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not an official Duke source.","scope":"staging_run","severity":"warning","sourceTitle":"AI use damages professional reputation, study suggests","sourceType":"generic_or_unclear","sourceUrl":"https://www.reddit.com/r/science/comments/1kik2ce","stagingRun":"staging/uapt-runs/uapt-duke-university-20260512","status":"unknown_error"},{"entitySlug":"fudan-university","finalUrl":"http://www.it.fudan.edu.cn/Assets/userfiles/sys_2939ad18-5046-44ce-ba93-a7f600e54d68/files/未来信息创新学院本科毕业论文（设计）工作管理实施办法（2025 年 11 月修订）.pdf","lastCheckedAt":"2026-05-11T10:11:00Z","note":"Source appears to return 404 or was rejected as stale 404; rerun source discovery.","scope":"staging_run","severity":"warning","sourceTitle":"未来信息创新学院本科毕业论文（设计）工作管理实施办法","sourceType":"university_guidance","sourceUrl":"http://www.it.fudan.edu.cn/Assets/userfiles/sys_2939ad18-5046-44ce-ba93-a7f600e54d68/files/未来信息创新学院本科毕业论文（设计）工作管理实施办法（2025 年 11 月修订）.pdf","stagingRun":"staging/uapt-runs/uapt-fudan-university-20260511","status":"not_found"},{"entitySlug":"hkust","lastCheckedAt":"2026-05-10T00:10:00.000Z","note":"Informational comparison page, not formal policy.","scope":"staging_run","severity":"warning","sourceTitle":"Comparison of Generative AI Tools | Information Technology Services Office","sourceType":"generic_or_unclear","sourceUrl":"https://itso.hkust.edu.hk/services/general-it-services/generative-ai-tools-comparison","stagingRun":"staging/uapt-runs/uapt-hkust-20260510","status":"unknown_error"},{"entitySlug":"hkust","lastCheckedAt":"2026-05-10T00:10:00.000Z","note":"Library news/blog page, not formal policy documentation.","scope":"staging_run","severity":"warning","sourceTitle":"Responsible Use of AI Tools - An FAQ | HKUST Library","sourceType":"generic_or_unclear","sourceUrl":"https://library.hkust.edu.hk/news-events/news/responsible-use-ai-tools-faq","stagingRun":"staging/uapt-runs/uapt-hkust-20260510","status":"unknown_error"},{"entitySlug":"institut-polytechnique-de-paris","lastCheckedAt":"2026-05-10T00:02:00.000Z","note":"Official homepage, but contains no AI policy or guidance content.","scope":"staging_run","severity":"warning","sourceTitle":"Institut Polytechnique de Paris","sourceType":"generic_or_unclear","sourceUrl":"https://www.ip-paris.fr/","stagingRun":"staging/uapt-runs/uapt-institut-polytechnique-de-paris-20260510","status":"unknown_error"},{"entitySlug":"jhu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-jhu-rej-001","scope":"staging_run","severity":"warning","sourceTitle":"JHU Brand guidelines for AI use in communications/marketing. Not academic policy/guidance. Brand/marketing focused.","sourceType":"generic_or_unclear","sourceUrl":"https://brand.jhu.edu/applying-the-brand/artificial-intelligence/","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"jhu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-jhu-rej-002","scope":"staging_run","severity":"warning","sourceTitle":"Blog post about JHU's AI strategy. News/editorial content, not formal policy. Mentions privacy/security standards but as narrative, not policy.","sourceType":"generic_or_unclear","sourceUrl":"https://imagine.jhu.edu/blog/2025/07/28/the-next-chapter-in-ai-at-johns-hopkins-begins/","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"jhu","finalUrl":"https://www.press.jhu.edu/sites/default/files/media/2023/07/Generative%20AI%20for%20Authors_final_0.pdf","lastCheckedAt":"2026-05-09T22:19:00.000Z","note":"Firecrawl returned empty content for PDF URL","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI Policy for Authors - JHU Press","sourceType":"formal_policy","sourceUrl":"https://www.press.jhu.edu/sites/default/files/media/2023/07/Generative%20AI%20for%20Authors_final_0.pdf","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"johns-hopkins-university","finalUrl":"https://brand.jhu.edu/applying-the-brand/artificial-intelligence/","lastCheckedAt":"2026-05-10T21:16:32.000Z","note":"Brand/communications guidance, not teaching or academic policy evidence for this run.","scope":"staging_run","severity":"warning","sourceTitle":"JHU Brand Artificial Intelligence Guidance","sourceType":"generic_or_unclear","sourceUrl":"https://brand.jhu.edu/applying-the-brand/artificial-intelligence/","stagingRun":"staging/uapt-runs/uapt-johns-hopkins-university-20260510","status":"unknown_error"},{"entitySlug":"johns-hopkins-university","finalUrl":"https://imagine.jhu.edu/blog/2025/07/28/the-next-chapter-in-ai-at-johns-hopkins-begins/","lastCheckedAt":"2026-05-10T21:16:32.000Z","note":"News/editorial content, not a source for policy claims in this run.","scope":"staging_run","severity":"warning","sourceTitle":"The next chapter in AI at Johns Hopkins begins","sourceType":"generic_or_unclear","sourceUrl":"https://imagine.jhu.edu/blog/2025/07/28/the-next-chapter-in-ai-at-johns-hopkins-begins/","stagingRun":"staging/uapt-runs/uapt-johns-hopkins-university-20260510","status":"unknown_error"},{"entitySlug":"kfupm","finalUrl":"https://dadapps.kfupm.edu.sa/events/ed/7086","lastCheckedAt":"2026-05-13T01:43:00Z","note":"Official Deanship of Academic Development event page. The description discusses AI and academic integrity but is a keynote event listing, not KFUPM policy or standing guidance.","scope":"staging_run","severity":"warning","sourceTitle":"The Opposite of Cheating: Academic Integrity in the Age of AI","sourceType":"official_news_advisory","sourceUrl":"https://dadapps.kfupm.edu.sa/events/ed/7086","stagingRun":"staging/uapt-runs/uapt-kfupm-20260512","status":"unknown_error"},{"entitySlug":"kfupm","lastCheckedAt":"2026-05-13T01:43:00Z","note":"Official department course PDF search result mentions ChatGPT or AI source use, but it is course-specific and not appropriate for a university-level policy claim.","scope":"staging_run","severity":"warning","sourceTitle":"King Fahd University of Petroleum and Minerals course PDF","sourceType":"official_pdf","sourceUrl":"https://math.kfupm.edu.sa/docs/default-source/default-document-library/math667-251.pdf?sfvrsn=ceb7132d_1","stagingRun":"staging/uapt-runs/uapt-kfupm-20260512","status":"unknown_error"},{"entitySlug":"kfupm","finalUrl":"https://news.kfupm.edu.sa/news/kfupm-becomes-first-saudi-university-to-launch-chatgpt-edu/75/","lastCheckedAt":"2026-05-13T01:35:00Z","note":"Official news article about ChatGPT Edu launch. It is not used as a policy source because the run found the same launch point on a non-news KFUPM AI+X page.","scope":"staging_run","severity":"warning","sourceTitle":"KFUPM becomes first Saudi University to launch ChatGPT Edu","sourceType":"official_news_advisory","sourceUrl":"https://news.kfupm.edu.sa/news/kfupm-becomes-first-saudi-university-to-launch-chatgpt-edu/75/","stagingRun":"staging/uapt-runs/uapt-kfupm-20260512","status":"unknown_error"},{"entitySlug":"kfupm","finalUrl":"https://ri.kfupm.edu.sa/dr/policies","lastCheckedAt":"2026-05-13T01:34:00Z","note":"Official Research & Innovation policies index appeared in AI policy search results because of surrounding research-center navigation, but the result is not an AI-use policy source.","scope":"staging_run","severity":"warning","sourceTitle":"All Policies - KFUPM Research & Innovation","sourceType":"formal_policy","sourceUrl":"https://ri.kfupm.edu.sa/dr/policies","stagingRun":"staging/uapt-runs/uapt-kfupm-20260512","status":"unknown_error"},{"entitySlug":"kfupm","finalUrl":"https://ri.kfupm.edu.sa/jrcai/research/projects/project-details/using-generative-ai-chatbots-for-eliciting-ai-ethical-requirements","lastCheckedAt":"2026-05-13T01:32:00Z","note":"Official research-center project page about generative AI ethics requirements. It does not describe KFUPM student, faculty, tool-use, academic-integrity, or privacy policy.","scope":"staging_run","severity":"warning","sourceTitle":"Using Generative AI chatbots for Eliciting AI Ethical Requirements","sourceType":"research_showcase","sourceUrl":"https://ri.kfupm.edu.sa/jrcai/research/projects/project-details/using-generative-ai-chatbots-for-eliciting-ai-ethical-requirements","stagingRun":"staging/uapt-runs/uapt-kfupm-20260512","status":"unknown_error"},{"entitySlug":"korea-university","finalUrl":"https://ai.korea.ac.kr/","lastCheckedAt":"2026-05-12T14:35:00.000Z","note":"Rejected as a research/lab page with no actionable policy guidance.","scope":"staging_run","severity":"warning","sourceTitle":"KU Artificial Intelligence Laboratory","sourceType":"research_showcase","sourceUrl":"https://ai.korea.ac.kr/","stagingRun":"staging/uapt-runs/uapt-korea-university-20260512","status":"unknown_error"},{"entitySlug":"korea-university","finalUrl":"https://ic.korea.ac.kr/ic/newsletter/now.do?article.offset=0&articleLimit=10&articleNo=338604&mode=view","lastCheckedAt":"2026-05-12T14:35:00.000Z","note":"Official historical 2023 guidance, superseded for this run by the current 2026 University College Distance Learning Center guidance.","scope":"staging_run","severity":"warning","sourceTitle":"챗지피티(ChatGPT) 활용 가이드라인 제정","sourceType":"university_guidance","sourceUrl":"https://ic.korea.ac.kr/ic/newsletter/now.do?article.offset=0&articleLimit=10&articleNo=338604&mode=view","stagingRun":"staging/uapt-runs/uapt-korea-university-20260512","status":"unknown_error"},{"entitySlug":"korea-university","finalUrl":"https://ini.korea.ac.kr/","lastCheckedAt":"2026-05-12T14:35:00.000Z","note":"Official subdomain but lab-developed rather than university-wide policy or central guidance.","scope":"staging_run","severity":"warning","sourceTitle":"INI Lab - 생성형 AI 사용 가이드라인","sourceType":"research_showcase","sourceUrl":"https://ini.korea.ac.kr/","stagingRun":"staging/uapt-runs/uapt-korea-university-20260512","status":"unknown_error"},{"entitySlug":"korea-university","finalUrl":"https://koreajoongangdaily.joins.com/news/2025-11-25/national/socialAffairs/Korea-University-mandates-inperson-final-exams-amid-recent-cheating-allegations/2462796","lastCheckedAt":"2026-05-12T14:35:00.000Z","note":"Rejected as non-official and news-only.","scope":"staging_run","severity":"warning","sourceTitle":"Korea University mandates in-person final exams amid recent cheating allegations","sourceType":"official_news_advisory","sourceUrl":"https://koreajoongangdaily.joins.com/news/2025-11-25/national/socialAffairs/Korea-University-mandates-inperson-final-exams-amid-recent-cheating-allegations/2462796","stagingRun":"staging/uapt-runs/uapt-korea-university-20260512","status":"unknown_error"},{"entitySlug":"korea-university","finalUrl":"https://www.smarttimes.co.kr/news/articleView.html?idxno=4526","lastCheckedAt":"2026-05-12T14:35:00.000Z","note":"Rejected because official Korea University 2026 guidance was available.","scope":"staging_run","severity":"warning","sourceTitle":"Korea University Announces Guidelines for Using Generative AI","sourceType":"official_news_advisory","sourceUrl":"https://www.smarttimes.co.kr/news/articleView.html?idxno=4526","stagingRun":"staging/uapt-runs/uapt-korea-university-20260512","status":"unknown_error"},{"entitySlug":"kth-royal-institute-of-technology","finalUrl":"https://intra.kth.se/en/aktuellt/nyheter/de-nya-ai-verktygen-hot-och-mojligheter-1.1241234","lastCheckedAt":"2026-05-13T17:45:00.000Z","note":"Official KTH news/advisory result about AI tools, not used because it is not the active institutional guidance source.","scope":"staging_run","severity":"warning","sourceTitle":"New AI tools - threats and opportunities","sourceType":"official_news_advisory","sourceUrl":"https://intra.kth.se/en/aktuellt/nyheter/de-nya-ai-verktygen-hot-och-mojligheter-1.1241234","stagingRun":"staging/uapt-runs/uapt-kth-royal-institute-of-technology-20260513","status":"unknown_error"},{"entitySlug":"kth-royal-institute-of-technology","finalUrl":"https://intra.kth.se/en/utbildning/e-larande/workshops/generativ-ai/ai-och-examination-1.1347662","lastCheckedAt":"2026-05-13T17:45:00.000Z","note":"Official KTH workshop listing; not used because guidance pages with direct policy text were available.","scope":"staging_run","severity":"warning","sourceTitle":"AI and examination (120 min)","sourceType":"official_news_advisory","sourceUrl":"https://intra.kth.se/en/utbildning/e-larande/workshops/generativ-ai/ai-och-examination-1.1347662","stagingRun":"staging/uapt-runs/uapt-kth-royal-institute-of-technology-20260513","status":"unknown_error"},{"entitySlug":"kth-royal-institute-of-technology","finalUrl":"https://www.kth.se/en/fob/forskning/pagaende-project/generative-ai-chatbot-for-young-adult-bank-customers-1.1381135","lastCheckedAt":"2026-05-13T17:45:00.000Z","note":"Official KTH research project page, but it describes a project rather than institutional AI policy or guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Generative-AI Chatbot for Young Adult Bank Customers - KTH","sourceType":"research_showcase","sourceUrl":"https://www.kth.se/en/fob/forskning/pagaende-project/generative-ai-chatbot-for-young-adult-bank-customers-1.1381135","stagingRun":"staging/uapt-runs/uapt-kth-royal-institute-of-technology-20260513","status":"unknown_error"},{"entitySlug":"kth-royal-institute-of-technology","finalUrl":"https://www.kth.se/kurs-pm/ID1214/ID121420242-50184?l=en","lastCheckedAt":"2026-05-13T17:45:00.000Z","note":"Official KTH course memo result, but it is a single-course rule and was not used as university-level policy evidence.","scope":"staging_run","severity":"warning","sourceTitle":"About course ID1214 - KTH","sourceType":"assessment_guidance","sourceUrl":"https://www.kth.se/kurs-pm/ID1214/ID121420242-50184?l=en","stagingRun":"staging/uapt-runs/uapt-kth-royal-institute-of-technology-20260513","status":"unknown_error"},{"entitySlug":"ku-leuven","lastCheckedAt":"2026-05-12T14:37:00.000Z","note":"ICTS event/news page about AI tools was not policy or guidance evidence.","scope":"staging_run","severity":"warning","sourceTitle":"Tech Tapas 2025: AI tools","sourceType":"official_news_advisory","sourceUrl":"https://admin.kuleuven.be/icts/english/news/tech-tapas-2025-ai-tools","stagingRun":"staging/uapt-runs/uapt-ku-leuven-20260512","status":"unknown_error"},{"entitySlug":"ku-leuven","lastCheckedAt":"2026-05-12T14:36:30.000Z","note":"Faculty-specific guidance was not used because the run found stronger university-wide pages.","scope":"staging_run","severity":"warning","sourceTitle":"GenAI - Faculty of Architecture","sourceType":"other","sourceUrl":"https://arch.kuleuven.be/english/study/student-services/genai","stagingRun":"staging/uapt-runs/uapt-ku-leuven-20260512","status":"unknown_error"},{"entitySlug":"ku-leuven","lastCheckedAt":"2026-05-12T14:38:00.000Z","note":"Association/project page was not used because it is not the KU Leuven university policy surface for student or staff AI use.","scope":"staging_run","severity":"warning","sourceTitle":"AI in higher education","sourceType":"other","sourceUrl":"https://www.kuleuven.be/english/associatie/associatieprojecten/technology-in-education/ai-in-higher-education","stagingRun":"staging/uapt-runs/uapt-ku-leuven-20260512","status":"unknown_error"},{"entitySlug":"ku-leuven","lastCheckedAt":"2026-05-12T14:37:30.000Z","note":"Legal research blog page is not an institutional AI-use policy or guidance page.","scope":"staging_run","severity":"warning","sourceTitle":"What is the status of AI training under copyright law?","sourceType":"research_showcase","sourceUrl":"https://www.law.kuleuven.be/citip/blog/what-is-the-status-of-ai-training-under-copyright-law-between-generative-ai-and-text-and-data-mining/","stagingRun":"staging/uapt-runs/uapt-ku-leuven-20260512","status":"unknown_error"},{"entitySlug":"kyoto-university","finalUrl":"https://www.channel.pr.kyoto-u.ac.jp/video/40169","lastCheckedAt":"2026-05-12T15:30:00Z","note":"Official video page discovered, but it is a media page rather than textual policy/guidance evidence; the public OEI page contains the directly quotable guideline text.","scope":"staging_run","severity":"warning","sourceTitle":"京都大学の教育・学修における生成AI利用に関するガイドライン","sourceType":"official_news_advisory","sourceUrl":"https://www.channel.pr.kyoto-u.ac.jp/video/40169","stagingRun":"staging/uapt-runs/uapt-kyoto-university-20260512","status":"unknown_error"},{"entitySlug":"kyoto-university","finalUrl":"https://www.med.kyoto-u.ac.jp/wp/wp-content/uploads/2023/11/Use-of-generative-artificial-intelligence-AI.pdf","lastCheckedAt":"2026-05-12T15:30:00Z","note":"Hosted on a Kyoto University medicine subdomain but appears to be a general MEXT notice attachment, not Kyoto University-specific AI policy or guidance; not used for claims.","scope":"staging_run","severity":"warning","sourceTitle":"別紙 | 大学・高専における生成 AI の教学面の取扱いについて","sourceType":"official_pdf","sourceUrl":"https://www.med.kyoto-u.ac.jp/wp/wp-content/uploads/2023/11/Use-of-generative-artificial-intelligence-AI.pdf","stagingRun":"staging/uapt-runs/uapt-kyoto-university-20260512","status":"unknown_error"},{"entitySlug":"ludwig-maximilians-universitat-munchen","finalUrl":"https://cms-cdn.lmu.de/media/04-som/ism/downloads/chatgpt_handreichung.pdf","lastCheckedAt":"2026-05-12T14:09:15Z","note":"Official LMU-hosted duplicate copy of the broader ChatGPT handout; the run uses the university library copy as the verified teaching-guidance source.","scope":"staging_run","severity":"warning","sourceTitle":"CHATGPT HANDREICHUNG","sourceType":"teaching_guidance","sourceUrl":"https://cms-cdn.lmu.de/media/04-som/ism/downloads/chatgpt_handreichung.pdf","stagingRun":"staging/uapt-runs/uapt-ludwig-maximilians-universitat-munchen-20260512","status":"unknown_error"},{"entitySlug":"ludwig-maximilians-universitat-munchen","finalUrl":"https://cms-cdn.lmu.de/media/16-finmath/workgroup-finmath/download/fit4aiact_lmu-kolloqium_07.07.2025_neu.pdf","lastCheckedAt":"2026-05-12T14:09:15Z","note":"AI Act/insurance colloquium material, not LMU student, teaching, assessment, privacy, research-use or approved-tool guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Fit4AIAct: KI-Regulierung in der Versicherung","sourceType":"research_showcase","sourceUrl":"https://cms-cdn.lmu.de/media/16-finmath/workgroup-finmath/download/fit4aiact_lmu-kolloqium_07.07.2025_neu.pdf","stagingRun":"staging/uapt-runs/uapt-ludwig-maximilians-universitat-munchen-20260512","status":"unknown_error"},{"entitySlug":"ludwig-maximilians-universitat-munchen","finalUrl":"https://www.ifi.lmu.de/dbs/en/teaching/seminars/b-generative-ai.html","lastCheckedAt":"2026-05-12T14:09:15Z","note":"Course/seminar page about generative AI topic; no actionable institutional or faculty AI-use policy guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI - Institut für Informatik - LMU München","sourceType":"other","sourceUrl":"https://www.ifi.lmu.de/dbs/en/teaching/seminars/b-generative-ai.html","stagingRun":"staging/uapt-runs/uapt-ludwig-maximilians-universitat-munchen-20260512","status":"unknown_error"},{"entitySlug":"ludwig-maximilians-universitat-munchen","finalUrl":"https://www.jura.lmu.de/de/aktuelles/veranstaltungsuebersicht/","lastCheckedAt":"2026-05-12T14:09:15Z","note":"Event listing mentioning generative AI; no actionable university policy or guidance text for the tracker.","scope":"staging_run","severity":"warning","sourceTitle":"Veranstaltungsübersicht - Juristische Fakultät - LMU München","sourceType":"official_news_advisory","sourceUrl":"https://www.jura.lmu.de/de/aktuelles/veranstaltungsuebersicht/","stagingRun":"staging/uapt-runs/uapt-ludwig-maximilians-universitat-munchen-20260512","status":"unknown_error"},{"entitySlug":"ludwig-maximilians-universitat-munchen","finalUrl":"https://www.lmu.de/de/newsroom/newsuebersicht/news/chatgpt-wird-die-bildungsarbeit-fundamental-veraendern-5a52e965.html","lastCheckedAt":"2026-05-12T14:09:15Z","note":"News/interview-style item about ChatGPT and education; not a policy, rule, approved-tool page, or assessment guidance source.","scope":"staging_run","severity":"warning","sourceTitle":"ChatGPT wird die Bildungsarbeit fundamental verändern","sourceType":"official_news_advisory","sourceUrl":"https://www.lmu.de/de/newsroom/newsuebersicht/news/chatgpt-wird-die-bildungsarbeit-fundamental-veraendern-5a52e965.html","stagingRun":"staging/uapt-runs/uapt-ludwig-maximilians-universitat-munchen-20260512","status":"unknown_error"},{"entitySlug":"lund-university","lastCheckedAt":"2026-05-13T02:22:30.000Z","note":"Publication repository record about generative AI in higher education; not used as policy or operational guidance evidence.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI in Higher Education - Lund University","sourceType":"research_showcase","sourceUrl":"https://www.lunduniversity.lu.se/lup/publication/dc2e89e2-2cc7-4a50-a80d-d7a35e005334","stagingRun":"staging/uapt-runs/uapt-lund-university-20260512","status":"unknown_error"},{"entitySlug":"mcgill-university","finalUrl":"https://www.mcgill.ca/gps/students/policies-and-guidelines/guidelines-using-generative-ai-research","lastCheckedAt":"2026-05-11T00:00:00.000Z","note":"Local validation refetch returned HTTP 429/offline response. Source is not used for approved evidence in this run.","scope":"staging_run","severity":"warning","sourceTitle":"Guidelines on using generative AI in research","sourceType":"university_guidance","sourceUrl":"https://www.mcgill.ca/gps/students/policies-and-guidelines/guidelines-using-generative-ai-research","stagingRun":"staging/uapt-runs/uapt-mcgill-university-20260510","status":"unknown_error"},{"entitySlug":"mcgill-university","finalUrl":"https://www.mcgill.ca/stl/stl-ai-working-group","lastCheckedAt":"2026-05-11T00:00:00.000Z","note":"Local validation refetch returned HTTP 429/offline response. Source is not used for approved evidence in this run.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI for teaching and learning at McGill","sourceType":"university_guidance","sourceUrl":"https://www.mcgill.ca/stl/stl-ai-working-group","stagingRun":"staging/uapt-runs/uapt-mcgill-university-20260510","status":"unknown_error"},{"entitySlug":"national-taiwan-university","finalUrl":"https://ann.cc.ntu.edu.tw/asp/jsopContent.asp?num=107746","lastCheckedAt":"2026-05-12T14:43:02Z","note":"Official NTU lecture announcement; useful context but not a policy/guidance source.","scope":"staging_run","severity":"warning","sourceTitle":"113-2 Academic Ethics Lecture: 生成式AI的教育研究應用與倫理標示","sourceType":"official_news_advisory","sourceUrl":"https://ann.cc.ntu.edu.tw/asp/jsopContent.asp?num=107746","stagingRun":"staging/uapt-runs/uapt-national-taiwan-university-20260512","status":"unknown_error"},{"entitySlug":"national-taiwan-university","finalUrl":"https://speech.ee.ntu.edu.tw/~hylee/GenAI-ML/2025-fall.php/a/index.html","lastCheckedAt":"2026-05-12T14:43:02Z","note":"Course page about generative AI with course-specific homework rules; not institutional or unit-level policy guidance for the tracker.","scope":"staging_run","severity":"warning","sourceTitle":"Introduction to GenAI and ML 2025 Fall","sourceType":"other","sourceUrl":"https://speech.ee.ntu.edu.tw/~hylee/GenAI-ML/2025-fall.php/a/index.html","stagingRun":"staging/uapt-runs/uapt-national-taiwan-university-20260512","status":"unknown_error"},{"entitySlug":"national-taiwan-university","finalUrl":"https://tdr.lib.ntu.edu.tw/handle/123456789/91033","lastCheckedAt":"2026-05-12T14:43:02Z","note":"Thesis repository record about generative AI research, not a source of NTU AI-use policy or guidance.","scope":"staging_run","severity":"warning","sourceTitle":"NTU Theses and Dissertations Repository: 運用生成式人工智慧協撰惡意程式行為分析敘事文本","sourceType":"research_showcase","sourceUrl":"https://tdr.lib.ntu.edu.tw/handle/123456789/91033","stagingRun":"staging/uapt-runs/uapt-national-taiwan-university-20260512","status":"unknown_error"},{"entitySlug":"national-taiwan-university","finalUrl":"https://www.ntuh.gov.tw/ECRIS/FormData!detail.action?af=154","lastCheckedAt":"2026-05-12T14:43:02Z","note":"NTU Hospital ethics-center article summarizing external TAAEE/COPE guidance; not an NTU university policy source and outside the preferred ntu.edu.tw domain.","scope":"staging_run","severity":"warning","sourceTitle":"「人工智慧技術對學術倫理的影響及因應建議」～TAAEE建議","sourceType":"official_news_advisory","sourceUrl":"https://www.ntuh.gov.tw/ECRIS/FormData!detail.action?af=154","stagingRun":"staging/uapt-runs/uapt-national-taiwan-university-20260512","status":"unknown_error"},{"entitySlug":"national-taiwan-university","finalUrl":"https://www.science.ntu.edu.tw/en/seminar/pedagogical-ai-agents-extending-human-teaching-in-the-age-of-generative-ai-2/","lastCheckedAt":"2026-05-12T14:43:02Z","note":"Seminar/event announcement, not actionable NTU AI policy or guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Pedagogical AI Agents: Extending Human Teaching in the Age of Generative AI","sourceType":"official_news_advisory","sourceUrl":"https://www.science.ntu.edu.tw/en/seminar/pedagogical-ai-agents-extending-human-teaching-in-the-age-of-generative-ai-2/","stagingRun":"staging/uapt-runs/uapt-national-taiwan-university-20260512","status":"unknown_error"},{"entitySlug":"national-university-of-singapore","finalUrl":"https://ai.nus.edu.sg/research/ai-governance-and-policy/","lastCheckedAt":"2026-05-05T23:19:00Z","note":"REPAIR re-verification via OpenCLI browser. Page is the NUS AI Institute's research thrust page on 'AI Governance and Policy.' Content: research agenda description ('draw on diverse bodies of scholarship to address... questions that examine the actual and potential impact of AI'), team member profiles (Prof. Simon Chesterman, Prof. Hahn Jungpil, Dr. Eric J. W. Orlowski, Hakim Norhashim), AI Governance Roundtables (industry/government/academia discussions with Southeast Asian stakeholders), and news/updates. This is a research showcase, NOT an institutional policy page for students/staff/teaching. No policy statements, rules, restrictions, or guidance for the NUS community.","scope":"staging_run","severity":"warning","sourceTitle":"AI Governance and Policy - NUS Artificial Intelligence Institute","sourceType":"research_showcase","sourceUrl":"https://ai.nus.edu.sg/research/ai-governance-and-policy/","stagingRun":"data/openclaw-staging/uapt-repair-20260506-3uni-reviewed","status":"unknown_error"},{"entitySlug":"national-university-of-singapore","finalUrl":"https://ai.nus.edu.sg/research/ai-governance-and-policy/","lastCheckedAt":"2026-05-06T00:32:21Z","note":"NUS AI Institute governance page. Content focuses on AI governance roundtables and stakeholder discussions — research showcase, not institutional policy. Not used as policy source.","scope":"staging_run","severity":"warning","sourceTitle":"AI Governance and Policy - NUS Artificial Intelligence Institute","sourceType":"research_guidance","sourceUrl":"https://ai.nus.edu.sg/research/ai-governance-and-policy/","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:40.000Z","note":"Galter Health Sciences library guide for students. Not university-wide policy.","scope":"staging_run","severity":"warning","sourceType":"generic_or_unclear","sourceUrl":"https://libguides.galter.northwestern.edu/c.php?g=1389126&p=10274753","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:45.000Z","note":"Library guide hub page. Navigation/index page, not policy content.","scope":"staging_run","severity":"warning","sourceType":"generic_or_unclear","sourceUrl":"https://libguides.northwestern.edu/ai-tools-research","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:04:00.000Z","note":"Language Resource Center research paper. Research showcase, not policy.","scope":"staging_run","severity":"warning","sourceType":"research_showcase","sourceUrl":"https://lrc.northwestern.edu/language-instruction/professional-development1/system_hui2.pdf","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:35.000Z","note":"Medill journalism news article. Third-party summary, not official policy.","scope":"staging_run","severity":"warning","sourceType":"official_news_advisory","sourceUrl":"https://medillonthehill.medill.northwestern.edu/2023/02/worries-about-plagiarism-and-chatgpt-may-be-overblown-experts-say/","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:10.000Z","note":"Qatar campus-specific policy. Does not apply to Evanston/main campus.","scope":"staging_run","severity":"warning","sourceType":"formal_policy","sourceUrl":"https://my.qatar.northwestern.edu/docs/other/Generative-Artificial-Intelligence-Policy-for-Teaching-and-Coursework_NU-Q.pdf","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:25.000Z","note":"Academic article about fair use and generative AI. Research showcase, not policy guidance.","scope":"staging_run","severity":"warning","sourceType":"research_showcase","sourceUrl":"https://scholarlycommons.law.northwestern.edu/njtip/vol22/iss1/4/","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:15.000Z","note":"Feinberg School of Medicine-specific policy. Does not apply university-wide.","scope":"staging_run","severity":"warning","sourceType":"formal_policy","sourceUrl":"https://www.feinberg.northwestern.edu/md-education/docs/policies/professionalism-learning-environment/use-of-generative-ai-tools-policy.pdf","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:30.000Z","note":"News article about AI research. Not policy guidance.","scope":"staging_run","severity":"warning","sourceType":"official_news_advisory","sourceUrl":"https://www.ipr.northwestern.edu/news/2024/harnessing-the-power-of-artificial-intelligence.html","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:50.000Z","note":"IT news article about AI tools and guidance. News-only, not policy document.","scope":"staging_run","severity":"warning","sourceType":"official_news_advisory","sourceUrl":"https://www.it.northwestern.edu/about/news-events/2026/ai-tools-guidance-what-is-next.html","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:20.000Z","note":"Law school-specific teaching policies. Does not apply university-wide.","scope":"staging_run","severity":"warning","sourceType":"formal_policy","sourceUrl":"https://www.law.northwestern.edu/research-faculty/policies-recruitment/policies/teaching/","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"northwestern-university","lastCheckedAt":"2026-05-10T00:03:55.000Z","note":"McCormick magazine article. News/showcase, not policy guidance.","scope":"staging_run","severity":"warning","sourceType":"research_showcase","sourceUrl":"https://www.mccormick.northwestern.edu/magazine/fall-2025/cracking-the-code-preparing-students-for-ai-driven-future/","stagingRun":"staging/uapt-runs/uapt-northwestern-20260510","status":"unknown_error"},{"entitySlug":"peking-university","lastCheckedAt":"2026-05-06T04:44:48.680Z","note":"Research article from PKU journal discussing ChatGPT and AI in education. Academic paper, not institutional policy.","scope":"staging_run","severity":"warning","sourceTitle":"ChatGPT和人工智能:从基本原理到教育应用","sourceType":"research_showcase","sourceUrl":"https://ccj.pku.edu.cn/article/info?aid=357335371","stagingRun":"staging/uapt-runs/uapt-qs14-20-20260506","status":"unknown_error"},{"entitySlug":"peking-university","lastCheckedAt":"2026-05-06T04:44:48.680Z","note":"PKU undergraduate thesis management rules (2021 revision). General academic policy but does not specifically address AI use. Mentions academic integrity broadly.","scope":"staging_run","severity":"warning","sourceTitle":"北京大学本科毕业论文（设计）工作管理办法","sourceType":"formal_policy","sourceUrl":"https://dean.pku.edu.cn/web/rules_info.php?id=166","stagingRun":"staging/uapt-runs/uapt-qs14-20-20260506","status":"unknown_error"},{"entitySlug":"snu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-snu-rej-002","scope":"staging_run","severity":"warning","sourceTitle":"AIIS symposium event page on ethical/legal aspects of generative AI. Event-only, not institutional policy.","sourceType":"generic_or_unclear","sourceUrl":"https://aiis.snu.ac.kr/bbs/board.php?bo_table=sub5_1&wr_id=471","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"snu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-snu-rej-003","scope":"staging_run","severity":"warning","sourceTitle":"Research article on copyright law and research ethics regarding AI authorship. Academic publication, not SNU institutional policy.","sourceType":"generic_or_unclear","sourceUrl":"https://likesnu.snu.ac.kr/usr/article/articleDetail.do?article_id=SNUA_000000012491428","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"snu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-snu-rej-001","scope":"staging_run","severity":"warning","sourceTitle":"S-Space research paper on copyright law in the generative AI era. Academic publication, not SNU institutional policy.","sourceType":"generic_or_unclear","sourceUrl":"https://s-space.snu.ac.kr/bitstream/10371/221978/1/000000187716.pdf","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"snu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-snu-rej-004","scope":"staging_run","severity":"warning","sourceTitle":"Science faculty research data page announcing the SNU AI Guidelines. Duplicate of the main guidelines source (cand-snu-001). Just a reference/announcement.","sourceType":"generic_or_unclear","sourceUrl":"https://science.snu.ac.kr/research/support/data?md=v&bbsidx=5375","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"snu","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-snu-rej-005","scope":"staging_run","severity":"warning","sourceTitle":"SNU event page for AI workshop 'Can I use ChatGPT for homework?' Event-only, not institutional policy.","sourceType":"generic_or_unclear","sourceUrl":"https://www.snu.ac.kr/snunow/events?md=v&bbsidx=160845","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"sorbonne-university","finalUrl":"https://fc.sorbonne-universite.fr/nos-offres/ia-generative-chatgpt-deepseek-mistral-intelligence-artificielle/","lastCheckedAt":"2026-05-13T02:24:00.000Z","note":"Official continuing-education course offer about generative AI, not policy evidence for institutional AI-use rules.","scope":"staging_run","severity":"warning","sourceTitle":"De ChatGPT, Mistral a DeepSeek : les IA generatives demystifiees","sourceType":"other","sourceUrl":"https://fc.sorbonne-universite.fr/nos-offres/ia-generative-chatgpt-deepseek-mistral-intelligence-artificielle/","stagingRun":"staging/uapt-runs/uapt-sorbonne-university-20260512","status":"unknown_error"},{"entitySlug":"sorbonne-university","finalUrl":"https://sipr.sorbonne-universite.fr/index.php/iagen/","lastCheckedAt":"2026-05-13T02:24:00.000Z","note":"Official-looking pedagogy resource listing was not used because the retained snippets did not provide direct institutional policy requirements.","scope":"staging_run","severity":"warning","sourceTitle":"Intelligence artificielle pour la pedagogie","sourceType":"teaching_guidance","sourceUrl":"https://sipr.sorbonne-universite.fr/index.php/iagen/","stagingRun":"staging/uapt-runs/uapt-sorbonne-university-20260512","status":"unknown_error"},{"entitySlug":"sorbonne-university","finalUrl":"https://www.sorbonne-universite.fr/actualites/chatgpt-une-rupture-technologique","lastCheckedAt":"2026-05-13T02:24:30.000Z","note":"Official news/commentary article about ChatGPT; not used as evidence for institutional rules.","scope":"staging_run","severity":"warning","sourceTitle":"ChatGPT : une rupture technologique ?","sourceType":"official_news_advisory","sourceUrl":"https://www.sorbonne-universite.fr/actualites/chatgpt-une-rupture-technologique","stagingRun":"staging/uapt-runs/uapt-sorbonne-university-20260512","status":"unknown_error"},{"entitySlug":"sorbonne-university","finalUrl":"https://www.sorbonne-universite.fr/evenements/conference-ia-generative-et-desinformation","lastCheckedAt":"2026-05-13T02:24:00.000Z","note":"Official event page about generative AI and disinformation, not an institutional policy or guidance source for student/research AI use.","scope":"staging_run","severity":"warning","sourceTitle":"Conference IA generative et desinformation","sourceType":"official_news_advisory","sourceUrl":"https://www.sorbonne-universite.fr/evenements/conference-ia-generative-et-desinformation","stagingRun":"staging/uapt-runs/uapt-sorbonne-university-20260512","status":"unknown_error"},{"entitySlug":"technical-university-of-munich","finalUrl":"https://www.prolehre.tum.de/en/prolehre/programs-services/teaching-development/use-ai-wisely/","lastCheckedAt":"2026-05-10T20:44:45.340Z","note":"Program/service landing page rather than a specific source for policy claims; the linked official PDF is used as the evidence source instead.","scope":"staging_run","severity":"warning","sourceTitle":"Use AI wisely","sourceType":"generic_or_unclear","sourceUrl":"https://www.prolehre.tum.de/en/prolehre/programs-services/teaching-development/use-ai-wisely/","stagingRun":"staging/uapt-runs/uapt-technical-university-of-munich-20260510","status":"unknown_error"},{"entitySlug":"technical-university-of-munich","finalUrl":"https://www.tum.de/aktuelles/alle-meldungen/pressemitteilungen/details/erfolgreicher-lernen-mit-ki","lastCheckedAt":"2026-05-10T20:44:45.340Z","note":"Official TUM news/press article about the OneTutor startup and AI-supported learning, not a policy or actionable guidance page.","scope":"staging_run","severity":"warning","sourceTitle":"Erfolgreicher lernen mit KI","sourceType":"official_news_advisory","sourceUrl":"https://www.tum.de/aktuelles/alle-meldungen/pressemitteilungen/details/erfolgreicher-lernen-mit-ki","stagingRun":"staging/uapt-runs/uapt-technical-university-of-munich-20260510","status":"unknown_error"},{"entitySlug":"the-hong-kong-polytechnic-university","finalUrl":"https://www.polyu.edu.hk/","lastCheckedAt":"2026-05-12T00:01:00.000Z","note":"Official homepage but contains no AI policy or guidance content.","scope":"staging_run","severity":"warning","sourceTitle":"The Hong Kong Polytechnic University","sourceType":"generic_or_unclear","sourceUrl":"https://www.polyu.edu.hk/","stagingRun":"staging/uapt-runs/uapt-the-hong-kong-polytechnic-university-20260512","status":"unknown_error"},{"entitySlug":"the-hong-kong-polytechnic-university","lastCheckedAt":"2026-05-12T00:02:30.000Z","note":"School of Design research integrity document with narrow scope; not university-wide policy.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI Use Guideline & Design Research Integrity","sourceType":"research_guidance","sourceUrl":"https://www.polyu.edu.hk/sd/-/media/Department/SD/Content/Research-2/Research-Integrity/Generative-AI-Use-Guideline--Design-Research-Integrity202509.pdf","stagingRun":"staging/uapt-runs/uapt-the-hong-kong-polytechnic-university-20260512","status":"unknown_error"},{"entitySlug":"the-london-school-of-economics-and-political-science","finalUrl":"https://blogs.lse.ac.uk/highereducation/2024/07/05/what-students-really-think-about-ai-and-academic-integrity/","lastCheckedAt":"2026-05-12T14:03:47.000Z","note":"Rejected as blog/commentary rather than actionable policy or official guidance.","scope":"staging_run","severity":"warning","sourceTitle":"What students really think about AI and academic integrity - LSE Blogs","sourceType":"official_news_advisory","sourceUrl":"https://blogs.lse.ac.uk/highereducation/2024/07/05/what-students-really-think-about-ai-and-academic-integrity/","stagingRun":"staging/uapt-runs/uapt-the-london-school-of-economics-and-political-science-20260512","status":"unknown_error"},{"entitySlug":"the-london-school-of-economics-and-political-science","finalUrl":"https://ppr.lse.ac.uk/articles/10.31389/lseppr.108","lastCheckedAt":"2026-05-12T14:03:47.000Z","note":"Rejected because it is a journal/article source, not LSE operational policy guidance for the tracker.","scope":"staging_run","severity":"warning","sourceTitle":"Approach Generative AI Tools Proactively or Risk Bypassing the Learning Process in Higher Education","sourceType":"research_showcase","sourceUrl":"https://ppr.lse.ac.uk/articles/10.31389/lseppr.108","stagingRun":"staging/uapt-runs/uapt-the-london-school-of-economics-and-political-science-20260512","status":"unknown_error"},{"entitySlug":"the-london-school-of-economics-and-political-science","finalUrl":"https://www.govtech.com/education/higher-ed/uks-top-universities-issue-5-guidelines-for-generative-ai","lastCheckedAt":"2026-05-12T14:03:47.000Z","note":"Rejected because the run requires official LSE sources first and no third-party source was needed.","scope":"staging_run","severity":"warning","sourceTitle":"U.K.'s Top Universities Issue 5 Guidelines for Generative AI","sourceType":"external_declaration","sourceUrl":"https://www.govtech.com/education/higher-ed/uks-top-universities-issue-5-guidelines-for-generative-ai","stagingRun":"staging/uapt-runs/uapt-the-london-school-of-economics-and-political-science-20260512","status":"unknown_error"},{"entitySlug":"the-london-school-of-economics-and-political-science","finalUrl":"https://www.lse.ac.uk/anthropology/study/AI-Policy","lastCheckedAt":"2026-05-12T14:03:47.000Z","note":"Official and actionable for Anthropology, but rejected for this one-university run because broader school-wide sources were available and this page is department-scoped.","scope":"staging_run","severity":"warning","sourceTitle":"AI Policy - LSE Anthropology","sourceType":"assessment_guidance","sourceUrl":"https://www.lse.ac.uk/anthropology/study/AI-Policy","stagingRun":"staging/uapt-runs/uapt-the-london-school-of-economics-and-political-science-20260512","status":"unknown_error"},{"entitySlug":"the-university-of-western-australia","finalUrl":"https://www.uwa.edu.au/about/leadership-and-governance/strategy-and-values/artificial-intelligence","lastCheckedAt":"2026-05-13T04:48:40Z","note":"Official UWA strategy/advisory page, but it describes the GenAI Think Tank's advice and values rather than a binding policy or student/staff rule.","scope":"staging_run","severity":"warning","sourceTitle":"UWA's Generative Artificial Intelligence Think Tank","sourceType":"official_news_advisory","sourceUrl":"https://www.uwa.edu.au/about/leadership-and-governance/strategy-and-values/artificial-intelligence","stagingRun":"staging/uapt-runs/uapt-the-university-of-western-australia-20260513","status":"unknown_error"},{"entitySlug":"u-tokyo","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-u-tokyo-rej-003","scope":"staging_run","severity":"warning","sourceTitle":"EduLab resource collection on ChatGPT/AI in education. Curated link collection, not institutional policy itself. Links to external resources and research.","sourceType":"generic_or_unclear","sourceUrl":"https://edulab.t.u-tokyo.ac.jp/chatgpt-ai-resources-20231006/","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"u-tokyo","lastCheckedAt":"2026-05-09T22:20:00.000Z","note":"Auto-created for rejection reference cand-u-tokyo-rej-002","scope":"staging_run","severity":"warning","sourceTitle":"IFI policy recommendation on responsible AI deployment. Research institute publication, not university-wide institutional policy.","sourceType":"generic_or_unclear","sourceUrl":"https://ifi.u-tokyo.ac.jp/en/news/11943/","stagingRun":"staging/uapt-runs/uapt-qs26-30-20260509","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"Research/data showcase on student usage patterns, not policy guidance.","scope":"staging_run","severity":"warning","sourceTitle":"How are UBC students using Generative AI?","sourceType":"generic_or_unclear","sourceUrl":"https://ai.ctlt.ubc.ca/how-are-ubc-students-using-generative-ai/","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"Blog/event post about a specific disciplinary session, not university-wide policy.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI: Its Implications and Opportunities for Policy, Pedagogy and Practice within the Mathematical Sciences","sourceType":"generic_or_unclear","sourceUrl":"https://genai.ubc.ca/2024/10/01/generative-ai-its-implications-and-opportunities-for-policy-pedagogy-and-practice-within-the-mathematical-sciences/","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"Student tips page, not policy-relevant guidance.","scope":"staging_run","severity":"warning","sourceTitle":"How to Get the Most Out of ChatGPT - Chapman Learning Commons","sourceType":"generic_or_unclear","sourceUrl":"https://learningcommons.ubc.ca/how-to-get-the-most-out-of-chatgpt/","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"Time-specific advisory blog post, not a standing policy page.","scope":"staging_run","severity":"warning","sourceTitle":"What to know about working with GenAI at UBC in September 2024","sourceType":"generic_or_unclear","sourceUrl":"https://lthub.ubc.ca/2024/09/03/what-to-know-about-working-with-gen-ai-at-ubc/","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"News article summarizing UBC approach; not an official policy page.","scope":"staging_run","severity":"warning","sourceTitle":"UBC's approach to academic integrity in the age of AI - UBC News","sourceType":"generic_or_unclear","sourceUrl":"https://news.ubc.ca/2023/03/ubcs-approach-to-academic-integrity-in-the-age-of-ai/","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"Academic journal article, not official policy.","scope":"staging_run","severity":"warning","sourceTitle":"Managing AI in the Classroom | The Ethnograph - UBC Library","sourceType":"generic_or_unclear","sourceUrl":"https://ojs.library.ubc.ca/index.php/EJAS/article/view/201895","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"ubc","lastCheckedAt":"2026-05-10T14:00:00Z","note":"UBC Wiki is community-edited, not an official university policy source.","scope":"staging_run","severity":"warning","sourceTitle":"Impact of AI on teaching and learning - UBC Wiki","sourceType":"generic_or_unclear","sourceUrl":"https://wiki.ubc.ca/Impact_of_AI_on_teaching_and_learning","stagingRun":"staging/uapt-runs/uapt-ubc-20260510","status":"unknown_error"},{"entitySlug":"universite-paris-saclay","finalUrl":"https://www.universite-paris-saclay.fr/actualites/impact-de-lia-transformation-des-pratiques-pedagogiques-et-des-formations-luniversite-paris-saclay","lastCheckedAt":"2026-05-12T18:02:30.000Z","note":"Official event announcement discusses a future program item toward a generative-AI use charter, but it does not itself provide a final charter or binding policy text.","scope":"staging_run","severity":"warning","sourceTitle":"Impact de l'IA : transformation des pratiques pédagogiques et des formations à l'Université Paris-Saclay","sourceType":"official_news_advisory","sourceUrl":"https://www.universite-paris-saclay.fr/actualites/impact-de-lia-transformation-des-pratiques-pedagogiques-et-des-formations-luniversite-paris-saclay","stagingRun":"staging/uapt-runs/uapt-universite-paris-saclay-20260512","status":"unknown_error"},{"entitySlug":"universite-paris-saclay","lastCheckedAt":"2026-05-12T18:06:30.000Z","note":"Course page mentions using AI for a dissertation in respect of an ISM-IAE usage charter, but the page is course-level curriculum text and not the charter itself.","scope":"staging_run","severity":"warning","sourceTitle":"M1 Evolutions Technologiques, Organisationnelles et Stratégiques (ETOS)","sourceType":"other","sourceUrl":"https://www.universite-paris-saclay.fr/formation/master/management-et-administration-des-entreprises/m1-evolutions-technologiques-organisationnelles-et-strategiques-etos","stagingRun":"staging/uapt-runs/uapt-universite-paris-saclay-20260512","status":"unknown_error"},{"entitySlug":"universite-paris-saclay","lastCheckedAt":"2026-05-12T18:06:00.000Z","note":"Official training catalogue result was not used as claim evidence because it describes training content rather than policy or directly applicable institutional AI-use rules.","scope":"staging_run","severity":"warning","sourceTitle":"Catalogue Formations Soft-skills","sourceType":"official_pdf","sourceUrl":"https://www.universite-paris-saclay.fr/sites/default/files/2025-08/Catalogue%20Formations%20Soft-skills.pdf","stagingRun":"staging/uapt-runs/uapt-universite-paris-saclay-20260512","status":"unknown_error"},{"entitySlug":"universite-psl","finalUrl":"https://psl.eu/en/research/research-psl/scientific-integrity","lastCheckedAt":"2026-05-11T09:55:00.000Z","note":"Official PSL Scientific Integrity Charter applicable to all PSL members. General scientific integrity principles, not AI-specific. May provide foundational principles applicable to AI use but does not address AI explicitly.","scope":"staging_run","severity":"warning","sourceTitle":"Scientific integrity - Université PSL","sourceType":"university_guidance","sourceUrl":"https://psl.eu/en/research/research-psl/scientific-integrity","stagingRun":"staging/uapt-runs/uapt-universite-psl-20260511","status":"unknown_error"},{"entitySlug":"universite-psl","finalUrl":"https://urfist.chartres.psl.eu/ressources/tour-d-horizon-de-l-ia-generative-en-recherche-debut-2026","lastCheckedAt":"2026-05-11T09:50:00.000Z","note":"URFIST de Paris (PSL) training resource page. Provides overview of AI tools and practices in research. More educational/training focused than policy guidance. References institutional viewpoints but does not constitute official PSL policy.","scope":"staging_run","severity":"warning","sourceTitle":"Tour d'horizon de l'IA générative en recherche début 2026","sourceType":"other","sourceUrl":"https://urfist.chartres.psl.eu/ressources/tour-d-horizon-de-l-ia-generative-en-recherche-debut-2026","stagingRun":"staging/uapt-runs/uapt-universite-psl-20260511","status":"unknown_error"},{"entitySlug":"universiti-malaya","lastCheckedAt":"2026-05-12T14:01:00.000Z","note":"Journal manuscript AI policy is journal-specific and not university-wide student, teaching, or assessment guidance.","scope":"staging_run","severity":"warning","sourceTitle":"AI POLICY | Journal of Islamic Educational Research - eJournal UM","sourceType":"other","sourceUrl":"https://ejournal.um.edu.my/index.php/JIER/AIPOLICY","stagingRun":"staging/uapt-runs/uapt-universiti-malaya-20260512","status":"unknown_error"},{"entitySlug":"universiti-malaya","lastCheckedAt":"2026-05-12T14:01:30.000Z","note":"Research article result is not a university AI policy or actionable institutional guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Digital Skill Assessments: Pre & Post Covid","sourceType":"research_showcase","sourceUrl":"https://mjs.um.edu.my/index.php/MJCS/article/view/65981","stagingRun":"staging/uapt-runs/uapt-universiti-malaya-20260512","status":"unknown_error"},{"entitySlug":"universiti-malaya","finalUrl":"https://spm.um.edu.my/2026/03/15/universiti-malaya-releases-policy-and-guidelines-on-the-use-of-artificial-intelligence-in-teaching-and-learning/","lastCheckedAt":"2026-05-12T14:03:00.000Z","note":"Announcement page points to the policy and guidance pages but is not used as direct claim support.","scope":"staging_run","severity":"warning","sourceTitle":"Universiti Malaya Releases Policy and Guidelines on the Use of Artificial Intelligence in Teaching and Learning","sourceType":"official_news_advisory","sourceUrl":"https://spm.um.edu.my/2026/03/15/universiti-malaya-releases-policy-and-guidelines-on-the-use-of-artificial-intelligence-in-teaching-and-learning/","stagingRun":"staging/uapt-runs/uapt-universiti-malaya-20260512","status":"unknown_error"},{"entitySlug":"university-of-auckland","finalUrl":"https://www.auckland.ac.nz/en/news/2025/10/02/the-case-for-oral-exams-in-the-age-of-ai.html","lastCheckedAt":"2026-05-13T01:54:13Z","note":"Official news/opinion page, but it is an analysis article and explicitly says it reflects the authors' opinion, not necessarily the University's views.","scope":"staging_run","severity":"warning","sourceTitle":"The case for oral exams in the age of AI","sourceType":"official_news_advisory","sourceUrl":"https://www.auckland.ac.nz/en/news/2025/10/02/the-case-for-oral-exams-in-the-age-of-ai.html","stagingRun":"staging/uapt-runs/uapt-university-of-auckland-20260512","status":"unknown_error"},{"entitySlug":"university-of-birmingham","finalUrl":"https://research.birmingham.ac.uk/files/257402140/KeithM2025Harnessing.pdf","lastCheckedAt":"2026-05-13T05:00:35.000Z","note":"Official research repository PDF found in search results, but it is a research/education publication rather than current University policy or operational guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Harnessing generative AI in chemical engineering education","sourceType":"research_showcase","sourceUrl":"https://research.birmingham.ac.uk/files/257402140/KeithM2025Harnessing.pdf","stagingRun":"staging/uapt-runs/uapt-university-of-birmingham-20260513","status":"unknown_error"},{"entitySlug":"university-of-birmingham","finalUrl":"https://www.birmingham.ac.uk/news/2026/world-first-safety-guide-for-public-use-of-ai-health-chatbots","lastCheckedAt":"2026-05-13T05:00:35.000Z","note":"Official news page about public health chatbot safety research; not a University-wide student, staff, teaching, research-governance, or tool-use policy source.","scope":"staging_run","severity":"warning","sourceTitle":"World-first safety guide for public use of AI health chatbots","sourceType":"official_news_advisory","sourceUrl":"https://www.birmingham.ac.uk/news/2026/world-first-safety-guide-for-public-use-of-ai-health-chatbots","stagingRun":"staging/uapt-runs/uapt-university-of-birmingham-20260513","status":"unknown_error"},{"entitySlug":"university-of-california-san-diego","finalUrl":"https://aiconvening.ucsd.edu/event-info/featured-speakers.html","lastCheckedAt":"2026-05-13T01:38:40.000Z","note":"Official convening speaker page is event metadata and does not state UC San Diego AI policy or guidance.","scope":"staging_run","severity":"warning","sourceTitle":"Featured Speakers","sourceType":"official_news_advisory","sourceUrl":"https://aiconvening.ucsd.edu/event-info/featured-speakers.html","stagingRun":"staging/uapt-runs/uapt-university-of-california-san-diego-20260512","status":"unknown_error"},{"entitySlug":"university-of-california-san-diego","finalUrl":"https://pharmacy.ucsd.edu/current/generative-artificial-intelligence-guidelines","lastCheckedAt":"2026-05-13T01:37:10.000Z","note":"Official but school-specific pharmacy guidance; not used for university-wide UC San Diego claims while stronger campus-wide Senate/AIO sources were available.","scope":"staging_run","severity":"warning","sourceTitle":"Generative Artificial Intelligence (AI) Guidelines | Skaggs School of Pharmacy and Pharmaceutical Sciences","sourceType":"formal_policy","sourceUrl":"https://pharmacy.ucsd.edu/current/generative-artificial-intelligence-guidelines","stagingRun":"staging/uapt-runs/uapt-university-of-california-san-diego-20260512","status":"unknown_error"},{"entitySlug":"university-of-california-san-diego","finalUrl":"https://today.ucsd.edu/story/how-ai-is-showing-up-in-our-classrooms","lastCheckedAt":"2026-05-13T01:38:20.000Z","note":"Official UC San Diego Today story discusses AI in classrooms but is a news feature, not a policy or guidance source.","scope":"staging_run","severity":"warning","sourceTitle":"What Does It Mean To Learn With AI?","sourceType":"official_news_advisory","sourceUrl":"https://today.ucsd.edu/story/how-ai-is-showing-up-in-our-classrooms","stagingRun":"staging/uapt-runs/uapt-university-of-california-san-diego-20260512","status":"unknown_error"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:30Z","note":"Source needs manual inspection before promotion.","scope":"staging_run","severity":"warning","sourceTitle":"Security | IT Help and Support","sourceType":"it_security_privacy","sourceUrl":"https://help.uis.cam.ac.uk/service/security","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"unknown_error"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:30Z","note":"Source needs manual inspection before promotion.","scope":"staging_run","severity":"warning","sourceTitle":"ai@cam – Cambridge AI Mission","sourceType":"research_showcase","sourceUrl":"https://www.ai.cam.ac.uk/","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"unknown_error"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:03Z","note":"Source needs manual inspection before promotion.","scope":"staging_run","severity":"warning","sourceTitle":"Cambridge is shaping AI for everyone","sourceType":"research_showcase","sourceUrl":"https://www.cam.ac.uk/ai","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"unknown_error"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:18Z","note":"Source appears to return 404 or was rejected as stale 404; rerun source discovery.","scope":"staging_run","severity":"warning","sourceTitle":"AI Governance (speculative)","sourceType":"other","sourceUrl":"https://www.cam.ac.uk/ai/governance","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"not_found"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:30Z","note":"Source needs manual inspection before promotion.","scope":"staging_run","severity":"warning","sourceTitle":"Recording teaching content","sourceType":"other","sourceUrl":"https://www.educationalpolicy.admin.cam.ac.uk/policy-index/recording","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"unknown_error"},{"entitySlug":"university-of-cambridge","lastCheckedAt":"2026-05-05T16:15:19Z","note":"Source appears to return 404 or was rejected as stale 404; rerun source discovery.","scope":"staging_run","severity":"warning","sourceTitle":"UIS AI Guide (speculative)","sourceType":"other","sourceUrl":"https://www.uis.cam.ac.uk/guides/artificial-intelligence","stagingRun":"data/openclaw-staging/run-20260505-cambridge-contract-v2-clean","status":"not_found"},{"entitySlug":"university-of-glasgow","lastCheckedAt":"2026-05-13T05:00:25.000Z","note":"Official repository PDF appeared in search results but is a research/publication artifact, not an official university policy or guidance page.","scope":"staging_run","severity":"warning","sourceTitle":"Studying with GenAI: Student views on the opportunities and risks of GenAI","sourceType":"research_showcase","sourceUrl":"https://eprints.gla.ac.uk/379025/2/379025.pdf","stagingRun":"staging/uapt-runs/uapt-university-of-glasgow-20260513","status":"unknown_error"},{"entitySlug":"university-of-glasgow","lastCheckedAt":"2026-05-13T05:00:25.000Z","note":"Official thesis repository PDF is not a university AI policy, guidance, or data-handling rule source.","scope":"staging_run","severity":"warning","sourceTitle":"Exploring data access and control methods","sourceType":"research_showcase","sourceUrl":"https://theses.gla.ac.uk/85862/1/2026AbrahamPhD.pdf","stagingRun":"staging/uapt-runs/uapt-university-of-glasgow-20260513","status":"unknown_error"},{"entitySlug":"university-of-glasgow","lastCheckedAt":"2026-05-13T05:00:25.000Z","note":"Official page is a webinar listing and did not provide direct university policy evidence for staged claims.","scope":"staging_run","severity":"warning","sourceTitle":"College of Social Sciences - Webinars","sourceType":"official_news_advisory","sourceUrl":"https://www.gla.ac.uk/colleges/socialsciences/staffinfo/technologyenhancedlearningcoss/webinars/","stagingRun":"staging/uapt-runs/uapt-university-of-glasgow-20260513","status":"unknown_error"},{"entitySlug":"university-of-illinois-urbana-champaign","finalUrl":"https://extension.illinois.edu/commit/ai-guidelines","lastCheckedAt":"2026-05-13T03:12:00.000Z","note":"Official unit-level Extension guidance was not used for university-wide claims.","scope":"staging_run","severity":"warning","sourceTitle":"AI Guidelines | Illinois Extension","sourceType":"generic_or_unclear","sourceUrl":"https://extension.illinois.edu/commit/ai-guidelines","stagingRun":"staging/uapt-runs/uapt-university-of-illinois-urbana-champaign-20260512","status":"unknown_error"},{"entitySlug":"university-of-illinois-urbana-champaign","finalUrl":"https://generativeai.web.illinois.edu/","lastCheckedAt":"2026-05-13T03:12:00.000Z","note":"Official provost-linked resource hub; not enough specific policy text for claim evidence in this run.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI Center of Expertise","sourceType":"generic_or_unclear","sourceUrl":"https://generativeai.web.illinois.edu/","stagingRun":"staging/uapt-runs/uapt-university-of-illinois-urbana-champaign-20260512","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:24Z","note":"Cloudflare WAF returns 403 (Just a moment...). Referenced from ctl.ox.ac.uk/ai: 'Published in September 2025, this study skills advice for students complements our resources for staff and aligns with relevant University policies.' Newsletter/redirect URL on admin.ox.ac.uk domain, inaccessible.","scope":"staging_run","severity":"warning","sourceTitle":"Advice for students on the use of generative AI tools to support learning","sourceType":"teaching_guidance","sourceUrl":"https://newsletter.admin.ox.ac.uk/c/11yN0sR7COyOUBRSg","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:24Z","note":"Cloudflare WAF returns 403 (Just a moment...). Referenced from ctl.ox.ac.uk/ai as 'Announced in September 2025, find out how the University is embracing AI in education, research and professional services, including information and resources to support your use of ChatGPT Edu.' Portal/overview page, inaccessible.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI at Oxford","sourceType":"teaching_guidance","sourceUrl":"https://www.ox.ac.uk/gen-ai","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:00Z","note":"Cloudflare WAF returns 403 (Just a moment...). Search snippet: 'The aims of this policy are to ensure the responsible use of GenAI in research and to provide clear guidelines for its integration into the research process.' Formal research policy, inaccessible.","scope":"staging_run","severity":"warning","sourceTitle":"Policy for using generative AI in research","sourceType":"formal_policy","sourceUrl":"https://www.ox.ac.uk/research/support/governance-and-committees/research-policies/policy-for-using-generative-ai-in","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:00Z","note":"Cloudflare WAF returns 403 (Just a moment...). Search snippet: 'The University now provides all students and staff with inclusive access to generative AI tools. This includes a free ChatGPT Edu account.' High relevance but inaccessible.","scope":"staging_run","severity":"warning","sourceTitle":"Generative AI tools","sourceType":"teaching_guidance","sourceUrl":"https://www.ox.ac.uk/students/life/it/genai-tools","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:00Z","note":"Cloudflare WAF returns 403 (Just a moment...). Search snippet: 'The following Frequently Asked Questions provide information about how Generative AI (GenAI) tools are being used at the University.' Student FAQ page, inaccessible.","scope":"staging_run","severity":"warning","sourceTitle":"GenAI FAQs for students","sourceType":"teaching_guidance","sourceUrl":"https://www.ox.ac.uk/students/life/it/genai-tools/genai-faqs-for-students","stagingRun":"staging/uapt-runs/uapt-repair-qs-top-policy-seeds-20260506","status":"unknown_error"},{"entitySlug":"university-of-oxford","lastCheckedAt":"2026-05-06T00:50:00Z","note":"Cloudflare WAF returns 403 (Just a moment...). Search snippet: 'GenAI tools must be used responsibly and ethically, in accordance with the academic standards of rigour and integrity that are expected of you as a student at Oxford.' 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