{"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":"350c15de-582c-4965-bb47-a21c89bbbd7d","type":"tool_call"},{"name":"Search","args":{"query":"Nona Mamulashvili Georgia politician biography"},"id":"90ba851e-ca59-4e2f-a31c-fc156f4a8389","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":"350c15de-582c-4965-bb47-a21c89bbbd7d"},{"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 ofGeorgiaby 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> Previously,Nonaworked as the regional director for Pfizer covering Caucasus and Central Asian countries. She also has extensive experience working in the public sector and was the senior advisor to the Analytical Group of the president ofGeorgiain 2005-2007, as well as a political analyst at the Ministry of Foreign Affairs ofGeorgiaat a ... <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <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 4__ __START_OF_SOURCE 5__ <CONTENT> Amidst to the experience of working in the public sector,NonaMamulashviliwas a senior advisor to the Presidential Analytical Group of the President ofGeorgiain 2005-2007, and later became a political analyst at the Ministry of Foreign Affairs ofGeorgia. <\/CONTENT> <URL> https://ftp.cbw.ge/culture/nona-mamulashvili-becomes-a-georgian-winner-of-asiaglobal-fellows-program <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> NonaMamulashviliis a former Member of the Georgian Parliament and 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 6__ __START_OF_SOURCE 7__ <CONTENT> Ms.NonaMamulashviliis a former Member of the Parliament ofGeorgia, 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 7__ __START_OF_SOURCE 8__ <CONTENT> In November 2020Nonawas elected a member of Parliament ofGeorgiaby 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 8__ __START_OF_SOURCE 9__ <CONTENT> NonaMamulashviliis the co-founder of the Gamziri platform, and she has dedicated her life to improving the civil society and politics ofGeorgia. Until recently, she was a member of the Georgian Parliament until she resigned. <\/CONTENT> <URL> https://www.hudson.org/events/georgia-ukraine-euro-atlantic-community-update-front-lines-freedom-mamuka-nona-mamulashvili <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> NonaMamulashvili(Georgian: ნონამამულაშვილი; born 13 March 1977) is a Georgian political figure. In November 2020Nonawas elected a member of Parliament <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"90ba851e-ca59-4e2f-a31c-fc156f4a8389"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.hks.harvard.edu/about/nona-mamulashvili"},"id":"auto_openwebpage_74dd5ff69c92","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_74dd5ff69c92"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili"},"id":"120715c3-dd42-48a8-991c-5515fdf646f2","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili\nFinal URL: https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili\nTitle: (unavailable)\nBytes read: 0\nCache: MISS\n\nBlocked fetch detected.\nReason: http_200_challenge_title (status=200)\nMarkers: one moment, please, please wait while your request is being verified, title:one moment, please","tool_calls":null,"tool_call_id":"120715c3-dd42-48a8-991c-5515fdf646f2"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://parliament.ge/en/parliament-members/2499/biography"},"id":"e725e514-acdf-447a-8335-db66535be76b","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 - Parliament of Georgia\nBytes read: 145208\nCache: MISS\n\nRelevant excerpts:\n\n[1]\nUseful Links\n[link: https://parliament.ge/en/useful-links]\nParliament\n[link: https://parliament.ge/en/parliament]\nPlenary Sessions\n[link: https://parliament.ge/en/parliament/plenary-sessions]\nBureau\n[link: https://parliament.ge/en/parliament/bureau]\nCommittees\n[link: https://parliament.ge/en/parliament/committees]\nFactions\n[link: https://parliament.ge/en/parliament/factions]\nPolitical Groups\n[link: https://parliament.ge/en/parliament/political-groups]\nMajority\n[link: https://parliament.ge/en/parliament/majority]\nParliamentary Opposition\n[link: https://parliament.ge/en/parliament/parliamentary-opposition]\nMembers of the Parliament without the faction\n[link: https://parliament.ge/en/parliament/deputies-without-faction]\nCommissions, Councils\n[link: https://parliament.ge/en/parliament/commissions]\nParliamentary Diplomacy\n[link: https://parliament.ge/en/parliament/parliamentary-diplomacy]\nStaff\n[link: https://parliament.ge/en/parliament/staff/structure]\nTraining Center\n[link: https://parliament.ge/en/parliament/staff/training-center/about]\nParliament Members\n[link: https://parliament.ge/en/parliament-members]\nLegislation\n[link: https://parliament.ge/en/legislation/reglament]\nMedia\n","tool_calls":null,"tool_call_id":"e725e514-acdf-447a-8335-db66535be76b"},{"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":"c90f6246-d7fd-4c02-bd64-d531521b8020","type":"tool_call"},{"name":"save_finding","args":{"finding":"prior_occupation = Regional Director for Pfizer (Caucasus and Central Asian countries), Senior Advisor to the Presidential Analytical Group of the President of Georgia (2005-2007), Political Analyst at the Ministry of Foreign Affairs (source: https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili)","category":"fact"},"id":"7fb10bba-7cda-41af-b2e2-24ca4fc93da0","type":"tool_call"},{"name":"Search","args":{"query":"Nona Mamulashvili education background birth place"},"id":"af7ba54d-eb76-4e2b-af93-522084db60f8","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":"c90f6246-d7fd-4c02-bd64-d531521b8020"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: prior_occupation = Regional Director for Pfizer (Caucasus and Central Asian countries), Senior Advisor to the Presidential Analytical Group of the President of Georgia (2005-2007), Political Analyst at the Ministry of Foreign Affairs (source: https:/...","tool_calls":null,"tool_call_id":"7fb10bba-7cda-41af-b2e2-24ca4fc93da0"},{"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> NonaMamulashvili(Georgian: ნონა მამულაშვილი; born 13 March 1977) is a Georgian political figure. This single source. (February 2024) You can help expand this article with text translated from the corresponding article in Georgian. (March 2025) Click for important translation instructions. <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> In November 2020Nonawas elected a member of Parliament of Georgia by party list, bloc: \" United National Movement - United Opposition, Strength is in Unity \". Her brother, MamukaMamulashvili, is a commander of the Georgian Legion in the Russo-Ukrainian War. <\/CONTENT> <URL> https://www.wikiwand.com/en/Nona_Mamulashvili <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> NonaMamulashviliholds a 2008 - 2012 Doctor Of Philosophy in Philosophy, History @ university of sorbonne paris IV. With a robust skill set that includes International, Policy Analysis, Russian, Media Relations, Government and more.NonaMamulashvilihas 1 emails on RocketReach. <\/CONTENT> <URL> https://rocketreach.co/nona-mamulashvili-email_51125482 <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Are you also wondering how much money isNonaMamulashvilimaking on Youtube, Twitter, Facebook and Instagram? Or,NonaMamulashvili'snet worth in US Dollar Apr, 2025?NonaMamulashvilisalary income and net worth data provided by People Ai provides an estimation for any internet celebrity's real salary income and net worth likeNonaMamulashvilibased on real numbers. <\/CONTENT> <URL> https://peopleai.com/fame/identities/nona-mamulashvili <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> NonaMamulashviliis 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. She is also the president of the Georgian Swiss Business Association and a vice president at the International Chamber of Commerce in Georgia.Nonais a non-resident fellow at ... <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> The Parliamentary Credentials to be terminated forNonaMamulashvilion the basis of the personal application <\/CONTENT> <URL> https://parliament.ge/en/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> date ofbirth1977 0 references occupation politician 0 references position held Member of the Parliament of Georgia parliamentary term 10th Convocation of the Parliament of Georgia parliamentary group United National Movement end time 16 November 2022 1 reference Wikimedia import URL 8 August 2022 subject named as ... <\/CONTENT> <URL> https://www.wikidata.org/wiki/Q104776858 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> NonaMamulashvili. Self: Heroes of Hope: War in Abkhazia <\/CONTENT> <URL> https://www.imdb.com/name/nm8142402/bio <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> NonaMamulashvili(Georgian: ნონამამულაშვილი; born 13 March 1977) is a Georgian political figure. In November 2020Nonawas elected a member of Parliament <\/CONTENT> <URL> https://www.wikiwand.com/en/articles/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"af7ba54d-eb76-4e2b-af93-522084db60f8"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"OpenWebpage","args":{"url":"https://en.wikipedia.org/wiki/Nona_Mamulashvili"},"id":"auto_openwebpage_349099b88e23","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"OpenWebpage","content":"URL: https://en.wikipedia.org/wiki/Nona_Mamulashvili\nFinal URL: https://en.wikipedia.org/wiki/Nona_Mamulashvili\nTitle: Nona Mamulashvili - Wikipedia\nBytes read: 79750\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=Nona+Mamulashvili]\nLog in\nPersonal tools\nDonate\n","tool_calls":null,"tool_call_id":"auto_openwebpage_349099b88e23"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"Search","args":{"query":"site:parliament.ge \"ნონა მამულაშვილი\""},"id":"e1950108-111e-453b-9974-f65d68e6d367","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> დეპუტატებინონა მამულაშვილიბიოგრაფია 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 1__ __START_OF_SOURCE 2__ <CONTENT> ნონა მამულაშვილი#145843 თანამდებობის პირის დეკლარაცია ჩაბარებულია: 04.02.2023 სამსახური, დაკავებული (ყოფილი) თანამდებობა: <\/CONTENT> <URL> https://info.parliament.ge/hr/colleague/1/2499/last-declaration <\/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> ნონა მამულაშვილი- საქართველოს პარლამენტის წევრი (საპარლამენტო ფრაქცია „ერთიანი ნაციონალური მოძრაობა\" - გაერთიანებული ოპოზიცია ... <\/CONTENT> <URL> https://parliament.ge/media/news/sakartvelos-saparlamento-opozitsiis-tsarmomadgenelta-gantskhadeba <\/URL> __END_OF_SOURCE 4__","tool_calls":null,"tool_call_id":"e1950108-111e-453b-9974-f65d68e6d367"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"findings":"Found birth year (1977) and prior occupations (Pfizer Regional Director, Presidential Advisor, MFA Analyst). Education details (Sorbonne PhD) and birth place are still pending. Disability and LGBTQ status are likely Unknown but need verification.","step_id":2,"status":"in_progress"},"id":"cbd50453-0260-4348-b5c2-72b5e63e89da","type":"tool_call"},{"name":"Search","args":{"query":"site:parliament.ge \"ნონა მამულაშვილი\" ბიოგრაფია"},"id":"3fecb818-2293-4892-80a8-9c66a623cd66","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":"cbd50453-0260-4348-b5c2-72b5e63e89da"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> დეპუტატებინონა მამულაშვილიბიოგრაფიასაქმიანობა 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 1__ __START_OF_SOURCE 2__ <CONTENT> ნონა მამულაშვილი#145843 თანამდებობის პირის დეკლარაცია ჩაბარებულია: 04.02.2023 სამსახური, დაკავებული (ყოფილი) თანამდებობა: <\/CONTENT> <URL> https://info.parliament.ge/hr/colleague/1/2499/last-declaration <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> პარლამენტმა ნონა მამულაშვილისთვის პარლამენტის წევრის ... <\/CONTENT> <URL> https://parliament.ge/parliament-members/2499/declaration <\/URL> __END_OF_SOURCE 3__","tool_calls":null,"tool_call_id":"3fecb818-2293-4892-80a8-9c66a623cd66"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"step_id":2,"status":"in_progress","findings":"Found birth year (1977) and prior occupations (Pfizer Regional Director, Presidential Advisor, MFA Analyst). Education details (Sorbonne PhD) found on RocketReach but need more formal confirmation. Birth place, disability, and LGBTQ status are pending."},"id":"4e0e9c07-5130-4cf0-a79f-29417df3d8bb","type":"tool_call"},{"name":"Search","args":{"query":"\"ნონა მამულაშვილი\" დაბადების ადგილი განათლება"},"id":"97b8778e-5a95-4583-864e-e675f206862a","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":"4e0e9c07-5130-4cf0-a79f-29417df3d8bb"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> სქოლიო „ქართველი პარლამენტარი ქალი უკრაინაში ჩავიდა -ნონა მამულაშვილიმებრძოლებთანაა\". 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> ნონა მამულაშვილი— 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> უკრაინაში ქართული ლეგიონის მეთაურის მამუკა მამულაშვილის და. [1] სწრაფი ფაქტებინონა მამულაშვილი,დაბადებისთარიღი ... <\/CONTENT> <URL> https://www.wikiwand.com/ka/articles/ნონა_მამულაშვილი <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> საქართველოს პარლამენტი, წევრი (ყოფილი)დაბადებისადგილი... <\/CONTENT> <URL> https://info.parliament.ge/hr/colleague/1/2499/last-declaration <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> ნონა მამულაშვილი: \"წარმატებას საკმაოდ მარტივი ფორმულა აქვს - ესაა განათლება, დაუღალავი შრომა და სულ ცოტა იღბალი\" <\/CONTENT> <URL> https://fortuna.ge/nona-mamulashvili-warmatebas-sakmaod-martivi-formula-aqvs-esaa-ganatleba-daughalavi-shroma-da-sul-cota-ighbali <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Nona Mamulashvili (Georgian:ნონა მამულაშვილი; 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 პარლამენტის ვებგვერდი იყენებს ე.წ. Cookie ფაილებს ... <\/CONTENT> <URL> https://www.parliament.ge/parliament-members/2499/biography <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> ნონა მამულაშვილინონა მამულაშვილი— 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> დეპუტატებინონა მამულაშვილიბიოგრაფია 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 9__","tool_calls":null,"tool_call_id":"97b8778e-5a95-4583-864e-e675f206862a"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"status":"in_progress","findings":"Found birth year (1977) and prior occupations (Pfizer Regional Director, Presidential Advisor, MFA Analyst). Education details (Sorbonne PhD, International Black Sea University) found but need consolidation. Birth place, disability, and LGBTQ status are pending.","step_id":2},"id":"ef1abcec-b17c-4eeb-9371-f92b74b551fe","type":"tool_call"},{"name":"Search","args":{"query":"\"Nona Mamulashvili\" education Sorbonne PhD \"International Black Sea University\""},"id":"70a715a1-2bae-4fb6-8ed2-74e41fc81cc7","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":"ef1abcec-b17c-4eeb-9371-f92b74b551fe"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> Nona obtained a bachelor's degree in business administration from theInternational Black Sea Universityin Georgia, a master's degree in diplomatic studies from the University of Westminster in the UK, and aPhDin international relations from the University ofSorbonnein France. <\/CONTENT> <URL> https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> Nona Mamulashvilihas earned her BA in Business Administration from theInternational Black Sea University(Georgia), MA in Diplomatic Studies from the University of Westminster (London/UK), MA in Arab and Islamic Studies from University ofSorbonne(Paris/France),PhDin International Relations from University ofSorbonne/Harvard University ... <\/CONTENT> <URL> https://cbw.ge/business/nona-mamulashvili-chairwoman-of-cepi-has-been-selected-as-rumsfeld-program-fellow <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> Nona Mamulashvili, co-founder of the civic platform 'Gamziri' and former member of the Georgian parliament for the United National Movement (United Opposition), holds a BA in Business Administration from theInternational Black Sea University, an MA in Diplomacy and International Relations from the University of Westminster (London), and a ... <\/CONTENT> <URL> https://deliberatio.eu/en/opinions/the-demonstrations-in-georgia-are-not-going-to-slow-down-because-we-know-what-is-at-stake-an-interview-with-nona-mamulashvili <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> Ms. Mamulashvili holds an MA in Diplomatic Studies from the University of Westminster, an MA in International Relations fromSorbonneUniversity, and a BA in Economics and Business Administration from theInternational Black Sea University. <\/CONTENT> <URL> https://camcanetwork.com/members/ms-nona-mamulashvili-116 <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Alvaro Peñas interview withNona Mamulashvili- Member of the Georgian Parliament since November 2020 for the United National Movement (United Opposition).Nona Mamulashviliholds a degree in Business Administration from theInternational Black Sea University, a Master's degree in Diplomacy and International Relations from the University of Westminster (London) and a Master's degree in the ... <\/CONTENT> <URL> https://www.facebook.com/thenewprometheism/posts/alvaro-peñas-interview-with-nona-mamulashvili-member-of-the-georgian-parliament-/1785149655211242 <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Nona Mamulashvilihas earned her BA in Business Administration from theInternational Black Sea University(Georgia), MA in Diplomatic Studies from the University of Westminster (London/UK), MA in Arab and Islamic Studies from University ofSorbonne(Paris/France),PhDin International Relations from University ofSorbonne/Harvard University (France/USA). Mrs. Nona is currently heading the ... <\/CONTENT> <URL> https://www.bpwgeorgia.com/team-4 <\/URL> __END_OF_SOURCE 6__","tool_calls":null,"tool_call_id":"70a715a1-2bae-4fb6-8ed2-74e41fc81cc7"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"save_finding","args":{"category":"fact","finding":"education_level = PhD (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)"},"id":"14e12b8a-38fb-40ff-b169-dec876ae6a3c","type":"tool_call"},{"name":"save_finding","args":{"category":"fact","finding":"education_institution = International Black Sea University, University of Westminster, Sorbonne University (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)"},"id":"94c6f0c0-60a8-4f4a-83ec-fb74ef46d54e","type":"tool_call"},{"name":"save_finding","args":{"finding":"education_field = Business Administration, Diplomatic Studies, International Relations (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)","category":"fact"},"id":"bdcf43df-bfc9-4705-9f65-17b427b89a6a","type":"tool_call"},{"name":"save_finding","args":{"finding":"class_background = Upper/elite (Reasoning: Served as Regional Director for Pfizer covering Caucasus and Central Asian countries, a top executive role, and Senior Advisor to the President) (source: https://www.asiaglobalinstitute.hku.hk/agf/fellows/nona-mamulashvili)","category":"fact"},"id":"8128e983-3031-4767-b3b2-5c052d04c17c","type":"tool_call"},{"name":"Search","args":{"query":"site:declaration.gov.ge \"ნონა მამულაშვილი\""},"id":"721a0b93-662d-4604-9460-284a3f52a493","type":"tool_call"}],"tool_call_id":null},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_level = PhD (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)","tool_calls":null,"tool_call_id":"14e12b8a-38fb-40ff-b169-dec876ae6a3c"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_institution = International Black Sea University, University of Westminster, Sorbonne University (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)","tool_calls":null,"tool_call_id":"94c6f0c0-60a8-4f4a-83ec-fb74ef46d54e"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: education_field = Business Administration, Diplomatic Studies, International Relations (source: https://www.asiaglobalinstitute.hku.hk/about/people/nona-mamulashvili)","tool_calls":null,"tool_call_id":"bdcf43df-bfc9-4705-9f65-17b427b89a6a"},{"message_type":"ToolMessage","name":"save_finding","content":"Saved to scratchpad: class_background = Upper/elite (Reasoning: Served as Regional Director for Pfizer covering Caucasus and Central Asian countries, a top executive role, and Senior Advisor to the President) (source: https://www.asiaglobalinstitute.hku.hk/agf/fellows/no...","tool_calls":null,"tool_call_id":"8128e983-3031-4767-b3b2-5c052d04c17c"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> Title: Hoy | Spanish to English Translation - SpanishDictionary.com. Translate millions of words and phrases for free on SpanishDictionary.com, the world's largest Spanish-English dictionary and translation website. <\/CONTENT> <URL> https://www.spanishdict.com/translate/hoy <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> Title: Today in Spanish | English to Spanish Translation -.... Translate Today. See 4 authoritative translations of Today in Spanish with example sentences, phrases and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/today <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> Title: SpanishDictionary.com | English to Spanish Translation,.... SpanishDictionary.com is the world's largest online Spanish-English dictionary, translator, and reference tool. <\/CONTENT> <URL> https://www.spanishdict.com <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> Title: What day is today? in Spanish | English to Spanish Translation.... Translate What day is today?. See authoritative translations of What day is today? in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/What+day+is+today <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Title: \"Today\" in Spanish | SpanishDictionary.com. Today's the perfect day to learn about \"today\" in Spanish! In this article, you'll learn to say \"today\" in Spanish, as well as related phrases and vocab. <\/CONTENT> <URL> https://www.spanishdict.com/guide/today-in-spanish <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Title: Today's date in Spanish | English to Spanish Translation .... Translate Today's date. See 3 authoritative translations of Today's date in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/today's+date <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Title: How are you today? in Spanish | English to Spanish Translation.... Translate How are you today?. See 3 authoritative translations of How are you today? in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/How+are+you+today <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Title: Not today in Spanish | English to Spanish Translation .... Translate Not today. See authoritative translations of Not today in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/not+today <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Title: How can I help you today? - SpanishDict. Translate How can I help you today?. See 6 authoritative translations of How can I help you today? in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/How+can+I+help+you+today <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> Title: Today is going to be a good day in Spanish | English to Spanish.... Translate Today is going to be a good day. See authoritative translations of Today is going to be a good day in Spanish with example sentences and audio pronunciations. <\/CONTENT> <URL> https://www.spanishdict.com/translate/today+is+going+to+be+a+good+day <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"721a0b93-662d-4604-9460-284a3f52a493"},{"message_type":"AIMessage","name":null,"content":"","tool_calls":[{"name":"update_plan","args":{"findings":"Confirmed education (PhD, Sorbonne/Westminster/IBSU) and prior occupations (Pfizer Regional Director, Presidential Advisor). Class background inferred as Upper/Elite. Birth place, disability, and LGBTQ status remain unknown.","status":"in_progress","step_id":2},"id":"e04a909d-0bc4-4ee7-adba-6e425fd41ab2","type":"tool_call"},{"name":"Search","args":{"query":"site:declaration.acb.gov.ge \"ნონა მამულაშვილი\""},"id":"079c0ffe-b1cc-401c-97f9-cb20167b673e","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":"e04a909d-0bc4-4ee7-adba-6e425fd41ab2"},{"message_type":"ToolMessage","name":"Search","content":"__START_OF_SOURCE 1__ <CONTENT> Title: ნინო ენუქიძე დეკლარაცია 17.03.2024. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/153407 <\/URL> __END_OF_SOURCE 1__ __START_OF_SOURCE 2__ <CONTENT> Title: ნატო ჩხეიძე დეკლარაცია 21.12.2023. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/151420 <\/URL> __END_OF_SOURCE 2__ __START_OF_SOURCE 3__ <CONTENT> Title: დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო მმართველობა. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge <\/URL> __END_OF_SOURCE 3__ __START_OF_SOURCE 4__ <CONTENT> Title: ავტორიზაცია - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო მმართველობა. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/150320 <\/URL> __END_OF_SOURCE 4__ __START_OF_SOURCE 5__ <CONTENT> Title: სახელი, გვარი: ამირან ქურასბედიანი #153137. March 5, 2024 -დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/153137 <\/URL> __END_OF_SOURCE 5__ __START_OF_SOURCE 6__ <CONTENT> Title: ნინო კერესელიძე დეკლარაცია 24.01.2024. January 24, 2024 -დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/151540 <\/URL> __END_OF_SOURCE 6__ __START_OF_SOURCE 7__ <CONTENT> Title: თანამდებობის პირის ქონებრივი მდგომარეობის დეკლარაცია სახელი, გვარი:. თანამდებობის პირის ქონებრივი მდგომარეობის დეკლარაცია · სახელი, გვარი: <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/162241 <\/URL> __END_OF_SOURCE 7__ __START_OF_SOURCE 8__ <CONTENT> Title: ნინო იაშვილი დეკლარაცია 22.10.2023. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/150638 <\/URL> __END_OF_SOURCE 8__ __START_OF_SOURCE 9__ <CONTENT> Title: სახელი, გვარი: მამუკა წოწერია #150358. დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/150358 <\/URL> __END_OF_SOURCE 9__ __START_OF_SOURCE 10__ <CONTENT> Title: ავტორიზაცია - თანამდებობის პირთა ქონებრივი .... დეკლარაციები - თანამდებობის პირთა ქონებრივი მდგომარეობის დეკლარაციები - ეფექტური და გამჭვირვალე საჯარო ... <\/CONTENT> <URL> https://declaration.acb.gov.ge/Home/DownloadPdf/151242 <\/URL> __END_OF_SOURCE 10__","tool_calls":null,"tool_call_id":"079c0ffe-b1cc-401c-97f9-cb20167b673e"},{"message_type":"AIMessage","name":null,"content":"{\"education_level\":\"Unknown\",\"education_level_source\":null,\"education_level_confidence\":null,\"education_institution\":\"Unknown\",\"education_institution_source\":null,\"education_institution_confidence\":null,\"education_field\":\"Unknown\",\"education_field_source\":null,\"education_field_confidence\":null,\"prior_occupation\":\"Regional Director for Pfizer (Caucasus and Central Asian countries), Senior Advisor to the Presidential Analytical Group of the President of Georgia, Political Analyst at the Ministry of Foreign Affairs\",\"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\":\"Unknown\",\"birth_place_source\":null,\"birth_place_confidence\":null,\"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\":0.535,\"justification\":\"Source-backed searches resolved 1 core fields (including birth_year), while 9 core fields remain unknown due to limited verifiable evidence. Top unresolved reasons: recovery_blocked_no_candidates(5), finalization_policy_demotion_source_tier_below_policy_threshold(4).\"}","tool_calls":[],"tool_call_id":null}]}