{"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":{"status":"in_progress","findings":"Starting research on Shyh-Fang Liu.","step_id":1},"id":"f95e10ae-8d98-4e2f-8651-0bbd07d58faf","type":"tool_call"},{"name":"wikipedia","args":{"query":"Liu Shyh-fang"},"id":"e0cd6f43-4447-4c00-80f0-572305a4d4aa","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":"f95e10ae-8d98-4e2f-8651-0bbd07d58faf"},{"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":"e0cd6f43-4447-4c00-80f0-572305a4d4aa"},{"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":"a17e04aa-b3ee-4edd-9041-65a30ce64ecd","type":"tool_call"},{"name":"Search","args":{"query":"Liu Shyh-fang biography Taiwan DPP education prior occupation birth place"},"id":"a9ad9a07-d0c6-48a0-97ce-0d4dbcd46f05","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":"a17e04aa-b3ee-4edd-9041-65a30ce64ecd"},{"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(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 2__ __START_OF_SOURCE 3__ <CONTENT> Taiwanese politician <\/CONTENT> <URL> https://dbpedia.org/page/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <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 4__ __START_OF_SOURCE 5__ <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.Priorto 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 5__ __START_OF_SOURCE 6__ <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 6__ __START_OF_SOURCE 7__ <CONTENT> LiuShyh-fang: exploreLiuShyh-fang'sbirthday, net worth 2026, birthday, height, age, bio, salary 2026, family life, fun trivia facts, popularity rankings, and more. <\/CONTENT> <URL> https://celebrity-birthdays.com/people/liu-shyh-fang <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Liu0 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 referencesoccupationpolitician 0 references position held Member of the Legislative Yuan start ... <\/CONTENT> <URL> https://www.wikidata.org/wiki/Q6653712 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> EducationMS 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":"a9ad9a07-d0c6-48a0-97ce-0d4dbcd46f05"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://en.wikipedia.org/wiki/Liu_Shyh-fang"},"id":"auto_openwebpage_14c76da8d0a7","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://en.wikipedia.org/wiki/Liu_Shyh-fang\nFinal URL: https://en.wikipedia.org/wiki/Liu_Shyh-fang\nTitle: Liu Shyh-fang - Wikipedia\nBytes read: 107907\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nJump to content\nMain menu\nMain menu\nmove to sidebar\nhide\nNavigation\nMain page\n[link: https://en.wikipedia.org/wiki/Main_Page]\nContents\n[link: https://en.wikipedia.org/wiki/Wikipedia:Contents]\nCurrent events\n[link: https://en.wikipedia.org/wiki/Portal:Current_events]\nRandom article\n[link: https://en.wikipedia.org/wiki/Special:Random]\nAbout Wikipedia\n[link: https://en.wikipedia.org/wiki/Wikipedia:About]\nContact us\n[link: https://en.wikipedia.org/wiki/Wikipedia:Contact_us]\nContribute\nHelp\nLearn to edit\n[link: https://en.wikipedia.org/wiki/Help:Introduction]\nCommunity portal\n[link: https://en.wikipedia.org/wiki/Wikipedia:Community_portal]\nRecent changes\n[link: https://en.wikipedia.org/wiki/Special:RecentChanges]\nUpload file\n[link: https://en.wikipedia.org/wiki/Wikipedia:File_upload_wizard]\nSpecial pages\n[link: https://en.wikipedia.org/wiki/Special:SpecialPages]\nSearch\nSearch\nAppearance\nDonate\n[link: https://donate.wikimedia.org/?wmf_source=donate&wmf_medium=sidebar&wmf_campaign=en.wikipedia.org&uselang=en]\nCreate account\n[link: https://en.wikipedia.org/w/index.php?title=Special:CreateAccount&returnto=Liu+Shyh-fang]\nLog in\nPersonal tools\nDonate\n","tool_calls":null,"tool_call_id":"auto_openwebpage_14c76da8d0a7"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"category":"fact","finding":"birth_place = Taipei (source: https://www.wikidata.org/wiki/Q6653712)"},"id":"570423de-53d5-4a24-8c61-4668fa7df7a1","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_level = Master's degree (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","category":"fact"},"id":"16c74e22-6276-4fc6-b0e3-c61aa163884f","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_institution = Tamkang University; Oklahoma State University (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","category":"fact"},"id":"4bee4bbc-0a43-40da-a555-151002685620","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: birth_place = Taipei (source: https://www.wikidata.org/wiki/Q6653712)","tool_calls":null,"tool_call_id":"570423de-53d5-4a24-8c61-4668fa7df7a1"},{"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":"16c74e22-6276-4fc6-b0e3-c61aa163884f"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_institution = Tamkang University; Oklahoma State University (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","tool_calls":null,"tool_call_id":"4bee4bbc-0a43-40da-a555-151002685620"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"Liu Shyh-fang disability LGBTQ identity family background"},"id":"2a15f10c-9fea-4f40-a729-fbd31f53cb07","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> Map Remove ads <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/Liu_Shyh-fang <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> LiuShyh-fang: exploreLiuShyh-fang'sbirthday, net worth 2026, birthday, height, age, bio, salary 2026,familylife, fun trivia facts, popularity rankings, and more. <\/CONTENT> <URL> https://celebrity-birthdays.com/people/liu-shyh-fang <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <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 3__ __START_OF_SOURCE 4__ <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 4__ __START_OF_SOURCE 5__ <CONTENT> A vow by China's Taiwan Affairs Office (TAO) to investigate Minister of the InteriorLiuShyh-fang's(劉世芳) nephew is a case of transnational repression and is detrimental to cross-strait interactions, Mainland Affairs Council (MAC) Minister Chiu Chui-cheng (邱垂正) said in an interview published yesterday. On Friday, Hong Kong newspaper Ta Kung Pao (大公報) reported thatLiu... <\/CONTENT> <URL> https://www.taipeitimes.com/News/taiwan/archives/2026/03/04/2003853238 <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <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 6__ __START_OF_SOURCE 7__ <CONTENT> TaiwanLGBTQactivist Chi Chia-wei sues Interior MinisterLiuShyh-fangover unconstitutional gender change rules. Chi argues the surgery requirement violates rights. <\/CONTENT> <URL> https://t.media/3059683 <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> TAIPEI (Taiwan News) — The Ministry of the Interior has condemned China for interference after it announced an investigation into Interior MinisterLiuShyh-fang(劉世芳) and her nephew for allegedly undermining cross-strait relations. <\/CONTENT> <URL> https://www.taiwannews.com.tw/news/6310834 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> The MAC therefore issues its stern condemnation. The MAC explained that, the CCP designated Minister of the InteriorLiuShyh-fangas a \"diehard Taiwan Independence separatist\" on January 7 of this year (2026), and further announced today that it would investigate and handle the investment activities of his relatives in mainland China. <\/CONTENT> <URL> https://www.mac.gov.tw/en/News_Content.aspx?n=A921DFB2651FF92F&sms=37838322A6DA5E79&s=641228E73D252F54 <\/URL> __END_OF_SOURCE 9__","tool_calls":null,"tool_call_id":"2a15f10c-9fea-4f40-a729-fbd31f53cb07"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.mac.gov.tw/en/News_Content.aspx?n=A921DFB2651FF92F&sms=37838322A6DA5E79&s=641228E73D252F54"},"id":"auto_openwebpage_fff3fdec9e77","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://www.mac.gov.tw/en/News_Content.aspx?n=A921DFB2651FF92F&sms=37838322A6DA5E79&s=641228E73D252F54\nFinal URL: https://www.mac.gov.tw/en/News_Content.aspx?n=A921DFB2651FF92F&sms=37838322A6DA5E79&s=641228E73D252F54\nTitle: (unavailable)\nBytes read: 0\nCache: MISS\n\nBlocked fetch detected.\nReason: http_403_bot_marker (status=403)\nMarkers: enable javascript and cookies, title:just a moment","tool_calls":null,"tool_call_id":"auto_openwebpage_fff3fdec9e77"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"finding":"education_field = Environmental Engineering (MS), Chemical Engineering (BS) (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","category":"fact"},"id":"cee18c8e-f60d-4d0f-b06d-97f79a17d843","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_institution = Tamkang University (BS), Oklahoma State University (MS) (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","category":"fact"},"id":"3894d381-9cb8-42d3-8027-130949c90ddb","type":"tool_call"},{"name":"Search","args":{"query":"site:ly.gov.tw \"Liu Shyh-fang\" biography OR experience"},"id":"a0effd7b-544e-439d-ad46-a12a7e46a644","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_field = Environmental Engineering (MS), Chemical Engineering (BS) (source: https://www.moi.gov.tw/english/cp.aspx?n=7603)","tool_calls":null,"tool_call_id":"cee18c8e-f60d-4d0f-b06d-97f79a17d843"},{"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":"3894d381-9cb8-42d3-8027-130949c90ddb"},{"message_type":"ToolMessage","name":"Search","content":"","tool_calls":null,"tool_call_id":"a0effd7b-544e-439d-ad46-a12a7e46a644"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"site:ly.gov.tw \"劉世芳\" 經歷 OR \"Liu Shyh-fang\" experience"},"id":"ad66118b-ea27-49b2-a49f-490e40c130d4","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"","tool_calls":null,"tool_call_id":"ad66118b-ea27-49b2-a49f-490e40c130d4"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"status":"in_progress","step_id":2,"findings":"Found birth year, place, and education details. 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Top unresolved reasons: recovery_blocked_no_candidates(4).\"}","tool_calls":[],"tool_call_id":null}]}