{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Repo: PaddlePaddle/PaddleCFD","description":"Baidu (ERNIE) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485","json_url":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485/signal.json","generated_at":"2026-06-11T03:57:44.584511+00:00","org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/baidu","dossier_json_url":"https://onlylabs.fyi/labs/baidu/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485","signal_json":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485/signal.json","source":"https://github.com/PaddlePaddle/PaddleCFD","lab_dossier":"https://onlylabs.fyi/labs/baidu","lab_dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis":"https://onlylabs.fyi/analysis/baidu","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/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":"Baidu (ERNIE) published PaddlePaddle/PaddleCFD (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo PaddlePaddle/PaddleCFD · language Python · New repo by Baidu with modest 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/PaddlePaddle/PaddleCFD","source_host":"github.com","occurred_at":"2025-03-19T07:27:10+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Baidu (ERNIE)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"PaddlePaddle/PaddleCFD","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"64","source":"traction"},{"label":"Notability","value":"New repo by Baidu with modest traction","source":"signal"},{"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/PaddlePaddle/PaddleCFD"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:57:44.584511+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485/signal.json","dossier_json":"https://onlylabs.fyi/labs/baidu/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/baidu/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/baidu/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/97763d34-1f94-4039-81fe-749aea5c7485/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/PaddleCFD","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/baidu/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/baidu/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 Baidu (ERNIE)'s repo signal \"PaddlePaddle/PaddleCFD\" for frontier lab strategy."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/PaddleCFD","text":"Baidu (ERNIE) published repo PaddlePaddle/PaddleCFD."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/PaddleCFD is classified as repo signal."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/PaddleCFD belongs to repos desk."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has context","object":"Python","text":"PaddlePaddle/PaddleCFD has context Python."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleCFD has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has captured page count","object":"1","text":"PaddlePaddle/PaddleCFD has captured page count 1."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has readable page count","object":"1","text":"PaddlePaddle/PaddleCFD has readable page count 1."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has related signal count","object":"6","text":"PaddlePaddle/PaddleCFD has related signal count 6."},{"subject":"PaddlePaddle/PaddleCFD","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":"PaddlePaddle/PaddleCFD 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":"PaddlePaddle/PaddleCFD","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleCFD has source host github.com."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/PaddleCFD has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has signal desk","object":"repos","text":"PaddlePaddle/PaddleCFD has signal desk repos."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has source host","object":"github.com","text":"PaddlePaddle/PaddleCFD has source host github.com."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has repository","object":"PaddlePaddle/PaddleCFD","text":"PaddlePaddle/PaddleCFD has repository PaddlePaddle/PaddleCFD."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has language","object":"Python","text":"PaddlePaddle/PaddleCFD has language Python."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has stars","object":"64","text":"PaddlePaddle/PaddleCFD has stars 64."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has notability","object":"New repo by Baidu with modest traction","text":"PaddlePaddle/PaddleCFD has notability New repo by Baidu with modest traction."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has watch term","object":"Infrastructure","text":"PaddlePaddle/PaddleCFD has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Baidu (ERNIE) published PaddlePaddle/PaddleCFD (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo PaddlePaddle/PaddleCFD · language Python · New repo by Baidu with modest traction. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/PaddleCFD","text":"Baidu (ERNIE) published repo PaddlePaddle/PaddleCFD."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/PaddleCFD is classified as repo signal."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/PaddleCFD belongs to repos desk."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has context","object":"Python","text":"PaddlePaddle/PaddleCFD has context Python."},{"subject":"PaddlePaddle/PaddleCFD","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/PaddleCFD has evidence coverage 1 captured evidence page."}]},"signal":{"id":"97763d34-1f94-4039-81fe-749aea5c7485","url":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485","json_url":"https://onlylabs.fyi/signals/97763d34-1f94-4039-81fe-749aea5c7485/signal.json","source_url":"https://github.com/PaddlePaddle/PaddleCFD","title":"PaddlePaddle/PaddleCFD","summary":"Baidu (ERNIE) 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":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-03-19T07:27:10+00:00","first_seen_at":"2026-06-05T20:58:47.85163+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/PaddlePaddle/PaddleCFD"]},"facets":{"repo":"PaddlePaddle/PaddleCFD","language":"Python"},"traction":{"github_stars":64,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/PaddlePaddle/PaddleCFD","final_url":"https://github.com/PaddlePaddle/PaddleCFD","title":"PaddlePaddle/PaddleCFD repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:44.584511+00:00","bytes":12671,"raw_path":"f103b71753eaf9c86400f9c069368948f93eff17726fc16e82bee58db11a12f7.json","content_hash":"64f8a9a78ff6f65c19b39e249c4e18a75ab89ac8696c50925811003df39dd8be","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/PaddleCFD Description: PaddleCFD is a deep learning toolkit for surrogate modeling, equation discovery, shape optimization and flow-control strategy discovery in the field of fluid mechanics. Language: Python License: Apache-2.0 Stars: 64 Forks: 21 Open issues: 9 Created: 2025-03-19T07:27:10Z Pushed: 2026-04-21T05:07:25Z Default branch: develop Fork: no Archived: no README: PaddleCFD <p align=\"left\"> <a href=\"\"><img src=\"https://img.shields.io/badge/python-3.10+-dfd.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-dfd.svg\"></a> <a href=\"./LICENSE\"><img src=\"https://img.shields.io/badge/license-Apache%202.0-green.svg\"></a> <!-- <a href=\"\"><img src=\"https://img.shields.io/github/stars/PaddlePaddle/PaddleCFD?color=ccf\"></a> --> <a href=\"PyPI Downloads\"><img src=https://static.pepy.tech/personalized-badge/ppcfd?period=total&units=INTERNATIONAL_SYSTEM&left_color=GRAY&right_color=GREEN&left_text=downloads></a> </p> About PaddleCFD PaddleCFD is a deep learning toolkit for surrogate modeling, equation discovery, shape optimization and flow-control strategy discovery in the field of fluid mechanics. Currently, it mainly supports surrogate..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/PaddleCFD","final_url":"https://github.com/PaddlePaddle/PaddleCFD","title":"PaddlePaddle/PaddleCFD repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:44.584511+00:00","bytes":12671,"raw_path":"f103b71753eaf9c86400f9c069368948f93eff17726fc16e82bee58db11a12f7.json","content_hash":"64f8a9a78ff6f65c19b39e249c4e18a75ab89ac8696c50925811003df39dd8be","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/PaddleCFD Description: PaddleCFD is a deep learning toolkit for surrogate modeling, equation discovery, shape optimization and flow-control strategy discovery in the field of fluid mechanics. Language: Python License: Apache-2.0 Stars: 64 Forks: 21 Open issues: 9 Created: 2025-03-19T07:27:10Z Pushed: 2026-04-21T05:07:25Z Default branch: develop Fork: no Archived: no README: PaddleCFD <p align=\"left\"> <a href=\"\"><img src=\"https://img.shields.io/badge/python-3.10+-dfd.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-dfd.svg\"></a> <a href=\"./LICENSE\"><img src=\"https://img.shields.io/badge/license-Apache%202.0-green.svg\"></a> <!-- <a href=\"\"><img src=\"https://img.shields.io/github/stars/PaddlePaddle/PaddleCFD?color=ccf\"></a> --> <a href=\"PyPI Downloads\"><img src=https://static.pepy.tech/personalized-badge/ppcfd?period=total&units=INTERNATIONAL_SYSTEM&left_color=GRAY&right_color=GREEN&left_text=downloads></a> </p> About PaddleCFD PaddleCFD is a deep learning toolkit for surrogate modeling, equation discovery, shape optimization and flow-control strategy discovery in the field of fluid mechanics. Currently, it mainly supports surrogate..."}],"related_signals":[{"id":"19133a46-a10c-4d39-bf33-e17104e0737b","url":"https://onlylabs.fyi/signals/19133a46-a10c-4d39-bf33-e17104e0737b","source_url":"https://github.com/PaddlePaddle/Paddle-Metax","title":"PaddlePaddle/Paddle-Metax","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-05-14T07:06:27+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"ba2b07e3-e9cf-4a22-ad30-3010bebe580e","url":"https://onlylabs.fyi/signals/ba2b07e3-e9cf-4a22-ad30-3010bebe580e","source_url":"https://github.com/PaddlePaddle/TST","title":"PaddlePaddle/TST","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-02-11T15:47:20+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"c8180835-13f7-46e6-b929-991d7079bfcb","url":"https://onlylabs.fyi/signals/c8180835-13f7-46e6-b929-991d7079bfcb","source_url":"https://github.com/PaddlePaddle/Paddle-iluvatar","title":"PaddlePaddle/Paddle-iluvatar","context":"Cuda","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2026-02-05T09:52:37+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"e5700d74-1f5c-44a4-981c-a0aac8046a01","url":"https://onlylabs.fyi/signals/e5700d74-1f5c-44a4-981c-a0aac8046a01","source_url":"https://github.com/PaddlePaddle/PaddleFleet","title":"PaddlePaddle/PaddleFleet","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-11-10T14:21:53+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"08704824-8e3b-4bed-9ed0-f344b83bc3b6","url":"https://onlylabs.fyi/signals/08704824-8e3b-4bed-9ed0-f344b83bc3b6","source_url":"https://github.com/PaddlePaddle/PassNet","title":"PaddlePaddle/PassNet","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-07-31T12:10:28+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"},{"id":"55dd2dfb-40a8-4dfe-a3dc-4e41877cea0d","url":"https://onlylabs.fyi/signals/55dd2dfb-40a8-4dfe-a3dc-4e41877cea0d","source_url":"https://github.com/PaddlePaddle/GraphNet","title":"PaddlePaddle/GraphNet","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"baidu","name":"Baidu (ERNIE)","category":"frontier-lab"},"occurred_at":"2025-07-18T02:34:08+00:00","first_seen_at":"2026-06-05T20:58:47.85163+00:00","date_source":"source"}]}