{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/recsys-examples v26.04","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be","json_url":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be/signal.json","generated_at":"2026-06-26T23:25:15.533Z","evidence_latest_fetched_at":"2026-06-16T07:02:15.800729+00:00","signal_first_seen_at":"2026-06-16T07:00:35.946831+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/c0220d08-ba6d-4f96-96ad-493c22a878be","signal_json":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be/signal.json","source":"https://github.com/NVIDIA/recsys-examples/releases/tag/v26.04","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/recsys-examples v26.04 (NVIDIA/recsys-examples). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: NVIDIA repository with GPU-accelerated recommendation system examples · v26.04 Repository: NVIDIA/recsys-examples Tag: v26.04 Published: 2026-05-20T06:35:18Z Prerelease: no Release notes: What's Changed Features & Enhancements * Add.... 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/recsys-examples/releases/tag/v26.04","source_host":"github.com","occurred_at":"2026-05-20T06:35:18+00:00","first_seen_at":"2026-06-16T07:00:35.946831+00:00","date_source":"source","context":"NVIDIA/recsys-examples"},"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/recsys-examples","source":"source"},{"label":"Release","value":"v26.04","source":"source"},{"label":"Context","value":"NVIDIA repository with GPU-accelerated recommendation system examples","source":"signal"},{"label":"Notability","value":"Routine example repo release, no major traction.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/recsys-examples/releases/tag/v26.04"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-16T07:02:15.800729+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be/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/c0220d08-ba6d-4f96-96ad-493c22a878be/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/recsys-examples/releases/tag/v26.04","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/recsys-examples v26.04\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/recsys-examples v26.04","text":"NVIDIA released NVIDIA/recsys-examples v26.04."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"is classified as","object":"release signal","text":"NVIDIA/recsys-examples v26.04 is classified as release signal."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"belongs to","object":"releases desk","text":"NVIDIA/recsys-examples v26.04 belongs to releases desk."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has context","object":"NVIDIA/recsys-examples","text":"NVIDIA/recsys-examples v26.04 has context NVIDIA/recsys-examples."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/recsys-examples v26.04 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has captured page count","object":"1","text":"NVIDIA/recsys-examples v26.04 has captured page count 1."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has readable page count","object":"1","text":"NVIDIA/recsys-examples v26.04 has readable page count 1."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has related signal count","object":"6","text":"NVIDIA/recsys-examples v26.04 has related signal count 6."},{"subject":"NVIDIA/recsys-examples v26.04","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/recsys-examples v26.04 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has source host","object":"github.com","text":"NVIDIA/recsys-examples v26.04 has source host github.com."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/recsys-examples v26.04 has lab NVIDIA."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has signal desk","object":"releases","text":"NVIDIA/recsys-examples v26.04 has signal desk releases."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has source host","object":"github.com","text":"NVIDIA/recsys-examples v26.04 has source host github.com."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has repository","object":"NVIDIA/recsys-examples","text":"NVIDIA/recsys-examples v26.04 has repository NVIDIA/recsys-examples."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has release","object":"v26.04","text":"NVIDIA/recsys-examples v26.04 has release v26.04."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has context","object":"NVIDIA repository with GPU-accelerated recommendation system examples","text":"NVIDIA/recsys-examples v26.04 has context NVIDIA repository with GPU-accelerated recommendation system examples."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has notability","object":"Routine example repo release, no major traction.","text":"NVIDIA/recsys-examples v26.04 has notability Routine example repo release, no major traction.."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/recsys-examples v26.04 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/recsys-examples v26.04 (NVIDIA/recsys-examples). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: NVIDIA repository with GPU-accelerated recommendation system examples · v26.04 Repository: NVIDIA/recsys-examples Tag: v26.04 Published: 2026-05-20T06:35:18Z Prerelease: no Release notes: What's Changed Features & Enhancements * Add.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/recsys-examples v26.04","text":"NVIDIA released NVIDIA/recsys-examples v26.04."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"is classified as","object":"release signal","text":"NVIDIA/recsys-examples v26.04 is classified as release signal."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"belongs to","object":"releases desk","text":"NVIDIA/recsys-examples v26.04 belongs to releases desk."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has context","object":"NVIDIA/recsys-examples","text":"NVIDIA/recsys-examples v26.04 has context NVIDIA/recsys-examples."},{"subject":"NVIDIA/recsys-examples v26.04","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/recsys-examples v26.04 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c0220d08-ba6d-4f96-96ad-493c22a878be","url":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be","json_url":"https://onlylabs.fyi/signals/c0220d08-ba6d-4f96-96ad-493c22a878be/signal.json","source_url":"https://github.com/NVIDIA/recsys-examples/releases/tag/v26.04","title":"NVIDIA/recsys-examples v26.04","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/recsys-examples","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-20T06:35:18+00:00","first_seen_at":"2026-06-16T07:00:35.946831+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/recsys-examples/releases/tag/v26.04"]},"facets":{"repo":"NVIDIA/recsys-examples"},"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/recsys-examples/releases/tag/v26.04","final_url":"https://github.com/NVIDIA/recsys-examples/releases/tag/v26.04","title":"NVIDIA/recsys-examples v26.04","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-16T07:02:15.800729+00:00","bytes":4461,"raw_path":"6e34650b593507c3d69ac4e7e8c7ffd6c7c1b759c28489ea2cf08422d47b9eb1.json","content_hash":"004c2efa72711808d26ed9d6b4f259e9286fe66b596ceac55d68ccfe55ddaa43","excerpt_chars":1200,"truncated":true,"excerpt":"v26.04 Repository: NVIDIA/recsys-examples Tag: v26.04 Published: 2026-05-20T06:35:18Z Prerelease: no Release notes: What's Changed Features & Enhancements * Add hash_roundrobin routing mode to mitigate modulo-aliasing imbalance by @ShaobinChen-AH in https://github.com/NVIDIA/recsys-examples/pull/367 * Jagged Arbitrary Masked Self Attention support by @z52527 in https://github.com/NVIDIA/recsys-examples/pull/339 * fix segmented_unique_cuda: replace table_ids with segmented_range by @jiashuy in https://github.com/NVIDIA/recsys-examples/pull/377 * perf(hstu): restore eager-mode .item() in preprocessor; drop duplicate triton_jagged.py by @JacoCheung in https://github.com/NVIDIA/recsys-examples/pull/389 * Improve AOTI compilation of hstu model by @geoffreyQiu in https://github.com/NVIDIA/recsys-examples/pull/380 * Recsys KVCache Manager refactored into standalone package by @geoffreyQiu in https://github.com/NVIDIA/recsys-examples/pull/387 * Add inference aoti benchmark results by @geoffreyQiu in https://github.com/NVIDIA/recsys-examples/pull/394 * [FEA] Beam search by @z52527 in https://github.com/NVIDIA/recsys-examples/pull/379 Bug Fixes * fix: unify dense tensor padding convention..."},"evidence_pages":[],"related_signals":[{"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"},{"id":"a5b53775-868c-4488-8360-deb54e212657","url":"https://onlylabs.fyi/signals/a5b53775-868c-4488-8360-deb54e212657","source_url":"https://github.com/NVIDIA/numba-cuda/releases/tag/v0.30.3","title":"NVIDIA/numba-cuda v0.30.3","context":"NVIDIA/numba-cuda","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-25T19:07:01+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"},{"id":"82d734b6-f932-449b-8767-474c7a82a5e2","url":"https://onlylabs.fyi/signals/82d734b6-f932-449b-8767-474c7a82a5e2","source_url":"https://github.com/NVIDIA/CompileIQ/releases/tag/v1.0.2","title":"NVIDIA/CompileIQ v1.0.2","context":"NVIDIA/CompileIQ","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-25T19:06:53+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"},{"id":"606c639a-b68e-451f-b0dd-445256f20060","url":"https://onlylabs.fyi/signals/606c639a-b68e-451f-b0dd-445256f20060","source_url":"https://github.com/NVIDIA/libredfish/releases/tag/v0.44.16","title":"NVIDIA/libredfish v0.44.16","context":"NVIDIA/libredfish","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-25T17:24:20+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"},{"id":"250b306a-9e42-4350-b956-2d3035a5ef17","url":"https://onlylabs.fyi/signals/250b306a-9e42-4350-b956-2d3035a5ef17","source_url":"https://github.com/NVIDIA/open-gpu-kernel-modules/releases/tag/580.173.02","title":"NVIDIA/open-gpu-kernel-modules 580.173.02","context":"NVIDIA/open-gpu-kernel-modules","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-25T17:12:55+00:00","first_seen_at":"2026-06-26T07:00:35.890963+00:00","date_source":"source"}]}