{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/NVFlare","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008","json_url":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008/signal.json","generated_at":"2026-06-11T03:56:07.590361+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/d3677987-d630-426e-b6ab-5e0e6087d008","signal_json":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008/signal.json","source":"https://github.com/NVIDIA/NVFlare","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"NVIDIA published NVIDIA/NVFlare (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/NVFlare · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NVIDIA/NVFlare","source_host":"github.com","occurred_at":"2021-07-23T17:26:12+00:00","first_seen_at":"2026-06-06T01:49:43.157024+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"NVIDIA","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NVIDIA/NVFlare","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"939","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch 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of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/NVFlare","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":null,"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 repo signal \"NVIDIA/NVFlare\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/NVFlare","text":"NVIDIA published repo NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare","predicate":"is classified as","object":"repo signal","text":"NVIDIA/NVFlare is classified as repo signal."},{"subject":"NVIDIA/NVFlare","predicate":"belongs to","object":"repos desk","text":"NVIDIA/NVFlare belongs to repos desk."},{"subject":"NVIDIA/NVFlare","predicate":"has context","object":"Python","text":"NVIDIA/NVFlare has context Python."},{"subject":"NVIDIA/NVFlare","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVFlare has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/NVFlare","predicate":"has captured page count","object":"1","text":"NVIDIA/NVFlare has captured page count 1."},{"subject":"NVIDIA/NVFlare","predicate":"has readable page count","object":"1","text":"NVIDIA/NVFlare has readable page count 1."},{"subject":"NVIDIA/NVFlare","predicate":"has related signal count","object":"6","text":"NVIDIA/NVFlare has related signal count 6."},{"subject":"NVIDIA/NVFlare","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"NVIDIA/NVFlare has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"NVIDIA/NVFlare","predicate":"has source host","object":"github.com","text":"NVIDIA/NVFlare has source host github.com."},{"subject":"NVIDIA/NVFlare","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/NVFlare has lab NVIDIA."},{"subject":"NVIDIA/NVFlare","predicate":"has signal desk","object":"repos","text":"NVIDIA/NVFlare has signal desk repos."},{"subject":"NVIDIA/NVFlare","predicate":"has source host","object":"github.com","text":"NVIDIA/NVFlare has source host github.com."},{"subject":"NVIDIA/NVFlare","predicate":"has repository","object":"NVIDIA/NVFlare","text":"NVIDIA/NVFlare has repository NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare","predicate":"has language","object":"Python","text":"NVIDIA/NVFlare has language Python."},{"subject":"NVIDIA/NVFlare","predicate":"has stars","object":"939","text":"NVIDIA/NVFlare has stars 939."},{"subject":"NVIDIA/NVFlare","predicate":"has watch term","object":"RL environments","text":"NVIDIA/NVFlare has watch term RL environments."},{"subject":"NVIDIA/NVFlare","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/NVFlare has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/NVFlare (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NVIDIA/NVFlare · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/NVFlare","text":"NVIDIA published repo NVIDIA/NVFlare."},{"subject":"NVIDIA/NVFlare","predicate":"is classified as","object":"repo signal","text":"NVIDIA/NVFlare is classified as repo signal."},{"subject":"NVIDIA/NVFlare","predicate":"belongs to","object":"repos desk","text":"NVIDIA/NVFlare belongs to repos desk."},{"subject":"NVIDIA/NVFlare","predicate":"has context","object":"Python","text":"NVIDIA/NVFlare has context Python."},{"subject":"NVIDIA/NVFlare","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/NVFlare has evidence coverage 1 captured evidence page."}]},"signal":{"id":"d3677987-d630-426e-b6ab-5e0e6087d008","url":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008","json_url":"https://onlylabs.fyi/signals/d3677987-d630-426e-b6ab-5e0e6087d008/signal.json","source_url":"https://github.com/NVIDIA/NVFlare","title":"NVIDIA/NVFlare","summary":"NVIDIA published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent 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[Documentation](https://nvflare.readthedocs.io/en/main) [![Blossom-CI](https://github.com/NVIDIA/nvflare/workflows/Blossom-CI/badge.svg?branch=main)](https://github.com/NVIDIA/nvflare/actions) [![documentation](https://readthedocs.org/projects/nvflare/badge/?version=main)](https://nvflare.readthedocs.io/en/main/?badge=main) [![license](https://img.shields.io/badge/License-Apache%202.0-brightgreen.svg)](./LICENSE)..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/NVFlare","final_url":"https://github.com/NVIDIA/NVFlare","title":"NVIDIA/NVFlare repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:07.590361+00:00","bytes":12184,"raw_path":"ce939e172e243782c72885d8e43ec31ccdac26590427c326fa62e6f1aefaab8b.json","content_hash":"56b49d2b1adb722b31a82a3267f7fa1f916d5fc83dac587c7db1319f273ca7df","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/NVFlare Description: NVIDIA Federated Learning Application 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[![license](https://img.shields.io/badge/License-Apache%202.0-brightgreen.svg)](./LICENSE)..."}],"related_signals":[{"id":"9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","url":"https://onlylabs.fyi/signals/9c2bf9a4-d1d1-40d5-82e6-f8f753666e51","source_url":"https://github.com/NVIDIA/srt-slurm-recipes","title":"NVIDIA/srt-slurm-recipes","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-06T16:27:18+00:00","first_seen_at":"2026-06-09T07:00:17.261926+00:00","date_source":"source"},{"id":"69994713-c7b8-497a-9632-f22a985e3ab2","url":"https://onlylabs.fyi/signals/69994713-c7b8-497a-9632-f22a985e3ab2","source_url":"https://github.com/NVIDIA/instant-nurec","title":"NVIDIA/instant-nurec","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-22T18:08:59+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"8e495175-9ea0-4970-8f0c-bce8e6eeddbb","url":"https://onlylabs.fyi/signals/8e495175-9ea0-4970-8f0c-bce8e6eeddbb","source_url":"https://github.com/NVIDIA/nv-config-manager","title":"NVIDIA/nv-config-manager","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-21T20:26:37+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"20d352e8-82e7-477b-8bdf-923812420180","url":"https://onlylabs.fyi/signals/20d352e8-82e7-477b-8bdf-923812420180","source_url":"https://github.com/NVIDIA/nurec-skills","title":"NVIDIA/nurec-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-20T18:40:04+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"9ea31493-953e-4b1e-bdf1-e116d282f650","url":"https://onlylabs.fyi/signals/9ea31493-953e-4b1e-bdf1-e116d282f650","source_url":"https://github.com/NVIDIA/cosmos-framework","title":"NVIDIA/cosmos-framework","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T16:27:26+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"},{"id":"6d0e432a-4b75-4cda-880e-54189f717d5b","url":"https://onlylabs.fyi/signals/6d0e432a-4b75-4cda-880e-54189f717d5b","source_url":"https://github.com/NVIDIA/harmonizer","title":"NVIDIA/harmonizer","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-05-19T15:39:32+00:00","first_seen_at":"2026-06-05T20:58:43.255815+00:00","date_source":"source"}]}