{"schema_version":"onlylabs.public_signal.v1","title":"NVIDIA Repo: NVIDIA/paidf-orchestration","description":"NVIDIA repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa","json_url":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa/signal.json","generated_at":"2026-07-28T20:39:57.742Z","evidence_latest_fetched_at":"2026-07-02T07:02:08.688366+00:00","signal_first_seen_at":"2026-07-02T07:01:34.503972+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/5b0820ee-2e75-4df6-8152-430325cfd3fa","signal_json":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa/signal.json","source":"https://github.com/NVIDIA/paidf-orchestration","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/paidf-orchestration (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/paidf-orchestration · language Python · New orchestration repo from NVIDIA, routine without traction.. 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/paidf-orchestration","source_host":"github.com","occurred_at":"2026-06-11T14:04:58+00:00","first_seen_at":"2026-07-02T07:01:34.503972+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/paidf-orchestration","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Notability","value":"New orchestration repo from NVIDIA, routine without traction.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","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/paidf-orchestration"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-07-02T07:02:08.688366+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa/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":null,"opportunities_json":null},"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?","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/5b0820ee-2e75-4df6-8152-430325cfd3fa/signal.json","required":true},{"label":"source","url":"https://github.com/NVIDIA/paidf-orchestration","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/paidf-orchestration\" for frontier lab strategy."},"semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/paidf-orchestration","text":"NVIDIA published repo NVIDIA/paidf-orchestration."},{"subject":"NVIDIA/paidf-orchestration","predicate":"is classified as","object":"repo signal","text":"NVIDIA/paidf-orchestration is classified as repo signal."},{"subject":"NVIDIA/paidf-orchestration","predicate":"belongs to","object":"repos desk","text":"NVIDIA/paidf-orchestration belongs to repos desk."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has context","object":"Python","text":"NVIDIA/paidf-orchestration has context Python."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/paidf-orchestration has evidence coverage 1 captured evidence page."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has captured page count","object":"1","text":"NVIDIA/paidf-orchestration has captured page count 1."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has readable page count","object":"1","text":"NVIDIA/paidf-orchestration has readable page count 1."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has related signal count","object":"6","text":"NVIDIA/paidf-orchestration has related signal count 6."},{"subject":"NVIDIA/paidf-orchestration","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/paidf-orchestration 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/paidf-orchestration","predicate":"has source host","object":"github.com","text":"NVIDIA/paidf-orchestration has source host github.com."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has lab","object":"NVIDIA","text":"NVIDIA/paidf-orchestration has lab NVIDIA."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has signal desk","object":"repos","text":"NVIDIA/paidf-orchestration has signal desk repos."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has source host","object":"github.com","text":"NVIDIA/paidf-orchestration has source host github.com."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has repository","object":"NVIDIA/paidf-orchestration","text":"NVIDIA/paidf-orchestration has repository NVIDIA/paidf-orchestration."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has language","object":"Python","text":"NVIDIA/paidf-orchestration has language Python."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has notability","object":"New orchestration repo from NVIDIA, routine without traction.","text":"NVIDIA/paidf-orchestration has notability New orchestration repo from NVIDIA, routine without traction.."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has watch term","object":"Eval methodology","text":"NVIDIA/paidf-orchestration has watch term Eval methodology."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has watch term","object":"Data pipeline","text":"NVIDIA/paidf-orchestration has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"NVIDIA published NVIDIA/paidf-orchestration (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/paidf-orchestration · language Python · New orchestration repo from NVIDIA, routine without traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"NVIDIA","predicate":"published repo","object":"NVIDIA/paidf-orchestration","text":"NVIDIA published repo NVIDIA/paidf-orchestration."},{"subject":"NVIDIA/paidf-orchestration","predicate":"is classified as","object":"repo signal","text":"NVIDIA/paidf-orchestration is classified as repo signal."},{"subject":"NVIDIA/paidf-orchestration","predicate":"belongs to","object":"repos desk","text":"NVIDIA/paidf-orchestration belongs to repos desk."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has context","object":"Python","text":"NVIDIA/paidf-orchestration has context Python."},{"subject":"NVIDIA/paidf-orchestration","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NVIDIA/paidf-orchestration has evidence coverage 1 captured evidence page."}]},"signal":{"id":"5b0820ee-2e75-4df6-8152-430325cfd3fa","url":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa","json_url":"https://onlylabs.fyi/signals/5b0820ee-2e75-4df6-8152-430325cfd3fa/signal.json","source_url":"https://github.com/NVIDIA/paidf-orchestration","title":"NVIDIA/paidf-orchestration","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":"2026-06-11T14:04:58+00:00","first_seen_at":"2026-07-02T07:01:34.503972+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/paidf-orchestration"]},"facets":{"repo":"NVIDIA/paidf-orchestration","language":"Python"},"traction":{"github_stars":0,"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/paidf-orchestration","final_url":"https://github.com/NVIDIA/paidf-orchestration","title":"NVIDIA/paidf-orchestration repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-07-02T07:02:08.688366+00:00","bytes":10067,"raw_path":"61ca7936aa9e88b5be432274ac8b86235d1ce53524908a3d6c9e8cc88fe32f8c.json","content_hash":"396730874e5b3b0feb133a85240684475a7142bfe246fa4fd3c83533e088ad5f","excerpt_chars":1200,"truncated":true,"excerpt":"NVIDIA/paidf-orchestration Description: Scaled workflows for PAIDF Language: Python License: NOASSERTION Stars: 0 Forks: 0 Open issues: 0 Created: 2026-06-11T14:04:58Z Pushed: 2026-07-01T22:59:02Z Default branch: main Fork: no Archived: no README: PAIDF Orchestration The Physical AI Data Factory (PAIDF) Orchestrator is an Airflow-based workflow orchestrator that runs on Kubernetes, syncs DAGs and plugins from S3, and can deploy GPU inference services and batch tasks in cluster. It is used to run a variety of Synthetic Data Generation (SDG) workflows to create annotated video and image data for physical AI use cases. What's Included PAIDF Orchestration includes the following workflows, also referred to as DAGs (Directed Acyclic Graphs) within Airflow. | DAG | What It Does | |-----|--------------| | **People Attribute Search (PAS)** | The Person Attribute Search (PAS) Image Augmentation Pipeline augments existing person object crop datasets by generating controlled variations of clothing, colors, footwear, and other visible person attributes. | Architecture ![PAIDF Orchestration Architecture Diagram](./docs/assets/architecture_diagram.png) Getting Started To get started with PAIDF..."},"evidence_pages":[],"related_signals":[{"id":"1a95f3c5-a631-48d3-8a7e-d1709877db95","url":"https://onlylabs.fyi/signals/1a95f3c5-a631-48d3-8a7e-d1709877db95","source_url":"https://github.com/NVIDIA/nv-telemetry","title":"NVIDIA/nv-telemetry","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-07T22:24:15+00:00","first_seen_at":"2026-07-24T07:00:43.809501+00:00","date_source":"source"},{"id":"eb5a6845-2e72-4b79-8166-d2efc6a8d9f7","url":"https://onlylabs.fyi/signals/eb5a6845-2e72-4b79-8166-d2efc6a8d9f7","source_url":"https://github.com/NVIDIA/nccl-extensions","title":"NVIDIA/nccl-extensions","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-07-07T16:06:41+00:00","first_seen_at":"2026-07-16T07:01:33.302498+00:00","date_source":"source"},{"id":"9732e6d6-0f4b-469e-90e5-0a7bcceb8f57","url":"https://onlylabs.fyi/signals/9732e6d6-0f4b-469e-90e5-0a7bcceb8f57","source_url":"https://github.com/NVIDIA/OpenShell-Research","title":"NVIDIA/OpenShell-Research","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-23T19:14:11+00:00","first_seen_at":"2026-07-17T07:00:43.781852+00:00","date_source":"source"},{"id":"312d420e-340a-4fb3-b7b7-78feff631fa3","url":"https://onlylabs.fyi/signals/312d420e-340a-4fb3-b7b7-78feff631fa3","source_url":"https://github.com/NVIDIA/boro","title":"NVIDIA/boro","context":"Rust","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-23T17:56:09+00:00","first_seen_at":"2026-06-26T23:50:17.855985+00:00","date_source":"source"},{"id":"52660c2f-29a0-4d68-b806-97dd0d5b95b3","url":"https://onlylabs.fyi/signals/52660c2f-29a0-4d68-b806-97dd0d5b95b3","source_url":"https://github.com/NVIDIA/go-nvfm","title":"NVIDIA/go-nvfm","context":"C","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-22T21:42:58+00:00","first_seen_at":"2026-06-30T07:00:43.635221+00:00","date_source":"source"},{"id":"85e7ca9d-0c4e-42eb-adfc-b5ccbdaefb69","url":"https://onlylabs.fyi/signals/85e7ca9d-0c4e-42eb-adfc-b5ccbdaefb69","source_url":"https://github.com/NVIDIA/Spatial-IQ","title":"NVIDIA/Spatial-IQ","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"nvidia","name":"NVIDIA","category":"frontier-lab"},"occurred_at":"2026-06-22T14:44:07+00:00","first_seen_at":"2026-07-24T07:00:43.809501+00:00","date_source":"source"}]}