{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/data-federation-mesh","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee","json_url":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee/signal.json","generated_at":"2026-06-11T02:52:55.008666+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/d63feec0-e3ff-448d-9730-7503c2e7bdee","signal_json":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee/signal.json","source":"https://github.com/NVIDIA/data-federation-mesh","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}]}},"answer_pack":{"answer":"NVIDIA published NVIDIA/data-federation-mesh (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/data-federation-mesh · language Python · Routine new repo with low stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NVIDIA/data-federation-mesh","source_host":"github.com","occurred_at":"2026-02-24T17:40:03+00:00","first_seen_at":"2026-06-05T20:58:43.255815+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/data-federation-mesh","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"5","source":"traction"},{"label":"Notability","value":"Routine new repo with low stars","source":"signal"},{"label":"Radar lane","value":"Data demand","source":"radar"},{"label":"Matched term","value":"data","source":"radar"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","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/data-federation-mesh"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:52:55.008666+00:00"},"data_business":{"matches":true,"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data","json_url":"https://onlylabs.fyi/data-radar/data/signals.json"}],"matched_terms":["data"],"score":14,"reason":"NVIDIA has a repo signal matching data demand."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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.","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?","Which data-business lane explains this signal: Data demand?","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/d63feec0-e3ff-448d-9730-7503c2e7bdee/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/data-federation-mesh","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/data-federation-mesh\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/data-federation-mesh","text":"NVIDIA published repo NVIDIA/data-federation-mesh."},{"subject":"NVIDIA/data-federation-mesh","predicate":"is classified as","object":"repo signal","text":"NVIDIA/data-federation-mesh is classified as repo signal."},{"subject":"NVIDIA/data-federation-mesh","predicate":"belongs to","object":"repos desk","text":"NVIDIA/data-federation-mesh belongs to repos desk."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has context","object":"Python","text":"NVIDIA/data-federation-mesh has context Python."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/data-federation-mesh has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/data-federation-mesh","predicate":"matches data-business lanes","object":"Data demand","text":"NVIDIA/data-federation-mesh matches data-business lanes Data demand."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has captured page count","object":"1","text":"NVIDIA/data-federation-mesh has captured page count 1."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has readable page count","object":"1","text":"NVIDIA/data-federation-mesh has readable page count 1."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has related signal count","object":"6","text":"NVIDIA/data-federation-mesh has related signal count 6."},{"subject":"NVIDIA/data-federation-mesh","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/data-federation-mesh 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/data-federation-mesh","predicate":"has source host","object":"github.com","text":"NVIDIA/data-federation-mesh has source host github.com."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/data-federation-mesh has lab NVIDIA."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has signal desk","object":"repos","text":"NVIDIA/data-federation-mesh has signal desk repos."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has source host","object":"github.com","text":"NVIDIA/data-federation-mesh has source host github.com."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has repository","object":"NVIDIA/data-federation-mesh","text":"NVIDIA/data-federation-mesh has repository NVIDIA/data-federation-mesh."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has language","object":"Python","text":"NVIDIA/data-federation-mesh has language Python."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has stars","object":"5","text":"NVIDIA/data-federation-mesh has stars 5."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has notability","object":"Routine new repo with low stars","text":"NVIDIA/data-federation-mesh has notability Routine new repo with low stars."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has radar lane","object":"Data demand","text":"NVIDIA/data-federation-mesh has radar lane Data demand."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/data-federation-mesh (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/data-federation-mesh · language Python · Routine new repo with low stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Data demand in the data-business radar.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/data-federation-mesh","text":"NVIDIA published repo NVIDIA/data-federation-mesh."},{"subject":"NVIDIA/data-federation-mesh","predicate":"is classified as","object":"repo signal","text":"NVIDIA/data-federation-mesh is classified as repo signal."},{"subject":"NVIDIA/data-federation-mesh","predicate":"belongs to","object":"repos desk","text":"NVIDIA/data-federation-mesh belongs to repos desk."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has context","object":"Python","text":"NVIDIA/data-federation-mesh has context Python."},{"subject":"NVIDIA/data-federation-mesh","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/data-federation-mesh has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/data-federation-mesh","predicate":"matches data-business lanes","object":"Data demand","text":"NVIDIA/data-federation-mesh matches data-business lanes Data demand."}]},"signal":{"id":"d63feec0-e3ff-448d-9730-7503c2e7bdee","url":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee","json_url":"https://onlylabs.fyi/signals/d63feec0-e3ff-448d-9730-7503c2e7bdee/signal.json","source_url":"https://github.com/NVIDIA/data-federation-mesh","title":"NVIDIA/data-federation-mesh","summary":"NVIDIA published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-02-24T17:40:03+00:00","first_seen_at":"2026-06-05T20:58:43.255815+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/data-federation-mesh"]},"facets":{"repo":"NVIDIA/data-federation-mesh","language":"Python"},"traction":{"github_stars":5,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"data","label":"Data demand","url":"https://onlylabs.fyi/data-radar/data"}],"score":14,"matched_terms":["data"],"reason":"NVIDIA has a repo signal matching data demand."}},"primary_evidence_page":{"url":"https://github.com/NVIDIA/data-federation-mesh","final_url":"https://github.com/NVIDIA/data-federation-mesh","title":"NVIDIA/data-federation-mesh repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:55.008666+00:00","bytes":15365,"raw_path":"7c5150307a5b6ab5de1a362c79f72327b267cd779477f51fc95c82829fc897e9.json","content_hash":"b7a132d31fe7cdb77dbd8f47b5045fe4fb8fc3d2da9d7791799fefd6f154ea46","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/data-federation-mesh Description: Python-based framework designed to facilitate creation and orchestration of complex workflows processing data coming from various distributed sources, and streaming those data into applications. Language: Python License: Apache-2.0 Stars: 5 Forks: 1 Open issues: 0 Created: 2026-02-24T17:40:03Z Pushed: 2026-05-07T13:17:28Z Default branch: main Fork: no Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <!-- markdownlint-disable MD002 MD033 MD041 MD053 --> <div align=\"center\"> NVIDIA Data Federation Mesh Data Federation Mesh..."},"evidence_pages":[{"url":"https://github.com/NVIDIA/data-federation-mesh","final_url":"https://github.com/NVIDIA/data-federation-mesh","title":"NVIDIA/data-federation-mesh repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T02:52:55.008666+00:00","bytes":15365,"raw_path":"7c5150307a5b6ab5de1a362c79f72327b267cd779477f51fc95c82829fc897e9.json","content_hash":"b7a132d31fe7cdb77dbd8f47b5045fe4fb8fc3d2da9d7791799fefd6f154ea46","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/data-federation-mesh Description: Python-based framework designed to facilitate creation and orchestration of complex workflows processing data coming from various distributed sources, and streaming those data into applications. Language: Python License: Apache-2.0 Stars: 5 Forks: 1 Open issues: 0 Created: 2026-02-24T17:40:03Z Pushed: 2026-05-07T13:17:28Z Default branch: main Fork: no Archived: no README: <!-- SPDX-FileCopyrightText: Copyright (c) 2026 NVIDIA CORPORATION & AFFILIATES. All rights reserved. SPDX-License-Identifier: Apache-2.0 Licensed under the Apache License, Version 2.0 (the \"License\"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an \"AS IS\" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> <!-- markdownlint-disable MD002 MD033 MD041 MD053 --> <div align=\"center\"> NVIDIA Data Federation Mesh Data Federation Mesh..."}],"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"}]}