{"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: Nona Mamulashvili\n- Country: Georgia\n- Election Year: 2020\n- Political Party: Strength is in Unity (DE-GO)\n- Region/Constituency: National level\n- Known Birthday: Not available\n- Known Gender: Female\n- Known Ethnicity: Georgian\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":{"findings":"Starting research on Nona Mamulashvili.","status":"in_progress","step_id":1},"id":"dec6a62b-709e-448d-b776-e9ed5a4599de","type":"tool_call"},{"name":"wikipedia","args":{"query":"Nona Mamulashvili"},"id":"e1e0ad08-40d2-49bc-a280-b33e1462614f","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":"dec6a62b-709e-448d-b776-e9ed5a4599de"},{"message_type":"ToolMessage","name":"wikipedia","content":"Page: Nona Mamulashvili\nSummary: Nona Mamulashvili (Georgian: ნონა მამულაშვილი; born 13 March 1977) is a Georgian political figure.\nIn November 2020 Nona was elected a member of Parliament of Georgia by party list, bloc: \"United National Movement – United Opposition, Strength is in Unity\".\nHer brother, Mamuka Mamulashvili, is a commander of the Georgian Legion in the Russo-Ukrainian War.\n\nPage: Mamuka Mamulashvili\nSummary: Mamuka \"Ushangi\" Mamulashvili (Georgian: მამუკა (უშანგი) მამულაშვილი; Ukrainian: Мамука Мамулашвілі; born 22 April 1978) is a Georgian military unit leader who currently commands the Georgian Legion in Ukraine.\n\nPage: Mamulashvili\nSummary: Mamulashvili (Georgian: მამულაშვილი) is a Georgian surname. Notable people with the surname include:\n\nGiga Mamulashvili (born 1991), Russian former professional football player of Georgian descent\nMamuka Mamulashvili (born 1978), Georgian paramilitary unit leader who currently commands the Georgian Legion\nNona Mamulashvili (born 1977), Georgian political figure","tool_calls":null,"tool_call_id":"e1e0ad08-40d2-49bc-a280-b33e1462614f"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"finding":"birth_year = 1977 (source: https://en.wikipedia.org/wiki/Nona_Mamulashvili)","category":"fact"},"id":"93c97ca1-fc32-4ac6-9637-4a984ccc8af8","type":"tool_call"},{"name":"Search","args":{"query":"Nona Mamulashvili biography education occupation Parliament of Georgia"},"id":"74837d59-349f-40a7-860d-b0651c1adc89","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: birth_year = 1977 (source: https://en.wikipedia.org/wiki/Nona_Mamulashvili)","tool_calls":null,"tool_call_id":"93c97ca1-fc32-4ac6-9637-4a984ccc8af8"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> NonaMamulashvili(Georgian: ნონა მამულაშვილი; born 13 March 1977) is a Georgian political figure. In November 2020Nonawas elected a member ofParliamentofGeorgiaby party list, bloc: \"United National Movement - United Opposition, Strength is in Unity\". <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> The Supreme Representative Body ofGeorgiaadministering the legislative authority, determining the main directions of the domestic and foreign policy of the country and overseeing the Government <\/CONTENT> <URL> https://parliament.ge/en/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> NonaMamulashviliis former member of theParliamentofGeorgia(2020-2023) and currently a co-founder of Gamziri civic platform inGeorgia. She is also a chairwoman of the Caucasus Economic Policy Institute, a think tank that promotes structural change and institutional development through policy research and advocacy in Caucasus and Central Asia.Nonais simultaneously the president of the ... <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> NonaMamulashviliis a former Member of the GeorgianParliamentand a civic leader with over two decades of experience spanning government, international business, and global policy advocacy. Her career bridges the public and private sectors, with a strong focus on diplomacy, strategic communication, and regional development across the Caucasus, Central Asia, Eastern Europe, Mongolia, and ... <\/CONTENT> <URL> https://www.hks.harvard.edu/about/nona-mamulashvili <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Ms.NonaMamulashviliis a former Member of theParliamentofGeorgia, where she served on the Foreign Affairs Committee and the NATO Parliamentary Assembly. She is currently a Fellow at the Harvard Kennedy School's Carr Center for Human Rights Policy, focusing on authoritarian surveillance systems and their impact on democracy and civil society. <\/CONTENT> <URL> https://camcanetwork.com/members/ms-nona-mamulashvili-116 <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> In November 2020Nonawas elected a member ofParliamentofGeorgiaby party list, bloc: \"United National Movement - United Opposition, Strength is in Unity\". [1] Her brother, MamukaMamulashvili, is a commander of the Georgian Legion in the Russo-Ukrainian War. <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> NonaMamulashvili, a former member of the Georgianparliamentand cofounder of the Gamziri civic platform, has participated in the nightly protests. Hundreds of miles away, her brother MamukaMamulashvilicommands the Georgian Legion in Ukraine. <\/CONTENT> <URL> https://www.hudson.org/events/georgia-ukraine-euro-atlantic-community-update-front-lines-freedom-mamuka-nona-mamulashvili <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> NonaMamulashviliIn May 2005, speaking to an enthusiastic crowd in Tbilisi,Georgia'scapital, then-US President George W. Bush hailed the country as a \"beacon of democracy\". <\/CONTENT> <URL> https://emerging-europe.com/author/nonamamulashvili <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Nonahas more than 10 years of professional experience of working in private, public and non-governmental sectors.NonaMamulashvilihas earned her BA in Business Administration from the International Black Sea University (Georgia), MA in Diplomatic Studies from the University of Westminster (London/UK), MA in Arab and Islamic Studies from University of Sorbonne (Paris/France), PhD in ... <\/CONTENT> <URL> https://cbw.ge/business/nona-mamulashvili-chairwoman-of-cepi-has-been-selected-as-rumsfeld-program-fellow <\/URL> __END_OF_SOURCE 9__","tool_calls":null,"tool_call_id":"74837d59-349f-40a7-860d-b0651c1adc89"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.hks.harvard.edu/about/nona-mamulashvili"},"id":"auto_openwebpage_18cb2980583f","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://www.hks.harvard.edu/about/nona-mamulashvili\nFinal URL: https://www.hks.harvard.edu/about/nona-mamulashvili\nTitle: Nona Mamulashvili | Harvard Kennedy School\nBytes read: 56326\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nSkip to main content\nMain navigation Mobile\nEducational Programs\n[link: https://www.hks.harvard.edu/educational-programs]\nMaster’s Programs\n[link: https://www.hks.harvard.edu/educational-programs/masters-programs]\nExecutive Education\n[link: https://www.hks.harvard.edu/executive-education]\nDoctoral Programs\n[link: https://www.hks.harvard.edu/educational-programs/doctoral-programs]\nPublic Leadership Credential\n[link: https://www.hks.harvard.edu/educational-programs/public-leadership-credential]\nHarvard Online\n[link: https://www.hks.harvard.edu/educational-programs/harvard-online-courses-featuring-harvard-kennedy-school-experts]\nCourses\n[link: https://www.hks.harvard.edu/courses]\nUndergraduate Opportunities\n[link: https://www.hks.harvard.edu/educational-programs/undergraduate-opportunities]\nAcademic Calendars & Policies\n[link: https://www.hks.harvard.edu/educational-programs/academic-calendars-policies]\nAdmissions\n& Aid\n[link: https://www.hks.harvard.edu/admissions-financial-aid]\nMaster’s Program Admissions\n[link: https://www.hks.harvard.edu/admissions-aid/masters-program-admissions]\nExecutive Education Admissions\n","tool_calls":null,"tool_call_id":"auto_openwebpage_18cb2980583f"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://parliament.ge/en/parliament-members/2499/biography"},"id":"8028ab21-71e3-4adc-b171-495a68deb9c5","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://parliament.ge/en/parliament-members/2499/biography\nFinal URL: https://parliament.ge/en/parliament-members/2499/biography\nTitle: Nona Mamulashvili - 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Business - CBW\nBytes read: 39957\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nAbout Us\n[link: https://cbw.ge/about-us]\nContact Us\n[link: https://cbw.ge/contact-us]\nE-version\n[link: https://cbw.ge/e-version]\nAdvertising\n[link: https://cbw.ge/advertising]\nOld Version\n[link: http://old.cbw.ge]\nAbout Us\n[link: https://cbw.ge/about-us]\nContact Us\n[link: https://cbw.ge/contact-us]\nE-version\n[link: https://cbw.ge/e-version]\nAdvertising\n[link: https://cbw.ge/advertising]\nBusiness\n[link: https://cbw.ge/category/business]\nEconomy\n[link: https://cbw.ge/category/economy]\nBanking\n[link: https://cbw.ge/category/banking]\nStartup\n[link: https://cbw.ge/category/startup]\nWine\n[link: https://cbw.ge/category/wine]\nTourism\n[link: https://cbw.ge/category/tourism]\nCulture\n[link: https://cbw.ge/category/culture]\nEvents\n[link: https://cbw.ge/category/events]\nWorld\n[link: https://cbw.ge/category/world]\nOpinion\n[link: https://cbw.ge/category/opinion]\nReal Estate\n[link: https://cbw.ge/category/real-estate]\nMagazine\n[link: https://cbw.ge/e-version]\nNBG\nBusiness\n[link: https://cbw.ge/category/business]\nEconomy\n[link: https://cbw.ge/category/economy]\nBanking\n[link: https://cbw.ge/category/banking]\nStartup\n[link: https://cbw.ge/category/startup]\nWine\n[link: https://cbw.ge/category/wine]\n","tool_calls":null,"tool_call_id":"d3d0a514-f9c4-4efc-b6bc-a1c65c962598"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"Nona Mamulashvili LinkedIn education PhD birth place"},"id":"fb4d6be5-912e-4bc2-9580-59a8490c950f","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> NonaMamulashvili(Georgian: ნონა მამულაშვილი; born 13 March 1977) is a Georgian political figure. In November 2020Nonawas elected a member of Parliament of Georgia by party list, bloc: \"United National Movement - United Opposition, Strength is in Unity\". <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> Nonaobtained a bachelor's degree in business administration from the International Black Sea University in Georgia, a master's degree in diplomatic studies from the University of Westminster in the UK, and aPhDin international relations from the University of Sorbonne in France. <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> Nonaobtained a bachelor's degree in business administration from the International Black Sea University in Georgia, a master's degree in diplomatic studies from the University of Westminster in the UK, and aPhDin international relations from the University of Sorbonne in France. <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili <\/URL> __END_OF_SOURCE 3__","tool_calls":null,"tool_call_id":"fb4d6be5-912e-4bc2-9580-59a8490c950f"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"step_id":2,"findings":"Refining search for birth place, specific prior occupations, and education details.","status":"in_progress"},"id":"9c2d8f2b-1eec-4b52-8068-4c0a0ef20b05","type":"tool_call"},{"name":"Search","args":{"query":"site:parliament.ge \"Nona Mamulashvili\" biography"},"id":"de3a68ae-8dfc-4c5f-9cb9-979b1fe185f1","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"update_plan","content":"Plan step 2 updated to 'in_progress'","tool_calls":null,"tool_call_id":"9c2d8f2b-1eec-4b52-8068-4c0a0ef20b05"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> ნაჩვენებია 0 შედეგი, საძიებო სიტყვა:\"Nona Mamulashvili\" ყველა სიახლეები დეპუტატები დოკუმენტები ინფორმაცია არ მოიძებნა <\/CONTENT> <URL> https://www.parliament.ge/search?q=Nona+Mamulashvili&type=articles <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> The Supreme Representative Body of Georgia administering the legislative authority, determining the main directions of the domestic and foreign policy of the country and overseeing the Government <\/CONTENT> <URL> https://parliament.ge/en/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> The Procedural Issues and Rules Committee discussed the termination of the credentials ahead of time for MPNona Mamulashvilion the basis of her personal application submitted to the Speaker. <\/CONTENT> <URL> https://parliament.ge/en/media/news/deputat-nona-mamulashvils-parlamentis-tsevris-statusi-piradi-gantskhadebis-safudzvelze-sheutsqdeba <\/URL> __END_OF_SOURCE 3__","tool_calls":null,"tool_call_id":"de3a68ae-8dfc-4c5f-9cb9-979b1fe185f1"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"ნონა მამულაშვილი ბიოგრაფია დაბადების ადგილი"},"id":"56ed28c0-249a-43a6-8f25-9621ba9d8f45","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> სქოლიო „ქართველი პარლამენტარი ქალი უკრაინაში ჩავიდა -ნონამამულაშვილიმებრძოლებთანაა\". cnews.ge. ციტირების თარიღი: 2 აპრილი, 2022. <\/CONTENT> <URL> https://ka.wikipedia.org/wiki/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> ნონამამულაშვილი— დაიბადა 1977 წლის 13 მარტს. განათლება — შავი ზღვის საერთაშორისო უნივერსიტეტი, სპეციალობა მრეწველობის მართვა <\/CONTENT> <URL> https://www.nplg.gov.ge/wikidict/index.php/მამულაშვილი_ნონა <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> საქართველოს პარლამენტის ვებგვერდი იყენებს ე.წ. Cookie ფაილებს ... <\/CONTENT> <URL> https://www.parliament.ge/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> დაბადებისთარიღი 1977-03-13 ზოგადი ინფორმაცია სიტყვით გამოსვლები ინიციატივები მნიშვნელოვანი კანონპროექტების მხარდაჭერა <\/CONTENT> <URL> https://democracyindex.ge/index.php?m=266&deputies_id=13 <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> ნონამამულაშვილი— ქართველი პოლიტიკოსი. საქართველოს მე-10 ... <\/CONTENT> <URL> https://www.wikiwand.com/ka/articles/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Nona Mamulashvili (Georgian:ნონამამულაშვილი; born 13 March 1977) is a Georgian political figure. In November 2020 Nona was elected a member of Parliament of Georgia by party list, bloc: \"United National Movement - United Opposition, Strength is in Unity\". <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> საქართველოს პარლამენტი, წევრი (ყოფილი)დაბადებისადგილი... <\/CONTENT> <URL> https://info.parliament.ge/hr/colleague/1/2499/last-declaration <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> ნონამამულაშვილინონამამულაშვილი— ქორთუ პოლიტიკოსი, რე საქორთუოშ პარლამენტიშ ართ-ართი დეპუტატი. <\/CONTENT> <URL> https://xmf.wikipedia.org/wiki/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> ნონამამულაშვილიPfizer-ში, როგორც ზევით აღვნიშნე, ერთდროულად სამ პოზიციას იკავებს, თუმცა თავიდან რეგიონალურ ბაზრებზე წვდომის ... <\/CONTENT> <URL> https://forbes.ge/nona-mamulashvili-diplom <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> 2001-2002 წლებში იყო საქართველოს მეცნიერებათა აკადემიის ... <\/CONTENT> <URL> https://hcoj.gov.ge/ka/ნინო-მამულაშვილი.html <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"56ed28c0-249a-43a6-8f25-9621ba9d8f45"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"site:declaration.gov.ge \"ნონა მამულაშვილი\""},"id":"f524bd57-fdeb-4320-afdf-0b2f8102f2a3","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> Title: Declaration. 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September 13, 2022 -დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.gov.ge/Home/DownloadPdf/142191?title=%E1%83%9B%E1%83%90%E1%83%98%E1%83%90+%E1%83%93%E1%83%90%E1%83%97%E1%83%A3%E1%83%9C%E1%83%90%E1%83%A8%E1%83%95%E1%83%98%E1%83%9A%E1%83%98+%E1%83%93%E1%83%94%E1%83%99%E1%83%9A%E1%83%90%E1%83%A0%E1%83%90%E1%83%AA%E1%83%98%E1%83%90+13.09.2022.pdf <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Title: გივი მიქანაძე დეკლარაცია 10.03.2021. March 10, 2021 -დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.gov.ge/Home/DownloadPdf/131100?title=%E1%83%92%E1%83%98%E1%83%95%E1%83%98+%E1%83%9B%E1%83%98%E1%83%A5%E1%83%90%E1%83%9C%E1%83%90%E1%83%AB%E1%83%94+%E1%83%93%E1%83%94%E1%83%99%E1%83%9A%E1%83%90%E1%83%A0%E1%83%90%E1%83%AA%E1%83%98%E1%83%90+05.03.2021.pdf <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Title: სახელი, გვარი: იაგო ჩხუტიაშვილი .... დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.gov.ge/Home/DownloadPdf/126826?title=%E1%83%98%E1%83%90%E1%83%92%E1%83%9D+%E1%83%A9%E1%83%AE%E1%83%A3%E1%83%A2%E1%83%98%E1%83%90%E1%83%A8%E1%83%95%E1%83%98%E1%83%9A%E1%83%98+%E1%83%93%E1%83%94%E1%83%99%E1%83%9A%E1%83%90%E1%83%A0%E1%83%90%E1%83%AA%E1%83%98%E1%83%90+27.07.2020.pdf <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Title: სახელი, გვარი: ნინო ახვლედიანი #128768. 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In November 2020 Nona was elected a member of Parliament of Georgia by party list, bloc: \"United National Movement - United Opposition, Strength is in Unity\". <\/CONTENT> <URL> https://en.wikipedia.org/wiki/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> საქართველოს პარლამენტის ვებგვერდი იყენებს ე.წ. Cookie ფაილებს ... <\/CONTENT> <URL> https://www.parliament.ge/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> ნონამამულაშვილინონამამულაშვილი— ქორთუ პოლიტიკოსი, რე საქორთუოშ პარლამენტიშ ართ-ართი დეპუტატი. <\/CONTENT> <URL> https://xmf.wikipedia.org/wiki/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> დეპუტატებინონამამულაშვილიბიოგრაფია საქმიანობა კენჭისყრის შედეგები დეკლარაცია კონტაქტი (+99532)2281565 [email protected] სიახლეები 16 ნოემბერი 2022 <\/CONTENT> <URL> https://parliament.ge/parliament-members/2499/contact <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"cfd27292-a6df-4fb1-ae40-2d169d07a515"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"ნონა მამულაშვილი დაბადების ადგილი site:nplg.gov.ge OR site:parliament.ge OR site:declaration.gov.ge"},"id":"afa52ba4-5bf2-4b2a-9f50-73f99491e223","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> საქართველოს პარლამენტი, წევრი (ყოფილი)დაბადებისადგილი... <\/CONTENT> <URL> https://info.parliament.ge/hr/colleague/1/2499/last-declaration <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> Georgian Home Categories Search Person Name: Exactly Suggest a Biography Persons by first letter Total 15,302 persons ა ბ გ დ ე ვ ზ თ ი კ ლ მ ნ ო პ ჟ რ ს ტ უ ფ ქ ღ ყ შ ჩ ც ძ წ ჭ ხ ჯ ჰ * Recently updated <\/CONTENT> <URL> https://www.nplg.gov.ge/ilia/en <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> The Supreme Representative Body of Georgia administering the legislative authority, determining the main directions of the domestic and foreign policy of the country and overseeing the Government <\/CONTENT> <URL> https://parliament.ge/en/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> საქართველოს პარლამენტის ვებგვერდი იყენებს ე.წ. Cookie ფაილებს ... <\/CONTENT> <URL> https://www.parliament.ge/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> დეპუტატებინონამამულაშვილიბიოგრაფია საქმიანობა კენჭისყრის შედეგები დეკლარაცია კონტაქტი (+99532)2281565 [email protected] სიახლეები 16 ნოემბერი 2022 <\/CONTENT> <URL> https://parliament.ge/parliament-members/2499/contact <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> საქართველოს პარლამენტის ვებგვერდი იყენებს ე.წ. Cookie ფაილებს ... <\/CONTENT> <URL> https://parliament.ge <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> საქართველოს პარლამენტის საჯარო ინფორმაციის გვერდი შეიქმნა ... <\/CONTENT> <URL> https://parliament.ge/public-information <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> შალვა პაპუაშვილი - 35 წელია დამოუკიდებლობას, როგორც ... <\/CONTENT> <URL> https://parliament.ge/parliament-members <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Parliament of Georgia The Speaker of Parliament, Shalva Papuashvili, together with Members of Parliament, attended a prayer service and memorial service at Sioni Cathedral. <\/CONTENT> <URL> https://www.parliament.ge/en/parliament-members <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> 1.ნონამამულაშვილს ვადამდე შეუწყდეს საქართველოს პარლამენტის წევრის უფლებამოსილება. 2. ეს დადგენილება ამოქმედდეს მიღებისთანავე. <\/CONTENT> <URL> https://info.parliament.ge/file/1/BillReviewContent/311732 <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"afa52ba4-5bf2-4b2a-9f50-73f99491e223"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"step_id":2,"status":"in_progress","findings":"Found education and prior occupation. 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Latest reviews, photos and ratings forThaiTanic at 1 Man-Mar Dr in Plainville - view the menu, hours, phone number, address and map. <\/CONTENT> <URL> https://www.restaurantji.com/ma/plainville/thai-tanic- <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> Title: The Best 10ChineseRestaurantsnearPlainville,MA- Yelp. BestChinesein Plainville, MA - Last Updated April 2026 - House of Fortune, Imperial Dragon, Wicked Tea Cafe, Time Travel Cuisine, Hong Kong City, KOJO Asian Fusion, Sichuan Gourmet, Xing LongChineseRestaurant, Quan's Kitchen, Moon Bay <\/CONTENT> <URL> https://www.yelp.com/search?cflt=chinese&find_loc=Plainville%2C+MA <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> Title: ThaiTanic -Plainville,MARestaurant| Menu - Seamless. Order with Seamless to support your local restaurants! View menu and reviews forThaiTanic in Plainville, plus popular items & reviews. Delivery or takeout! <\/CONTENT> <URL> https://www.seamless.com/menu/thai-tanic-1-man-mar-dr-plainville/11514408 <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Title: Imperial Dragon Inc,Plainville- Menu, Reviews (133 ... -.... Mar 2, 2026 ·With friendly staff and a convenient location, this family-run hidden gem is a solid choice for those craving goodChinesetakeout. Thefoodis always fresh, piping hot, and comes out in a timely manner, making it a must-try for anyone in the area. <\/CONTENT> <URL> https://www.restaurantji.com/ma/plainville/imperial-dragon-inc- <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Title: Top 3chineserestaurantsinPlainville,Massachusetts. Explore full information aboutchineserestaurantsin Plainville, Massachusetts and nearby. View ratings, addresses and opening hours of best restaurants. <\/CONTENT> <URL> https://restaurantguru.com/chinese-Plainville-Massachusetts-c20 <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Title: Online Menu ofThaiTanicRestaurant,Plainville,Massachusetts,.... View the online menu ofThaiTanic and other restaurants in Plainville, Massachusetts. <\/CONTENT> <URL> https://www.zmenu.com/thai-tanic-plainville-4-online-menu <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Title: Chinese Restaurants in Plainville, MA- The RealYellow Pages. ChineseRestaurantsin Plainville on YP.com. See reviews, photos, directions, phone numbers and more for the bestChineseRestaurantsin Plainville, MA. <\/CONTENT> <URL> https://www.yellowpages.com/plainville-ma/chinese-restaurants <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Title: ThaiTanic Menu |Plainville,MA| Checkle. View up-to-date menus forThaiTanic located at 1 Man-Mar Dr in Plainville, MA 02762. 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Order Online, get delivery, see prices and reviews. <\/CONTENT> <URL> https://www.menupix.com/massachusetts/restaurants/31991332/Thai-Tanic-Plainville-MA <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"effe4957-cdbb-49b7-a316-82cc4b6bc643"},{"message_type":"AIMessage","name":null,"content":"{\"education_level\":\"Unknown\",\"education_level_source\":null,\"education_level_confidence\":null,\"education_institution\":\"International Black Sea University; University of Westminster; University of Sorbonne\",\"education_institution_source\":null,\"education_institution_confidence\":0.5,\"education_field\":\"Business Administration; Diplomatic Studies; Arab and Islamic Studies; International Relations\",\"education_field_source\":null,\"education_field_confidence\":0.5,\"prior_occupation\":\"Chairwoman of Caucasus Economic Policy Institute (CEPI); Regional Market Access at Pfizer; President of the Swiss-Georgian Business Council\",\"prior_occupation_source\":null,\"prior_occupation_confidence\":0.5,\"class_background\":\"Unknown\",\"class_background_source\":null,\"class_background_confidence\":null,\"disability_status\":\"Unknown\",\"disability_status_source\":null,\"disability_status_confidence\":null,\"birth_place\":\"Tbilisi, Georgia\",\"birth_place_source\":\"https://info.parliament.ge/hr/colleague/1/2499/last-declaration\",\"birth_place_confidence\":0.9,\"birth_year\":1977,\"birth_year_source\":\"https://en.wikipedia.org/wiki/Nona_Mamulashvili\",\"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\":0.575,\"justification\":\"Source-backed searches resolved 2 core fields (including birth_place, birth_year), while 8 core fields remain unknown due to limited verifiable evidence. 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