{"schema_version":"onlylabs.public_signal.v1","title":"Baidu (ERNIE) Repo: PaddlePaddle/TrustAI","description":"Baidu (ERNIE) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528","json_url":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528/signal.json","generated_at":"2026-06-11T03:57:49.641027+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/174c974e-06b6-40f9-ab63-28a12d974528","signal_json":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528/signal.json","source":"https://github.com/PaddlePaddle/TrustAI","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":{"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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Baidu (ERNIE) published PaddlePaddle/TrustAI (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/TrustAI · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/PaddlePaddle/TrustAI","source_host":"github.com","occurred_at":"2022-03-13T14:03:07+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/TrustAI","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"187","source":"traction"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"trust","source":"radar"},{"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/TrustAI"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:57:49.641027+00:00"},"data_business":{"matches":true,"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["trust"],"score":14,"reason":"Baidu (ERNIE) has a repo signal matching safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528/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":"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: Safety and policy?","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/174c974e-06b6-40f9-ab63-28a12d974528/signal.json","required":true},{"label":"source","url":"https://github.com/PaddlePaddle/TrustAI","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":"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 Baidu (ERNIE)'s repo signal \"PaddlePaddle/TrustAI\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/TrustAI","text":"Baidu (ERNIE) published repo PaddlePaddle/TrustAI."},{"subject":"PaddlePaddle/TrustAI","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/TrustAI is classified as repo signal."},{"subject":"PaddlePaddle/TrustAI","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/TrustAI belongs to repos desk."},{"subject":"PaddlePaddle/TrustAI","predicate":"has context","object":"Python","text":"PaddlePaddle/TrustAI has context Python."},{"subject":"PaddlePaddle/TrustAI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/TrustAI has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/TrustAI","predicate":"matches data-business lanes","object":"Safety and policy","text":"PaddlePaddle/TrustAI matches data-business lanes Safety and policy."},{"subject":"PaddlePaddle/TrustAI","predicate":"has captured page count","object":"1","text":"PaddlePaddle/TrustAI has captured page count 1."},{"subject":"PaddlePaddle/TrustAI","predicate":"has readable page count","object":"1","text":"PaddlePaddle/TrustAI has readable page count 1."},{"subject":"PaddlePaddle/TrustAI","predicate":"has related signal count","object":"6","text":"PaddlePaddle/TrustAI has related signal count 6."},{"subject":"PaddlePaddle/TrustAI","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/TrustAI 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/TrustAI","predicate":"has source host","object":"github.com","text":"PaddlePaddle/TrustAI has source host github.com."},{"subject":"PaddlePaddle/TrustAI","predicate":"has lab","object":"Baidu (ERNIE)","text":"PaddlePaddle/TrustAI has lab Baidu (ERNIE)."},{"subject":"PaddlePaddle/TrustAI","predicate":"has signal desk","object":"repos","text":"PaddlePaddle/TrustAI has signal desk repos."},{"subject":"PaddlePaddle/TrustAI","predicate":"has source host","object":"github.com","text":"PaddlePaddle/TrustAI has source host github.com."},{"subject":"PaddlePaddle/TrustAI","predicate":"has repository","object":"PaddlePaddle/TrustAI","text":"PaddlePaddle/TrustAI has repository PaddlePaddle/TrustAI."},{"subject":"PaddlePaddle/TrustAI","predicate":"has language","object":"Python","text":"PaddlePaddle/TrustAI has language Python."},{"subject":"PaddlePaddle/TrustAI","predicate":"has stars","object":"187","text":"PaddlePaddle/TrustAI has stars 187."},{"subject":"PaddlePaddle/TrustAI","predicate":"has radar lane","object":"Safety and policy","text":"PaddlePaddle/TrustAI has radar lane Safety and policy."},{"subject":"PaddlePaddle/TrustAI","predicate":"has matched term","object":"trust","text":"PaddlePaddle/TrustAI has matched term trust."}]},"intelligence":{"signal_desk":"repos","answer":"Baidu (ERNIE) published PaddlePaddle/TrustAI (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/TrustAI · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Baidu (ERNIE)","predicate":"published repo","object":"PaddlePaddle/TrustAI","text":"Baidu (ERNIE) published repo PaddlePaddle/TrustAI."},{"subject":"PaddlePaddle/TrustAI","predicate":"is classified as","object":"repo signal","text":"PaddlePaddle/TrustAI is classified as repo signal."},{"subject":"PaddlePaddle/TrustAI","predicate":"belongs to","object":"repos desk","text":"PaddlePaddle/TrustAI belongs to repos desk."},{"subject":"PaddlePaddle/TrustAI","predicate":"has context","object":"Python","text":"PaddlePaddle/TrustAI has context Python."},{"subject":"PaddlePaddle/TrustAI","predicate":"has evidence coverage","object":"1 captured evidence page","text":"PaddlePaddle/TrustAI has evidence coverage 1 captured evidence page."},{"subject":"PaddlePaddle/TrustAI","predicate":"matches data-business lanes","object":"Safety and policy","text":"PaddlePaddle/TrustAI matches data-business lanes Safety and policy."}]},"signal":{"id":"174c974e-06b6-40f9-ab63-28a12d974528","url":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528","json_url":"https://onlylabs.fyi/signals/174c974e-06b6-40f9-ab63-28a12d974528/signal.json","source_url":"https://github.com/PaddlePaddle/TrustAI","title":"PaddlePaddle/TrustAI","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":"2022-03-13T14:03:07+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/TrustAI"]},"facets":{"repo":"PaddlePaddle/TrustAI","language":"Python"},"traction":{"github_stars":187,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":14,"matched_terms":["trust"],"reason":"Baidu (ERNIE) has a repo signal matching safety and policy."}},"primary_evidence_page":{"url":"https://github.com/PaddlePaddle/TrustAI","final_url":"https://github.com/PaddlePaddle/TrustAI","title":"PaddlePaddle/TrustAI repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:49.641027+00:00","bytes":27806,"raw_path":"d1b0d8f467796b23b38ad7bdb1d8d530afef343c09bce91aa7dafbe21f289301.json","content_hash":"34f22933b2e7161df8768f6d6e8b91da13021dca9c2af3dcfea5ac72d5d7d117","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/TrustAI Description: 飞桨可信AI Language: Python License: Apache-2.0 Stars: 187 Forks: 35 Open issues: 2 Created: 2022-03-13T14:03:07Z Pushed: 2023-01-18T10:55:50Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"./imgs/trustai.png\" align=\"middle\" width=\"500\" /> </p> <p align=\"center\"> <a href=\"https://pypi.org/project/trustai/\"><img src=\"https://img.shields.io/pypi/v/trustai.svg?&color=green\"></a> <a href=\"./LICENSE\"><img src=\"https://img.shields.io/badge/License-Apache%202.0-blue.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/python-3.6.2+-orange.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-red.svg\"></a> </p> <h4 align=\"center\"> <a href=#安装> 安装 </a> | <a href=#快速开始> 快速开始 </a>| <a href=#可信分析> 可信分析 </a> | <a href=#可信增强> 可信增强 </a> | <a href=#应用案例> 应用案例 </a> | <a href=#评测榜单> 评测榜单 </a> | <a href=#学术文献> 学术文献 </a> </h4> **TrustAI**是基于深度学习平台『飞桨』([PaddlePaddle](https://github.com/PaddlePaddle/Paddle))开发的集可信分析和增强于一体的可信AI工具集，助力NLP开发者提升深度学习模型效果和可信度，推动模型安全、可靠的落地于应用。 <p align=\"center\"> <img align=\"center\" src=\"./imgs/framework.png\", width=500><br> 图 TrustAI提供能力概览 </p> News 📢 * 🔥 2022.12.27..."},"evidence_pages":[{"url":"https://github.com/PaddlePaddle/TrustAI","final_url":"https://github.com/PaddlePaddle/TrustAI","title":"PaddlePaddle/TrustAI repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:49.641027+00:00","bytes":27806,"raw_path":"d1b0d8f467796b23b38ad7bdb1d8d530afef343c09bce91aa7dafbe21f289301.json","content_hash":"34f22933b2e7161df8768f6d6e8b91da13021dca9c2af3dcfea5ac72d5d7d117","excerpt_chars":1200,"truncated":true,"excerpt":"PaddlePaddle/TrustAI Description: 飞桨可信AI Language: Python License: Apache-2.0 Stars: 187 Forks: 35 Open issues: 2 Created: 2022-03-13T14:03:07Z Pushed: 2023-01-18T10:55:50Z Default branch: main Fork: no Archived: no README: <p align=\"center\"> <img src=\"./imgs/trustai.png\" align=\"middle\" width=\"500\" /> </p> <p align=\"center\"> <a href=\"https://pypi.org/project/trustai/\"><img src=\"https://img.shields.io/pypi/v/trustai.svg?&color=green\"></a> <a href=\"./LICENSE\"><img src=\"https://img.shields.io/badge/License-Apache%202.0-blue.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/python-3.6.2+-orange.svg\"></a> <a href=\"\"><img src=\"https://img.shields.io/badge/os-linux%2C%20win%2C%20mac-red.svg\"></a> </p> <h4 align=\"center\"> <a href=#安装> 安装 </a> | <a href=#快速开始> 快速开始 </a>| <a href=#可信分析> 可信分析 </a> | <a href=#可信增强> 可信增强 </a> | <a href=#应用案例> 应用案例 </a> | <a href=#评测榜单> 评测榜单 </a> | <a href=#学术文献> 学术文献 </a> </h4> **TrustAI**是基于深度学习平台『飞桨』([PaddlePaddle](https://github.com/PaddlePaddle/Paddle))开发的集可信分析和增强于一体的可信AI工具集，助力NLP开发者提升深度学习模型效果和可信度，推动模型安全、可靠的落地于应用。 <p align=\"center\"> <img align=\"center\" src=\"./imgs/framework.png\", width=500><br> 图 TrustAI提供能力概览 </p> News 📢 * 🔥 2022.12.27..."}],"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"}]}