{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/tilus v0.2.0","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1","json_url":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1/signal.json","generated_at":"2026-06-11T03:35:21.963192+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/535fffa1-a9ed-4501-b175-b4138b1ba8d1","signal_json":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1/signal.json","source":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","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/tilus v0.2.0 (NVIDIA/tilus). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v0.2.0 Repository: NVIDIA/tilus Tag: v0.2.0 Published: 2026-04-17T17:56:00Z Prerelease: no Release notes: Tilus v0.2.0 Release Notes Tilus v0.2.0 brings **Blackwell GPU.... 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/tilus/releases/tag/v0.2.0","source_host":"github.com","occurred_at":"2026-04-17T17:56:00+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source","context":"NVIDIA/tilus"},"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/tilus","source":"source"},{"label":"Release","value":"v0.2.0","source":"source"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/tilus/releases/tag/v0.2.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:35:21.963192+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1/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/535fffa1-a9ed-4501-b175-b4138b1ba8d1/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","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/tilus v0.2.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/tilus v0.2.0","text":"NVIDIA released NVIDIA/tilus v0.2.0."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/tilus v0.2.0 is classified as release signal."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/tilus v0.2.0 belongs to releases desk."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has context","object":"NVIDIA/tilus","text":"NVIDIA/tilus v0.2.0 has context NVIDIA/tilus."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/tilus v0.2.0 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has captured page count","object":"1","text":"NVIDIA/tilus v0.2.0 has captured page count 1."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has readable page count","object":"1","text":"NVIDIA/tilus v0.2.0 has readable page count 1."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has related signal count","object":"6","text":"NVIDIA/tilus v0.2.0 has related signal count 6."},{"subject":"NVIDIA/tilus v0.2.0","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/tilus v0.2.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has source host","object":"github.com","text":"NVIDIA/tilus v0.2.0 has source host github.com."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/tilus v0.2.0 has lab NVIDIA."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has signal desk","object":"releases","text":"NVIDIA/tilus v0.2.0 has signal desk releases."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has source host","object":"github.com","text":"NVIDIA/tilus v0.2.0 has source host github.com."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has repository","object":"NVIDIA/tilus","text":"NVIDIA/tilus v0.2.0 has repository NVIDIA/tilus."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has release","object":"v0.2.0","text":"NVIDIA/tilus v0.2.0 has release v0.2.0."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has watch term","object":"Infrastructure","text":"NVIDIA/tilus v0.2.0 has watch term Infrastructure."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has watch term","object":"Agents and tool use","text":"NVIDIA/tilus v0.2.0 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/tilus v0.2.0 (NVIDIA/tilus). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: v0.2.0 Repository: NVIDIA/tilus Tag: v0.2.0 Published: 2026-04-17T17:56:00Z Prerelease: no Release notes: Tilus v0.2.0 Release Notes Tilus v0.2.0 brings **Blackwell GPU.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/tilus v0.2.0","text":"NVIDIA released NVIDIA/tilus v0.2.0."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"is classified as","object":"release signal","text":"NVIDIA/tilus v0.2.0 is classified as release signal."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"belongs to","object":"releases desk","text":"NVIDIA/tilus v0.2.0 belongs to releases desk."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has context","object":"NVIDIA/tilus","text":"NVIDIA/tilus v0.2.0 has context NVIDIA/tilus."},{"subject":"NVIDIA/tilus v0.2.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/tilus v0.2.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"535fffa1-a9ed-4501-b175-b4138b1ba8d1","url":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1","json_url":"https://onlylabs.fyi/signals/535fffa1-a9ed-4501-b175-b4138b1ba8d1/signal.json","source_url":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","title":"NVIDIA/tilus v0.2.0","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/tilus","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-04-17T17:56:00+00:00","first_seen_at":"2026-06-09T07:00:17.261926+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/tilus/releases/tag/v0.2.0"]},"facets":{"repo":"NVIDIA/tilus"},"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/tilus/releases/tag/v0.2.0","final_url":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","title":"NVIDIA/tilus v0.2.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:35:21.963192+00:00","bytes":10246,"raw_path":"b78c2a36bc00c6596947df3ed240c1ddfd4c37c3a8cd527b0318ae94dbc38cfd.json","content_hash":"2156287808cbccdf05b81863645101228a24a8756080748aeba558adcfb9a2c5","excerpt_chars":1200,"truncated":true,"excerpt":"v0.2.0 Repository: NVIDIA/tilus Tag: v0.2.0 Published: 2026-04-17T17:56:00Z Prerelease: no Release notes: Tilus v0.2.0 Release Notes Tilus v0.2.0 brings **Blackwell GPU support**, **initial Hopper support**, and a comprehensive set of **tutorials, documentation, and optimizations**. This release transforms Tilus from an Ampere-focused DSL into one that targets NVIDIA's latest GPU architectures, with fine-grained control over Tensor Memory, TMA, and Cluster Launch Control. Highlights - **Blackwell (SM 10.0) support** — Write kernels using 5th-gen Tensor Cores (tcgen05), Tensor Memory (TMEM), TMA bulk copies, and 2-CTA Tensor Core mode. - **Hopper (SM 9.0) support** — Initial support for WGMMA instructions and warp-specialized GEMM. - **Step-by-step matmul tutorials** — Seven tutorials (V0–V6) walk through building a high-performance Blackwell matmul from scratch, covering TMA, software pipelining, warp specialization, tile rasterization, CLC persistent kernels, and 2-CTA mode. - **Codegen optimizations** — Faster generated code via fast divmod, predicated instruction emission, warp-uniform code generation, and named barriers. Blackwell Architecture Instruction Support - **Tensor..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","final_url":"https://github.com/NVIDIA/tilus/releases/tag/v0.2.0","title":"NVIDIA/tilus v0.2.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:35:21.963192+00:00","bytes":10246,"raw_path":"b78c2a36bc00c6596947df3ed240c1ddfd4c37c3a8cd527b0318ae94dbc38cfd.json","content_hash":"2156287808cbccdf05b81863645101228a24a8756080748aeba558adcfb9a2c5","excerpt_chars":1200,"truncated":true,"excerpt":"v0.2.0 Repository: NVIDIA/tilus Tag: v0.2.0 Published: 2026-04-17T17:56:00Z Prerelease: no Release notes: Tilus v0.2.0 Release Notes Tilus v0.2.0 brings **Blackwell GPU support**, **initial Hopper support**, and a comprehensive set of **tutorials, documentation, and optimizations**. This release transforms Tilus from an Ampere-focused DSL into one that targets NVIDIA's latest GPU architectures, with fine-grained control over Tensor Memory, TMA, and Cluster Launch Control. Highlights - **Blackwell (SM 10.0) support** — Write kernels using 5th-gen Tensor Cores (tcgen05), Tensor Memory (TMEM), TMA bulk copies, and 2-CTA Tensor Core mode. - **Hopper (SM 9.0) support** — Initial support for WGMMA instructions and warp-specialized GEMM. - **Step-by-step matmul tutorials** — Seven tutorials (V0–V6) walk through building a high-performance Blackwell matmul from scratch, covering TMA, software pipelining, warp specialization, tile rasterization, CLC persistent kernels, and 2-CTA mode. - **Codegen optimizations** — Faster generated code via fast divmod, predicated instruction emission, warp-uniform code generation, and named barriers. Blackwell Architecture Instruction Support - **Tensor..."}],"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"}]}