{"format":"asa_trace_v1","messages":[{"message_type":"HumanMessage","name":null,"content":"TASK OVERVIEW:\nYou are a search-enabled research agent specializing in biographical information about political elites.\n\nResearch the following fields for the target person:\n- educational attainment\n- prior occupation\n- birth year\n- birth place\n- disability status\n- sexual orientation (publicly disclosed LGBTQ identity)\n\nSEARCH STRATEGY:\n- Start with Wikipedia, then use official biographies, government/parliament profiles, and credible news if needed.\n- Cross-reference sources when signals conflict.\n\nSOURCE REQUIREMENT:\n- Provide exact, full URLs for every source field (no domain-only citations).\n\nIMPORTANT GUIDELINES:\n- Use explicit statements or reliable sources only.\n- If information is not publicly disclosed, return Unknown.\n- Do not guess or fabricate information.\n\nCLASS BACKGROUND RULES:\n- Identify the primary occupation before entering politics.\n- Then map to class_background using:\n  * Working class = manual labor, service, agriculture, trades, clerical.\n  * Middle class/professional = teachers, lawyers, engineers, civil servants, managers.\n  * Upper/elite = large business owners, top executives, aristocracy, major landowners.\n  * Unknown = insufficient information.\n\nTARGET INDIVIDUAL:\n- Name: Shyh-Fang Liu\n- Country: Taiwan\n- Election Year: 2016\n- Political Party: DPP\n- Region/Constituency: National level\n- Known Birthday: Not available\n- Known Gender: Female\n- Known Ethnicity: Chinese\n\nDISAMBIGUATION:\nIf multiple people share the same name, identify the correct person by matching (where possible):\n- Country, Political party, Time period, Gender, Region\n\nOUTPUT:\n- Return strict JSON only.\n\n\n[Tooling: Webpage reading is enabled. You may use the OpenWebpage tool to open and read full webpages when needed.]","tool_calls":null,"tool_call_id":null},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"step_id":1,"status":"in_progress","findings":"Starting research for Shyh-Fang Liu, a Taiwanese politician."},"id":"2bc95b8c-a780-4d83-8193-0f26cde6e597","type":"tool_call"},{"name":"wikipedia","args":{"query":"Shyh-Fang Liu"},"id":"5c1c1ca7-9ac6-4150-8df8-707cc7598078","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"update_plan","content":"Plan step 1 updated to 'in_progress'","tool_calls":null,"tool_call_id":"2bc95b8c-a780-4d83-8193-0f26cde6e597"},{"message_type":"ToolMessage","name":"wikipedia","content":"Page: Liu Shyh-fang\nSummary: Liu Shyh-fang (or Liu Shih-fang; Chinese: 劉世芳; pinyin: Liú Shìfāng; born 15 August 1959) is a Taiwanese politician who currently serves as the Minister of the Interior since 2024.\nShe graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. She was deputy secretary-general of the office of President Chen Shui-bian.\n\nPage: Liu Zhenya incident\nSummary: In 2025, Taiwanese YouTuber Pa Chiung and others reported that Liu Zhenya, a mainland Chinese spouse and internet celebrity in Taiwan, promoted Chinese unification by military means on her YouTube, Douyin and other social media channels. Taiwan's National Immigration Agency determined that Liu violated the Cross-Strait Act, and revoked her dependent residence permit in Taiwan and ordered her to leave Taiwan. This marked the first time Taiwan had expelled a mainland Chinese spouse. She was also restricted from reapplying for five years, becoming the first Chinese mainland spouse to be punished. At the same time, the National Immigration Agency launched an investigation into similar incidents and also punished two other cases of violations in March. Her deportation cau","tool_calls":null,"tool_call_id":"5c1c1ca7-9ac6-4150-8df8-707cc7598078"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"finding":"birth_year = 1959 (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)","category":"fact"},"id":"bc4043e6-c0be-47ad-8c5d-f83516b52b7d","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_institution = Oklahoma State University (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)","category":"fact"},"id":"546cc57a-6ef5-4241-ab22-3722d81399f7","type":"tool_call"},{"name":"Search","args":{"query":"Liu Shyh-fang biography Taiwan Legislative Yuan"},"id":"0c0b74fe-e3d3-4669-ac8f-9f7bd9c208bb","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: birth_year = 1959 (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)","tool_calls":null,"tool_call_id":"bc4043e6-c0be-47ad-8c5d-f83516b52b7d"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_institution = Oklahoma State University (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)","tool_calls":null,"tool_call_id":"546cc57a-6ef5-4241-ab22-3722d81399f7"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> ^ \"TheLegislativeYuanRepublic of China-Liu,Shyh-Fang-Brief Introduction\". 23 July 2013. ^ Teng, Pei-ju (12 April 2024). \"Premier-designate Cho announces new interior, transportation ministers\". Central News Agency. Retrieved 12 April 2024. ^ \"China Sanctions ThreeTaiwanLeaders in Retaliation Effort\". Bloomberg News. 2021-11-05. Retrieved ... <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> LiuShyh-fangis one of the richest Member Of TheLegislativeYuanfromTaiwan. According to our analysis, Wikipedia, Forbes & Business Insider,LiuShyh-fang's net worth $5 Million. <\/CONTENT> <URL> https://celebrity-birthdays.com/people/liu-shyh-fang <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> ^ \"Liusays US didn't ask to see speech\". Taipei Times. 29 December 2006. Retrieved 12 March 2011. ^ \"TheLegislativeYuanRepublic of China-Liu,Shyh-Fang-Brief Introduction\". 23 July 2013. ^ Teng, Pei-ju (12 April 2024). \"Premier-designate Cho announces new interior, transportation ministers\". Central News Agency. Retrieved 12 April 2024. <\/CONTENT> <URL> https://www.detailedpedia.com/wiki-Liu_Shyh-fang <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> Web site:LegislativeYuan-Liu,Shyh-Fang. 23 July 2013. . 6 December 2018 . en. Web site: TheLegislativeYuanRepublic of China-Liu,Shyh-Fang-Brief Introduction. 23 July 2013. News: Teng . Pei-ju . Premier-designate Cho announces new interior, transportation ministers . 12 April 2024 . Central News Agency . 12 April 2024. <\/CONTENT> <URL> https://everything.explained.today/Liu_Shih-fang <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> BiographyLiuShyh-fang(Chinese: 劉世芳; pinyin:LiúShìfāng) is a Taiwanese politician. She graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. She was deputy secretary-general of the office of President Chen Shui-bian. <\/CONTENT> <URL> https://peoplepill.com/i/liu-shih-fang <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> LiuShyh-fangMember of theLegislativeYuanelected in 2001 Taiwaneselegislativeelection in the at-large district parliamentary term 5thLegislativeYuanstart time 1 February 2002 end time 30 June 2002 parliamentary group Democratic Progressive PartyLegislativeCaucus electoral district Proportional Representation in national election ... <\/CONTENT> <URL> https://www.wikidata.org/wiki/Q6653712 <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Minister of the InteriorLiuShyh-fang(劉世芳) was granted permission not to respond to questions fromTaiwanPeople's Party (TPP) Legislator Li Zhenxiu (李貞秀) during Li's firstlegislativeinquiry yesterday, as questions over her eligibility to serve continued to loom. Although Li has held a Taiwanese ID card for more than 10 years and registered as a candidate for TPP's ... <\/CONTENT> <URL> https://www.taipeitimes.com/News/taiwan/archives/2026/03/17/2003853967 <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Map Remove ads <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> 立法委員 立法委員劉世芳先後取得淡江大學化學工程系學士、美國奧克拉荷馬州州立大學環境工程碩士。曾擔任工 … Continue reading → <\/CONTENT> <URL> https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> Deputy Secretary General, Office of the President 2006/7~2007/2 Secretary General, ExecutiveYuan2002/7~2004/5 Legislator of Fifth term inLegislativeYuan2002/2~2002/6 Deputy Magistrate of Taichung County 1999/2~2001/12 Director, Department of Environmental Protection, Taipei City Government 1997/8~1998/12 <\/CONTENT> <URL> https://www.moi.gov.tw/english/cp.aspx?n=7603 <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"0c0b74fe-e3d3-4669-ac8f-9f7bd9c208bb"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu"},"id":"auto_openwebpage_3d70838de036","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu\nFinal URL: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu/\nTitle: 劉世芳 Liu, Shyh-fang - 臺灣網路治理論壇\nBytes read: 63636\nCache: MISS\n\nRelevant excerpts:\n\n[1]\n臺灣網路治理論壇\n[link: https://www.igf.org.tw/]\nMenu\nSkip to content\n簡介\n論壇介紹\n[link: https://www.igf.org.tw/introduce/about/]\n組織章程\n[link: https://www.igf.org.tw/introduce/%e7%b5%84%e7%b9%94%e7%ab%a0%e7%a8%8b/]\n理、監事名單\n[link: https://www.igf.org.tw/introduce/%e7%90%86%e3%80%81%e7%9b%a3%e4%ba%8b%e5%90%8d%e5%96%ae/]\nMSG\n學生會員經費補助及學生事務委員會組織辦法\n[link: https://www.igf.org.tw/introduce/%e5%ad%b8%e7%94%9f%e6%9c%83%e5%93%a1%e7%b6%93%e8%b2%bb%e8%a3%9c%e5%8a%a9%e5%8f%8a%e5%ad%b8%e7%94%9f%e4%ba%8b%e5%8b%99%e5%a7%94%e5%93%a1%e6%9c%83%e7%b5%84%e7%b9%94%e8%be%a6%e6%b3%95/]\n會員招募\n[link: https://www.igf.org.tw/recruitment/]\nTWIGF 2026\n[link: https://www.igf.org.tw/twigf-2026/]\n工作坊提案徵件｜WORKSHOP\n[link: https://www.igf.org.tw/twigf-2026/proposals/]\n場地資訊｜VENUE\n[link: https://www.igf.org.tw/twigf-2026/venue/]\n歷年活動\n[link: https://www.igf.org.tw/events/]\nTWIGF 年會\n[link: https://www.igf.org.tw/events/archives/]\n論壇開講\n[link: https://www.igf.org.tw/events/%e6%99%9a%e9%96%93%e8%ac%9b%e5%ba%a7/]\n培訓課程\n[link: https://www.igf.org.tw/events/2020_training-courses/]\n最新消息\n[link: https://www.igf.org.tw/category/news/]\n首頁\n/\nTWIGF 2020\n[link: https://www.igf.org.tw/twigf2020/]\n/\n與談人｜Speaker\n","tool_calls":null,"tool_call_id":"auto_openwebpage_3d70838de036"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"finding":"education_level = Master's degree (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","category":"fact"},"id":"fc1bc125-0752-45f2-9ad0-d4a4844aa378","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_field = Chemical Engineering (Bachelor's), Environmental Engineering (Master's) (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","category":"fact"},"id":"4f93b924-8ad2-4c94-9bca-5e7596bbdf8b","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_institution = Tamkang University (Bachelor's), Oklahoma State University (Master's) (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","category":"fact"},"id":"74ba9f3f-2b6a-4f76-845d-16001ffb6aea","type":"tool_call"},{"name":"Search","args":{"query":"Liu Shyh-fang birth place Taiwan"},"id":"dc24d8cd-152c-48b0-a8d4-2a69d3168379","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_level = Master's degree (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","tool_calls":null,"tool_call_id":"fc1bc125-0752-45f2-9ad0-d4a4844aa378"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_field = Chemical Engineering (Bachelor's), Environmental Engineering (Master's) (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","tool_calls":null,"tool_call_id":"4f93b924-8ad2-4c94-9bca-5e7596bbdf8b"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_institution = Tamkang University (Bachelor's), Oklahoma State University (Master's) (source: https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu)","tool_calls":null,"tool_call_id":"74ba9f3f-2b6a-4f76-845d-16001ffb6aea"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> LiuShyh-fang[1] (orLiuShih-fang; [2] Chinese: 劉世芳; pinyin:LiúShìfāng; born 15 August 1959) is a Taiwanese politician who currently serves as the Minister of the Interior since 2024. <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> LiuShyh-fang, also known asLiuShih-fang, is a Taiwanese politician born on August 15, 1959. She graduated from Oklahoma State University and is affiliated with the Democratic Progressive Party.Liuserved as the deputy secretary-general in the office of President Chen Shui-bian, contributing toTaiwan'spolitical landscape during her tenure. <\/CONTENT> <URL> https://www.ask-oracle.com/birth-chart/liu-shih-fang <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> LiuShyh-fangis one of the richest Member Of The Legislative Yuan fromTaiwan. According to our analysis, Wikipedia, Forbes & Business Insider,LiuShyh-fang's net worth $5 Million. <\/CONTENT> <URL> https://celebrity-birthdays.com/people/liu-shyh-fang <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> LiuShyh-fang(orLiuShih-fang; Chinese: 劉世芳; pinyin:LiúShìfāng; born 15 August 1959) is a Taiwanese politician. She graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. She was deputy secretary-general of the office of President Chen Shui-bian. <\/CONTENT> <URL> https://www.detailedpedia.com/wiki-Liu_Shyh-fang <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Taiwanese politician <\/CONTENT> <URL> https://dbpedia.org/page/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> LiuShyh-fang(orLiuShih-fang; [1] ; born 15 August 1959) is a Taiwanese politician. She graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. <\/CONTENT> <URL> https://everything.explained.today/Liu_Shih-fang <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> LiuShyh-fang(Chinese: 劉世芳; pinyin:LiúShìfāng) is a Taiwanese politician. She graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. She was deputy secretary-general of the office of President Chen Shui-bian. <\/CONTENT> <URL> https://alchetron.com/Liu-Shyh-fang <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Taiwan0 references name in native language 劉世芳(Traditional Chinese) 0 references family nameLiu0 references date ofbirth13 August 1959 0 referencesplaceofbirthTaipei 1 reference native language Chinese 0 references languages spoken, written or signed Standard Taiwanese Mandarin 0 references writing language Traditional Chinese 0 ... <\/CONTENT> <URL> https://www.wikidata.org/wiki/Q6653712 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> MS in Environmental Engineering, Oklahoma State University, USA BS in Chemical Engineering, Tamkang University,Taiwan <\/CONTENT> <URL> https://www.moi.gov.tw/english/cp.aspx?n=7603 <\/URL> __END_OF_SOURCE 9__","tool_calls":null,"tool_call_id":"dc24d8cd-152c-48b0-a8d4-2a69d3168379"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://dbpedia.org/page/Liu_Shyh-fang"},"id":"auto_openwebpage_5eaa45d88277","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://dbpedia.org/page/Liu_Shyh-fang\nFinal URL: https://dbpedia.org/page/Liu_Shyh-fang\nTitle: About: Liu Shyh-fang\nBytes read: 61782\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nBrowse using\nOpenLink Faceted Browser\n[link: https://dbpedia.org/describe/?uri=http%3A%2F%2Fdbpedia.org%2Fresource%2FLiu_Shyh-fang]\nOpenLink Structured Data Editor\n[link: http://osde.demo.openlinksw.com/#/editor?uri=http%3A%2F%2Fdbpedia.org%2Fdata%2FLiu_Shyh-fang.ttl&view=statements]\nLodLive Browser\n[link: http://en.lodlive.it/?http%3A%2F%2Fdbpedia.org%2Fresource%2FLiu_Shyh-fang]\nFormats\nRDF:\nN-Triples\n[link: http://dbpedia.org/data/Liu_Shyh-fang.ntriples]\nN3\nTurtle\n[link: http://dbpedia.org/data/Liu_Shyh-fang.ttl]\nJSON\n[link: http://dbpedia.org/data/Liu_Shyh-fang.json]\nXML\nOData:\nAtom\n[link: http://dbpedia.org/data/Liu_Shyh-fang.atom]\nJSON\n[link: http://dbpedia.org/data/Liu_Shyh-fang.jsod]\nMicrodata:\nJSON\n[link: http://dbpedia.org/sparql?default-graph-uri=http%3A%2F%2Fdbpedia.org&query=DESCRIBE%20%3Chttp%3A%2F%2Fdbpedia.org%2Fresource%2FLiu_Shyh-fang%3E&format=application%2Fmicrodata%2Bjson]\nHTML\n[link: http://dbpedia.org/sparql?default-graph-uri=http%3A%2F%2Fdbpedia.org&query=DESCRIBE%20%3Chttp%3A%2F%2Fdbpedia.org%2Fresource%2FLiu_Shyh-fang%3E&format=text%2Fhtml]\nEmbedded:\nJSON\n","tool_calls":null,"tool_call_id":"auto_openwebpage_5eaa45d88277"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"劉世芳 經歷 工程師 (Liu Shyh-fang experience engineer)"},"id":"6b192d80-8570-4589-b5de-eef5c326c016","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> LiuShyh-fang[1] (orLiuShih-fang; [2] Chinese: 劉世芳; pinyin:Liú Shìfāng; born 15 August 1959) is a Taiwanese politician who currently serves as the Minister of the Interior since 2024. <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> 劉世芳（1959年8月13日—）， 中華民國 政治人物， 民主進步黨 籍，現任 內政部 部長、 總統府全社會防衛韌性委員會 執行秘書。曾任 立法委員 、 行政院秘書長 、 總統府 副秘書長、 國家安全會議 副秘書長、行政院政務委員、 高雄市 副市長、 臺中縣 副縣長、 2009高雄世運 組織委員會基金會 ... <\/CONTENT> <URL> https://zh.wikipedia.org/zh-tw/劉世芳 <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> 立法委員 立法委員劉世芳先後取得淡江大學化學工程系學士、美國奧克拉荷馬州州立大學環境工程碩士。曾擔任工研院副工程師、澎湖縣政府機要秘書、台北市政府環保局局長、台中縣副縣長、第五屆不分區立法委員、行政院秘書長、總統府副秘書長、國家安全會議副秘書長、高雄世運組委員會 ... <\/CONTENT> <URL> https://www.igf.org.tw/twigf2020/2020_speaker/shyh-fang-liu <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> LiuShyh-fang(orLiuShih-fang; Chinese: 劉世芳; pinyin:Liú Shìfāng; born 15 August 1959) is a Taiwanese politician. She graduated from the Oklahoma State University and is a member of the Democratic Progressive Party. 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