVIDIA/cudnn-frontend v1.32.0 has release v1.32.0 release."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has watch term","object":"Model card","text":"NVIDIA/cudnn-frontend v1.32.0 has watch term Model card."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/cudnn-frontend v1.32.0 has watch term Infrastructure."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/cudnn-frontend v1.32.0 (NVIDIA/cudnn-frontend). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v1.32.0 release Repository: NVIDIA/cudnn-frontend Tag: v1.32.0 Published: 2026-10-27T03:20:31Z Prerelease: no Release notes: cuDNN Frontend v1.32.0 Release Notes cuDNN.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/cudnn-frontend v1.32.0","text":"NVIDIA released NVIDIA/cudnn-frontend v1.32.0."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/cudnn-frontend v1.32.0 is classified as release signal."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/cudnn-frontend v1.32.0 belongs to releases desk."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has context","object":"NVIDIA/cudnn-frontend","text":"NVIDIA/cudnn-frontend v1.32.0 has context NVIDIA/cudnn-frontend."},{"subject":"NVIDIA/cudnn-frontend v1.32.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/cudnn-frontend v1.32.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"24237d02-5c1e-4cfd-ae56-f11621a7a2e9","url":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9","json_url":"https://onlylabs.fyi/signals/24237d02-5c1e-4cfd-ae56-f11621a7a2e9/signal.json","source_url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.32.0","title":"NVIDIA/cudnn-frontend v1.32.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/cudnn-frontend","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T03:20:31+00:00","first_seen_at":"2026-10-27T07:00:44.055479+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/cudnn-frontend/releases/tag/v1.32.0"]},"facets":{"repo":"NVIDIA/cudnn-frontend"},"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/cudnn-frontend/releases/tag/v1.32.0","final_url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.32.0","title":"NVIDIA/cudnn-frontend v1.32.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-27T07:04:20.630601+00:00","bytes":26854,"raw_path":"a4f6d11b8931f0c475c5d61da1fa572b4ff5829b074e7eff730677a1a13af5d7.json","content_hash":"4b79ad1916e094a5500991d2d9aeca711959150737fd9b4f834f15a1c44793e3","excerpt_chars":1200,"truncated":true,"excerpt":"v1.32.0 release Repository: NVIDIA/cudnn-frontend Tag: v1.32.0 Published: 2026-10-27T03:20:31Z Prerelease: no Release notes: cuDNN Frontend v1.32.0 Release Notes cuDNN Frontend v1.32.0 adds Mamba-2, Qwen sparse attention training, Rubin triangle operations, and a CuTe DSL normalization backend. FROST SDPA gains more native forward and backward configurations, broader paged-cache support, and lower setup overhead. This release also adds FROST plan serialization, expands JAX grouped GEMM support, and updates Python bindings and dependencies. New: Mamba-2 linear attention 🚀 🚀 Mamba-2 joins the FROST linear-attention family with forward, backward, and state-summary operations on SM100, SM103, and SM107. The Python entry point is `cudnn.linear_attention.ops.mamba2` ([#1577](https://github.com/NVIDIA/cudnn-frontend/pull/1577)). - Supports packed sequences, BF16/FP16 inputs, initial and final recurrent states, optional skip connections, output gating, and step-size controls. The supported state dimension is 128. - State summaries expose the per-sequence end state and transition needed to compose sequence segments. Summary backward is also available. - Checkpoints can use..."},"evidence_pages":[],"related_signals":[{"id":"aa5eef7e-e5bf-412d-a7e4-3ed230b16986","url":"https://onlylabs.fyi/signals/aa5eef7e-e5bf-412d-a7e4-3ed230b16986","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/migrations/openbao/v0.23.0","title":"NVIDIA/nvcf migrations/openbao/v0.23.0","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T06:08:42+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"},{"id":"5e6765fb-1f8a-4584-b83c-10fb127a5da4","url":"https://onlylabs.fyi/signals/5e6765fb-1f8a-4584-b83c-10fb127a5da4","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/deploy/helm/grpc-proxy/v1.12.0","title":"NVIDIA/nvcf deploy/helm/grpc-proxy/v1.12.0","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T06:07:17+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"},{"id":"525664ea-d546-481d-b3ae-b24f449964a0","url":"https://onlylabs.fyi/signals/525664ea-d546-481d-b3ae-b24f449964a0","source_url":"https://github.com/NVIDIA/nvcf/releases/tag/src/invocation-plane-services/grpc-proxy/v1.35.0","title":"NVIDIA/nvcf src/invocation-plane-services/grpc-proxy/v1.35.0","context":"NVIDIA/nvcf","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T06:06:48+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"},{"id":"caa78cda-3d1b-4efe-ae51-d5a7bfaca334","url":"https://onlylabs.fyi/signals/caa78cda-3d1b-4efe-ae51-d5a7bfaca334","source_url":"https://github.com/NVIDIA/NeMo-Relay/releases/tag/0.11.0-rc.3","title":"NVIDIA/NeMo-Relay 0.11.0-rc.3","context":"NVIDIA/NeMo-Relay","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T02:38:29+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"},{"id":"b08e5891-215e-4dbf-822a-473737cebaf6","url":"https://onlylabs.fyi/signals/b08e5891-215e-4dbf-822a-473737cebaf6","source_url":"https://github.com/NVIDIA/cudnn-frontend/releases/tag/v1.32.0-rc.76885598","title":"NVIDIA/cudnn-frontend v1.32.0-rc.76885598","context":"NVIDIA/cudnn-frontend","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T02:35:47+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"},{"id":"d07582f1-93e7-4f98-9098-849e16ee8812","url":"https://onlylabs.fyi/signals/d07582f1-93e7-4f98-9098-849e16ee8812","source_url":"https://github.com/NVIDIA/elements/releases/tag/%40nvidia-elements/core-v2.18.1","title":"NVIDIA/elements @nvidia-elements/core-v2.18.1","context":"NVIDIA/elements","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-10-27T02:11:04+00:00","first_seen_at":"2026-10-27T07:00:44.055479+00:00","date_source":"source"}]}