{"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 on Shyh-Fang Liu."},"id":"b677b297-cab2-4df9-85ac-6b2d84fcbf6c","type":"tool_call"},{"name":"wikipedia","args":{"query":"Shyh-Fang Liu"},"id":"44c37b6e-7f1e-49aa-bde0-3c2fc34bf0e1","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":"b677b297-cab2-4df9-85ac-6b2d84fcbf6c"},{"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":"44c37b6e-7f1e-49aa-bde0-3c2fc34bf0e1"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"Liu Shyh-fang biography Taiwan DPP"},"id":"5c1a20e8-662d-428a-ad08-8eff3fcab27b","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:LiúShìfāng; born 15 August 1959) is a Taiwanese politician who currently serves as the Minister of the Interior since 2024. 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. [3] <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> While introducing LiShyh-fang, LI Vice President and former Macedonian State Secretary for Foreign Affairs Emil Kirjas particularly highlighted how only through the past struggle and hardship ofDPP'sfounding members, wasTaiwanable to transform from a one-party autocracy into a flourishing democracy today.LiuShyh-fangwas also present when LI hosted a meeting inTaiwanin 2004. <\/CONTENT> <URL> https://www.dpp.org.tw/en/media/contents/66 <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <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 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> 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 5__ __START_OF_SOURCE 6__ <CONTENT> Beijing's intimidation of Minister of the InteriorLiuShyh-fang(劉世芳) and her family aims to dissuade Taiwanese businesspeople from supporting the Democratic Progressive Party (DPP) in upcoming elections,DPPlawmakers said yesterday. A report published on Friday by state-owned Ta Kung Pao ... <\/CONTENT> <URL> https://www.taipeitimes.com/News/taiwan/archives/2026/03/02/2003853113 <\/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> DPPcaucus director-generalLiuShyh-fang（劉世芳） said that allowing low-wage and low-skilled Chinese to work inTaiwanwould adversely affectTaiwan'sinternational competitiveness. <\/CONTENT> <URL> https://news.ltn.com.tw/news/focus/breakingnews/4504573 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> LiuShyh-fangMember of the Legislative Yuan elected in 2001 Taiwanese legislative election in the at-large district parliamentary term 5th Legislative Yuan start time 1 February 2002 end time 30 June 2002 parliamentary group Democratic Progressive Party Legislative Caucus electoral district Proportional Representation in national election ... <\/CONTENT> <URL> https://www.wikidata.org/wiki/Q6653712 <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <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 10__","tool_calls":null,"tool_call_id":"5c1a20e8-662d-428a-ad08-8eff3fcab27b"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://news.ltn.com.tw/news/focus/breakingnews/4504573"},"id":"auto_openwebpage_3a9c8a6b0298","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://news.ltn.com.tw/news/focus/breakingnews/4504573\nFinal URL: https://news.ltn.com.tw/news/focus/breakingnews/4504573\nTitle: 《TAIPEI TIMES》 DPP raises alarm over Hou’s China student proposal - 焦點 - 自由時報電子報\nBytes read: 207553\nCache: MISS\n\nRelevant excerpts:\n\n[1]\n京華城宣判\n[link: https://news.ltn.com.tw/topic/%E4%BA%AC%E8%8F%AF%E5%9F%8E%E5%AE%A3%E5%88%A4?utm_source=NEWS&utm_medium=keyword_mainphoto&utm_campaign=keyword_list&utm_content=%25E4%25BA%25AC%25E8%258F%25AF%25E5%259F%258E%25E5%25AE%25A3%25E5%2588%25A4]\n中東戰火\n[link: https://news.ltn.com.tw/topic/%E4%B8%AD%E6%9D%B1%E6%88%B0%E7%81%AB?utm_source=NEWS&utm_medium=keyword_mainphoto&utm_campaign=keyword_list&utm_content=%25E4%25B8%25AD%25E6%259D%25B1%25E6%2588%25B0%25E7%2581%25AB]\n〉\n即時\n熱門\n政治\n財富自由\n[link: https://stock.ltn.com.tw]\n軍武\n社會\n生活\n健康\n國際\n地方\n蒐奇\n影音\n財經\n娛樂\n汽車\n時尚\n體育\n3 C\n評論\n藝文\n玩咖\n食譜\n地產\n專區\nTAIPEI TIMES\n[link: http://www.taipeitimes.com/]\n求職\nSearch\n自由電子報\n[link: https://www.ltn.com.tw/]\n自由影音\n[link: https://video.ltn.com.tw]\n即時\n熱門\n政治\n軍武\n社會\n生活\n健康\n國際\n地方\n蒐奇\n財富自由\n[link: https://stock.ltn.com.tw]\n財經\n娛樂\n藝文\n汽車\n時尚\n體育\n3 C\n評論\n玩咖\n食譜\n地產\n專區\n服務\n自由電子報 APP\n[link: https://service.ltn.com.tw/app]\n自由電子報粉絲團\n[link: https://www.facebook.com/m.ltn.tw]\n自由電子報 Line\n[link: https://line.me/R/ti/p/%40ltnnews]\n自由電子報 X\n[link: https://twitter.com/ltntw]\n熱門新訊\n[link: https://market.ltn.com.tw/m]\n限制級\n您即將進入之新聞內容\n需滿18歲\n方可瀏覽。\n未滿18歲\n或不同意本條款\n離開\n我同意\n我已年滿18歲\n進入\n","tool_calls":null,"tool_call_id":"auto_openwebpage_3a9c8a6b0298"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"category":"fact","finding":"birth_year = 15 August 1959 (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)"},"id":"f115e443-167a-465f-be4f-7922cacca218","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: birth_year = 15 August 1959 (source: https://en.wikipedia.org/wiki/Liu_Shyh-fang)","tool_calls":null,"tool_call_id":"f115e443-167a-465f-be4f-7922cacca218"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"category":"fact","finding":"education_level = Master's degree (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)"},"id":"080b5d28-fec5-43f9-b642-d669585a035d","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.moi.gov.tw/english/cp.aspx?n=7603)","tool_calls":null,"tool_call_id":"080b5d28-fec5-43f9-b642-d669585a035d"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"category":"fact","finding":"education_institution = Tamkang University (BS), Oklahoma State University (MS) (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)"},"id":"44b0ee7a-39b8-424e-8f01-01ee60fdfab6","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_institution = Tamkang University (BS), Oklahoma State University (MS) (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","tool_calls":null,"tool_call_id":"44b0ee7a-39b8-424e-8f01-01ee60fdfab6"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"Liu Shyh-fang birth place Taiwan"},"id":"0947a974-362e-4e10-a215-d4e482e84d09","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: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> Hon.Shyh-FangLIUis the Minister of the Ministry of the Interior (MOI),Taiwan. She assumed office in May 2024 and brings extensive experience in both national and local governance. Prior to her current role, she held several senior leadership positions acrossTaiwan'sgovernment, including serving as a Legislator in multiple terms of the Legislative Yuan, Deputy Mayor of Kaohsiung City ... <\/CONTENT> <URL> https://www.yushanforum.org/people.php?pid=1365 <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <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 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":"0947a974-362e-4e10-a215-d4e482e84d09"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://dbpedia.org/page/Liu_Shyh-fang"},"id":"auto_openwebpage_9588e7cd24b3","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_9588e7cd24b3"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"findings":"Found birth year (1959) and education details (Chemical/Environmental Engineering). 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July 3, 2024 -劉世芳小檔案 · 生日：1959年8月13日 · 學歷：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 · 經歷：工研院副工程師、澎湖縣政府機要秘書、台北市環保局長、台中縣副縣長、立法院第5屆立委、行政院秘書長、總統府副秘書長、國家安全會議副秘書長、2009高雄世運組委會常務董事、高雄市副市長、第9屆及第10屆立委 · <\/CONTENT> <URL> https://www.cna.com.tw/news/aipl/202404120054.aspx <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Title: 立法院全球資訊網 -劉世芳委員. 劉世芳委員 開啟子選項 · 發言紀錄 · 提案紀錄 · Facebook twitter print envelope · ::: 首頁 · 立法委員 · 歷屆立委 · 第10屆 (2020/02/01至2024/01/31) 劉世芳委員 · 日期： · button · ~ ~ button · 標題： · 關鍵字： · <\/CONTENT> <URL> https://www.ly.gov.tw/Pages/List.aspx?nodeid=38867 <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Title: 國台辦列劉世芳、鄭英耀為「台獨頑固份子」 | 兩岸 | 中央社 CNA. January 7, 2026 -劉世芳小檔案 · 生日：1959年8月13日 · 學歷：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 · 經歷：工研院副工程師、澎湖縣政府機要秘書、台北市環保局長、台中縣副縣長、立法院第5屆立委、行政院秘書長、總統府副秘書長、國家安全會議副秘書長、2009高雄世運組委會常務董事、高雄市副市長、第9屆及第10屆立委 · <\/CONTENT> <URL> https://www.cna.com.tw/news/acn/202601070060.aspx <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Title: 人物／準內政部長劉世芳「鐵娘子」現柔情 與養子感情深厚│TVBS新聞網. April 12, 2024 - 不僅在地方政府擔任要角，劉世芳也熟稔中央政府事務，2002年在時任行政院長游錫堃任內，曾經接任行政院秘書長，後來也陸續擔任行政院消保會委員、總統府副秘書長、國家安全會議副秘書長，放眼檯面上的政治人物，劉世芳的資歷算是相當完整。 公務上總給人「鐵娘子」形象的劉世芳，其實私底下是個「暖媽」，早在20年前，未婚的劉世芳透過友人介紹領養了一名原住民男童，一手拉拔兒子長大。領養初期，由於兒子有嚴重過敏體質，劉世芳親手料理飲食、找遍各大醫院尋求解方，經多年的悉心照料，兒子如今已順利成長為實力派足球健將。 <\/CONTENT> <URL> https://news.tvbs.com.tw/politics/2453486 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Title: 劉世芳 - Wikiwand. 在2001年中華民國立法委員選舉中，劉世芳獲民進黨提名參選全國不分區立法委員。後當選，在隔年2月就職，同年7月轉任行政院秘書長而離職。此後她在中央歷任行政院消費者保護委員會委員、總統府副秘書長、國家安全會議副秘書長、政務委員。 <\/CONTENT> <URL> https://www.wikiwand.com/zh-hant/articles/劉世芳 <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> Title: 未婚劉世芳 是原住民媽媽 - 焦點 - 自由時報電子報. November 26, 2017 -劉世芳後來到高雄籌辦二○○九年世運，當時合作的同事指出，劉須到世界各國協調邀請，但不論在世界哪一端，她都在台灣時間晚上九點與小孩視訊，她笑說：「孩子還小，不知道什麼是時差，只要在睡覺前看到媽媽，就會以為媽媽都在台灣。」 ... 劉世芳疼愛小孩也是出了名，即使後來擔任高雄市副市長，推動許多重大建設，仍抽空陪伴喜愛踢足球的小孩南征北討。劉世芳小孩的足球啟蒙教練曹治國表示，劉常在孩子團練結束前趕來，與同隊父母寒暄，就像個一般的足球媽媽一樣，沒有一絲不耐。 <\/CONTENT> <URL> https://news.ltn.com.tw/news/focus/paper/1155308 <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"9e770bf0-9807-41fb-8b6c-3e70b0164d0d"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.ly.gov.tw/EngPages/List.aspx?nodeid=1894"},"id":"auto_openwebpage_a6c57b69532f","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=1894\nFinal URL: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=1894\nTitle: Legislative Yuan -劉世芳委員\nBytes read: 29903\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nThe main content area\n:::\nChanging Menu\n中文官網\n[link: https://www.ly.gov.tw/Home/Index.aspx]\nSiteMap\n[link: https://www.ly.gov.tw/SiteMap/SiteMap_Eng.aspx]\nfontsize\nA\nA\nA\nSearch:\nMeeting Information\nVOD\n[link: https://www.ly.gov.tw/Pages/ashx/Redirect.ashx?nodeid=219&url=https%3a%2f%2fivod.ly.gov.tw%2f]\nNew Media\n[link: https://www.ly.gov.tw/Pages/ashx/Redirect.ashx?nodeid=220&url=https%3a%2f%2fivod.ly.gov.tw%2fLive]\nLegislators\n11th Legislators\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=37104]\nTing, Hsueh-Chung\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55350]\nNiu, Hsu-Ting\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55349]\nWang, Shih-Chien\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55348]\nWang, Yu-Min\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55347]\nWang, Ting-Yu\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55346]\nmore...\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=37104]\nFormer Legislators\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=222]\n10th Legislators\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=55017]\n9th Legislators\n[link: https://www.ly.gov.tw/EngPages/List.aspx?nodeid=221]\n","tool_calls":null,"tool_call_id":"auto_openwebpage_a6c57b69532f"},{"message_type":"AIMessage","name":null,"content":"{\"education_level\":\"Master's/Professional\",\"education_level_source\":\"https://www.moi.gov.tw/english/cp.aspx?n=7603\",\"education_level_confidence\":1.0,\"education_institution\":\"Tamkang University (BS), Oklahoma State University (MS)\",\"education_institution_source\":\"https://www.moi.gov.tw/english/cp.aspx?n=7603\",\"education_institution_confidence\":1.0,\"education_field\":\"Chemical Engineering (BS), Environmental Engineering (MS)\",\"education_field_source\":\"https://www.moi.gov.tw/english/cp.aspx?n=7603\",\"education_field_confidence\":1.0,\"prior_occupation\":\"Unknown\",\"prior_occupation_source\":null,\"prior_occupation_confidence\":null,\"class_background\":\"Unknown\",\"class_background_source\":null,\"class_background_confidence\":null,\"disability_status\":\"Unknown\",\"disability_status_source\":null,\"disability_status_confidence\":null,\"birth_place\":\"Taipei City, Taiwan\",\"birth_place_source\":\"https://wikis.tw/劉世芳\",\"birth_place_confidence\":1.0,\"birth_year\":1959,\"birth_year_source\":\"https://en.wikipedia.org/wiki/Liu_Shyh-fang\",\"birth_year_confidence\":1.0,\"lgbtq_status\":\"Unknown\",\"lgbtq_status_source\":null,\"lgbtq_status_confidence\":null,\"lgbtq_details\":null,\"lgbtq_details_source\":null,\"lgbtq_details_confidence\":null,\"confidence\":0.6692,\"justification\":\"Source-backed searches resolved 5 core fields (including birth_place, birth_year, education_field), while 5 core fields remain unknown due to limited verifiable evidence. 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