{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Release: NVIDIA/MDL-SDK 2025","description":"NVIDIA release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648","json_url":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648/signal.json","generated_at":"2026-06-26T23:25:41.208Z","evidence_latest_fetched_at":"2026-06-17T07:02:43.800716+00:00","signal_first_seen_at":"2026-06-17T07:01:29.915036+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/cc94cc5a-8630-42af-b684-f9cdb105c648","signal_json":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648/signal.json","source":"https://github.com/NVIDIA/MDL-SDK/releases/tag/2025","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/MDL-SDK 2025 (NVIDIA/MDL-SDK). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: NVIDIA SDK release, not a frontier model · MDL SDK 2025 (387700.1252): 04 Sep 2025 Repository: NVIDIA/MDL-SDK Tag: 2025 Published: 2025-10-01T09:18:59Z Prerelease: no Release notes: ABI compatible with the MDL.... 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/MDL-SDK/releases/tag/2025","source_host":"github.com","occurred_at":"2025-10-01T09:18:59+00:00","first_seen_at":"2026-06-17T07:01:29.915036+00:00","date_source":"source","context":"NVIDIA/MDL-SDK"},"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/MDL-SDK","source":"source"},{"label":"Release","value":"MDL SDK 2025 (387700.1252): 04 Sep 2025","source":"source"},{"label":"Notability","value":"NVIDIA SDK release, not a frontier model","source":"signal"}],"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/MDL-SDK/releases/tag/2025"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-17T07:02:43.800716+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648/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/cc94cc5a-8630-42af-b684-f9cdb105c648/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/MDL-SDK/releases/tag/2025","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/MDL-SDK 2025\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/MDL-SDK 2025","text":"NVIDIA released NVIDIA/MDL-SDK 2025."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"is classified as","object":"release signal","text":"NVIDIA/MDL-SDK 2025 is classified as release signal."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"belongs to","object":"releases desk","text":"NVIDIA/MDL-SDK 2025 belongs to releases desk."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has context","object":"NVIDIA/MDL-SDK","text":"NVIDIA/MDL-SDK 2025 has context NVIDIA/MDL-SDK."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/MDL-SDK 2025 has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has captured page count","object":"1","text":"NVIDIA/MDL-SDK 2025 has captured page count 1."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has readable page count","object":"1","text":"NVIDIA/MDL-SDK 2025 has readable page count 1."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has related signal count","object":"6","text":"NVIDIA/MDL-SDK 2025 has related signal count 6."},{"subject":"NVIDIA/MDL-SDK 2025","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/MDL-SDK 2025 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has source host","object":"github.com","text":"NVIDIA/MDL-SDK 2025 has source host github.com."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/MDL-SDK 2025 has lab NVIDIA."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has signal desk","object":"releases","text":"NVIDIA/MDL-SDK 2025 has signal desk releases."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has source host","object":"github.com","text":"NVIDIA/MDL-SDK 2025 has source host github.com."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has repository","object":"NVIDIA/MDL-SDK","text":"NVIDIA/MDL-SDK 2025 has repository NVIDIA/MDL-SDK."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has release","object":"MDL SDK 2025 (387700.1252): 04 Sep 2025","text":"NVIDIA/MDL-SDK 2025 has release MDL SDK 2025 (387700.1252): 04 Sep 2025."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has notability","object":"NVIDIA SDK release, not a frontier model","text":"NVIDIA/MDL-SDK 2025 has notability NVIDIA SDK release, not a frontier model."}]},"intelligence":{"signal_desk":"releases","answer":"NVIDIA published NVIDIA/MDL-SDK 2025 (NVIDIA/MDL-SDK). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: NVIDIA SDK release, not a frontier model · MDL SDK 2025 (387700.1252): 04 Sep 2025 Repository: NVIDIA/MDL-SDK Tag: 2025 Published: 2025-10-01T09:18:59Z Prerelease: no Release notes: ABI compatible with the MDL.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"released","object":"NVIDIA/MDL-SDK 2025","text":"NVIDIA released NVIDIA/MDL-SDK 2025."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"is classified as","object":"release signal","text":"NVIDIA/MDL-SDK 2025 is classified as release signal."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"belongs to","object":"releases desk","text":"NVIDIA/MDL-SDK 2025 belongs to releases desk."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has context","object":"NVIDIA/MDL-SDK","text":"NVIDIA/MDL-SDK 2025 has context NVIDIA/MDL-SDK."},{"subject":"NVIDIA/MDL-SDK 2025","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/MDL-SDK 2025 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"cc94cc5a-8630-42af-b684-f9cdb105c648","url":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648","json_url":"https://onlylabs.fyi/signals/cc94cc5a-8630-42af-b684-f9cdb105c648/signal.json","source_url":"https://github.com/NVIDIA/MDL-SDK/releases/tag/2025","title":"NVIDIA/MDL-SDK 2025","summary":"NVIDIA published release notes. onlylabs watches releases for what actually shipped.","context":"NVIDIA/MDL-SDK","kind":{"key":"release","label":"Release"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2025-10-01T09:18:59+00:00","first_seen_at":"2026-06-17T07:01:29.915036+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/MDL-SDK/releases/tag/2025"]},"facets":{"repo":"NVIDIA/MDL-SDK"},"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/MDL-SDK/releases/tag/2025","final_url":"https://github.com/NVIDIA/MDL-SDK/releases/tag/2025","title":"NVIDIA/MDL-SDK 2025","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-17T07:02:43.800716+00:00","bytes":17315,"raw_path":"55f56b9715a3d105fe13572f9ee8e7ace83e15e3da49b35341fdf134cef44474.json","content_hash":"bf99e3ee19f9c9610ca4080efa5fe10e63e6f066d1139b64529b27788255ffdc","excerpt_chars":1200,"truncated":true,"excerpt":"MDL SDK 2025 (387700.1252): 04 Sep 2025 Repository: NVIDIA/MDL-SDK Tag: 2025 Published: 2025-10-01T09:18:59Z Prerelease: no Release notes: ABI compatible with the MDL SDK 2025 (387700.1252) binary release (see [https://developer.nvidia.com/mdl-sdk](https://developer.nvidia.com/mdl-sdk)) **Added and Changed Features** - General - Added template wrapper for `ICompiled_material::lookup_sub_expression()`. - Releases on github include now archives with pre-built binaries. Note that not all features are enabled in these builds. For now, MaterialX support, the Arnold plugin, the AxF example, and the material browser example are not available. - A rare race condition related to names of DB elements marked for removal has been fixed. The corresponding section with the heading \"Re-use of names of DB elements eligible for GC\" on `IDatabase` has been removed from the API reference documentation. - The import libraries for MDL Core/SDK on Windows have been removed. Users should access the MDL Core/SDK libraries using `LoadLibrary()`/`GetProcAddress()` or `dlopen()`/`dlsym()` instead (as it is done in all examples). For cmake, the recommended command is `target_link_libraries(main PRIVATE $..."},"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"}]}