Displaying gathered facts structured for the report generator.
⬇ output_json (ReportData format)
{
"entity_name": "Hezbollah",
"entity_full_name": "Hezbollah",
"subject_context": {
"Hezbollah": {
"name": "Hezbollah",
"context": " (Dane: country: PL)"
}
},
"facts_by_category": {
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"statement": "W Niemczech toczy się proces 35‑letniego mężczyzny, Fadel Z, oskarżonego o udział w programie dronowym Hezbollahu. Prokuratura federalna zarzuca mu zakup części elektronicznych w Europie i ich eksport do Libanu. Zarzuty dotyczą pomocy w przygotowaniu zamachu przy użyciu dronów.",
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}
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{
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{
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"statement": "Hezbollah runs a powerful media network that broadcasts its narrative domestically and projects it abroad. The organization maintains traditional outlets such as Al‑Manar TV and Al‑Nour Radio, as well as numerous websites and social‑media accounts. These outlets are used to disseminate propaganda aligned with its and Iran's strategic goals.",
"category": "REPUTATIONAL",
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{
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{
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{
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{
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"statement": "Hezbollah uses its social service network and patronage to influence state institutions. It can block cabinet decisions and veto appointments. This demonstrates Hezbollah's de facto control over governmental processes.",
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{
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"confidence": 1.0,
"source_finding_ids": [
"6a649f5a-f245-4dd7-85e9-ec494686da48"
],
"source_urls": [
"https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018708,
"created_at": "2026-03-24T14:04:24.645421"
},
{
"fact_id": "06bee2d7-bb68-4368-ad74-5d9b0075c5e9",
"statement": "Hezbollah’s media employees experienced delayed salary payments and lack of permanent contracts. They also faced reliance on subcontractors, reflecting governance and management shortcomings within the organization’s media arm. These issues occurred during the regional economic downturn in 2019.",
"category": "GOVERNANCE",
"severity": "MEDIUM",
"confidence": 1.0,
"source_finding_ids": [
"0ac540a3-515d-4f8a-959d-eb86a8e9ae24"
],
"source_urls": [
"https://www.terrorism-info.org.il/en/hezbollahs-media-empire/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018708,
"created_at": "2026-03-24T14:04:24.645438"
},
{
"fact_id": "b71a9067-7179-440b-b19c-84243c547df0",
"statement": "Hezbollah runs a powerful media network that broadcasts its narrative domestically and projects it abroad. The organization maintains traditional outlets such as Al‑Manar TV and Al‑Nour Radio, as well as numerous websites and social‑media accounts. These outlets are used to disseminate propaganda aligned with its and Iran's strategic goals.",
"category": "REPUTATIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"900a35c3-88fd-43c8-b582-b793f36c8c0c"
],
"source_urls": [
"https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0023538,
"created_at": "2026-03-24T14:04:40.574005"
},
{
"fact_id": "f913afce-ec02-4718-8b8a-838d3b5a85d6",
"statement": "Hezbollah runs disinformation boot camps in Lebanon to train individuals in digital manipulation, fake‑account management, and the spread of propaganda online. Since at least 2012, the group has flown participants from several countries to learn these techniques. These techniques are then used to create large networks of fake social‑media profiles that amplify Hezbollah‑aligned messages and target opponents.",
"category": "REPUTATIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"b1d945fb-6e0f-42f8-b6ad-1e29646898cb"
],
"source_urls": [
"https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0023538,
"created_at": "2026-03-24T14:04:40.574027"
},
{
"fact_id": "de6cc6f4-37d4-4078-885a-b6b6becc42ab",
"statement": "Hezbollah has been a part of the Lebanese government since 1992. It holds cabinet positions and has a political bloc in parliament. This gives Hezbollah significant influence over state decisions.",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"68fa5315-5d59-4a08-8681-84b014f0d1df"
],
"source_urls": [
"https://www.theguardian.com/world/2024/sep/18/what-is-hezbollah-role-influence-lebanon-israel-pagers"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706209"
},
{
"fact_id": "e1cb672c-3663-41d1-a3cc-89e9ae24074c",
"statement": "Hezbollah operates a shadow governance system providing social services and jobs. This system creates dependency on Hezbollah and undermines the legitimacy of Lebanese state institutions. It is an ongoing process.",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"7771aa6b-44e2-459f-8e4e-b371b9ca6916"
],
"source_urls": [
"https://www.brookings.edu/articles/on-hezbollah-lebanon-and-the-risk-of-escalation/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706244"
},
{
"fact_id": "e3f680c9-a834-45b0-8855-dfda2019cb76",
"statement": "Hezbollah uses its social service network and patronage to influence state institutions. It can block cabinet decisions and veto appointments. This demonstrates Hezbollah's de facto control over governmental processes.",
"category": "POLITICAL_EXPOSURE",
"severity": "MEDIUM",
"confidence": 1.0,
"source_finding_ids": [
"72135cf6-f06c-453d-b433-542046e13ae1"
],
"source_urls": [
"https://www.cfr.org/backgrounders/what-hezbollah"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706263"
},
{
"fact_id": "0d373e10-6626-49ea-b432-f8a69162c61e",
"statement": "Hezbollah maintains a global financial network that includes front companies in sub‑Saharan Africa. The network utilizes sectors such as diamonds, art galleries, and real‑estate to launder and raise funds. The U.S. Treasury has designated individuals linked to these activities, highlighting the ongoing nature of the threat to financial institutions.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"082d66e5-13b6-403d-a7f6-9ac3c250627b"
],
"source_urls": [
"https://fintech.global/2023/10/16/global-finance-under-threat-tracing-hezbollah-related-sanctions-and-illicit-transactions/",
"https://www.ajc.org/news/hezbollahs-international-presence-and-operations"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361540"
},
{
"fact_id": "71db0616-c613-4c80-8042-63f58db3c8ab",
"statement": "The United States imposed sanctions on individuals and entities tied to Hezbollah’s worldwide financial network. The measures aim to disrupt fundraising and money‑laundering activities carried out through companies and projects across the Middle East, Europe, and North America. This action cuts off revenue streams for the group.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"b76d0735-3dca-4330-b80b-4c8b0b369276"
],
"source_urls": [
"https://www.jpost.com/international/article-890693"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361565"
},
{
"fact_id": "686f7911-ea83-4849-ba6c-b6ccb9d5a78c",
"statement": "Investigations reveal that Hezbollah operatives have established financial networks in several U.S. states, including Michigan, California, New York, and North Carolina. These networks are involved in money‑laundering and other illicit financial activities that support the organization’s operations. This poses a significant risk to the financial systems in these regions.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"986e8938-b748-490a-86a4-5d3591ac0f3b"
],
"source_urls": [
"https://extremism.gwu.edu/sites/g/files/zaxdzs5746/files/Hezbollah's_Operations_and_Networks_in_the_United_States_June30_2022.pdf"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361580"
}
]
},
"total_cost": {
"task_costs": [],
"total_override": 0.03620775
},
"screening_tasks": [
{
"task_id": "731ab1c9-60fe-4526-b609-4e36cbecacfe",
"subject_type": "ENTITY",
"subject_name": "Hezbollah",
"subject_full_name": "Hezbollah",
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"context_description": "Hezbollah",
"context_data": {
"country": "PL",
"description": ""
},
"search_state": {
"iterations": [
{
"iteration_number": 1,
"category": "CRIMINAL",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Sprawy karne i postępowania prokuratorskie\nUwzględniaj tylko informacje dotyczące:\n- postępowań karnych\n- śledztw lub dochodzeń prowadzonych przez prokuraturę lub organy ścigania\n- zarzutów karnych, aktu oskarżenia, zatrzymań, aresztowań\n- przestępstw lub podejrzeń popełnienia przestępstwa\n\nNie uwzględniaj informacji dotyczących:\n- kar administracyjnych\n- decyzji regulatorów (np. GIIF, KNF, UOKiK, organy nadzorcze)\n- postępowań administracyjnych\n- sporów cywilnych lub gospodarczych\n- kontroli regulatora bez zarzutów karnych\n\nJeśli sprawa dotyczy wyłącznie sankcji administracyjnej lub naruszenia regulacyjnego, pomiń ją.\" \"\n\nIteracja: 1\nDotychczas sprawdzone kategorie: brak\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "{\n \"findings\": [\n {\n \"title\": \"Proces członka Hezbollahu w Niemczech za udział w programie dronowym\",\n \"description\": \"W Niemczech przed sądem wyższej instancji w Celle odbywa się proces 35‑letniego mężczyzny, określanego jedynie jako Fadel Z, oskarżonego o przestępstwa związane z pozyskiwaniem komponentów dla programu dronowego Hezbollahu. Prokuratura federalna zarzuca mu udział w zakupie części elektronicznych w Europie i ich eksport do Libanu, co jest traktowane jako pomoc w przygotowaniu zamachu przy użyciu dronów. Postępowanie jest prowadzone przez prokuraturę federalną i dotyczy zarzutów przestępstw przeciwko życiu i zdrowiu osób cywilnych.\",\n \"severity\": \"HIGH\",\n \"date\": \"2023-07-01\",\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.bbc.com/news/articles/cvg72r6myz4o\"\n ],\n \"raw_text\": \"The 35 year-old man, named only as Fadel Z, in line with German privacy laws, is charged with having played a key role in procuring products for Hezbollah's drone programme.\",\n \"context\": {}\n }\n ],\n \"no_findings_reason\": null\n}",
"findings_count": 1,
"facts_extracted": 1,
"cost": {
"input_tokens": 12256,
"output_tokens": 2153,
"total_tokens": 14409,
"cost_usd": 0.0031302
},
"information_gain": 1.0,
"timestamp": "2026-03-24T14:04:02.511479"
},
{
"iteration_number": 2,
"category": "CORRUPTION",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Korupcja, łapownictwo i przestępstwa korupcyjne.\n\nUwzględniaj tylko informacje, które wskazują na:\n\n* podejrzenie korupcji lub łapownictwa w spółce,\n* śledztwo lub dochodzenie dotyczące korupcji prowadzone przez prokuraturę lub organy ścigania,\n* postawienie zarzutów korupcyjnych osobie powiązanej ze spółką (np. członkowi zarządu, pracownikowi, właścicielowi),\n* akt oskarżenia, zatrzymanie lub skazanie w sprawie korupcyjnej.\n\nNie uwzględniaj informacji dotyczących:\n\n* kar administracyjnych lub sankcji regulatorów (np. GIIF, KNF, UOKiK),\n* postępowań administracyjnych lub naruszeń regulacyjnych,\n* kar finansowych nałożonych przez organy nadzorcze,\n* ogólnych nieprawidłowości lub sporów biznesowych, które nie dotyczą korupcji.\n\nDodawaj wynik tylko wtedy, gdy artykuł jasno wskazuje na **korupcję lub zarzuty korupcyjne**, a nie jedynie na naruszenie przepisów lub sankcję administracyjną.\n\"\n\nIteracja: 2\nDotychczas sprawdzone kategorie: CRIMINAL\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nŹRÓDŁA JUŻ ZNALEZIONE (szukaj NOWYCH informacji, nie powtarzaj tych URL):\n - https://www.bbc.com/news/articles/cvg72r6myz4o\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "{\n \"findings\": [],\n \"no_findings_reason\": \"W przeglądniętych źródłach nie znaleziono artykułów, które jednoznacznie wskazują na korupcję, łapownictwo lub zarzuty korupcyjne wobec podmiotu Hezbollah. Dostępne informacje dotyczą głównie działalności przestępczej, takiej jak handel narkotykami, pranie pieniędzy i finansowanie terroryzmu, ale nie zawierają konkretnych danych o postępowaniach korupcyjnych, zarzutach, aktach oskarżenia, zatrzymaniach lub skazaniach związanych z korupcją.\"\n}",
"findings_count": 0,
"facts_extracted": 0,
"cost": {
"input_tokens": 21670,
"output_tokens": 1109,
"total_tokens": 22779,
"cost_usd": 0.0039159
},
"information_gain": 0.0,
"timestamp": "2026-03-24T14:04:10.168823"
},
{
"iteration_number": 3,
"category": "GOVERNANCE",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Audyty, nieprawidłowości zarządcze i governance\"\n\nIteracja: 3\nDotychczas sprawdzone kategorie: CRIMINAL, CORRUPTION\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nŹRÓDŁA JUŻ ZNALEZIONE (szukaj NOWYCH informacji, nie powtarzaj tych URL):\n - https://www.bbc.com/news/articles/cvg72r6myz4o\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "{\n \"findings\": [\n {\n \"title\": \"Hezbollah's shadow governance undermines Lebanese state institutions\",\n \"description\": \"Hezbollah operates a parallel system of shadow governance that provides social services, jobs and welfare to its supporters while its members hold cabinet positions and parliamentary seats, allowing the group to exert authority outside formal state oversight and weakening institutional accountability.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon\"\n ],\n \"raw_text\": \"Hezbollah today has the best of both worlds—with members holding cabinet positions and seats in parliament, it is very much a part of the Lebanese state even as it remains an independent group that operates apart from the state.\",\n \"context\": {}\n },\n {\n \"title\": \"Opaque governance of the Port of Beirut linked to Hezbollah influence\",\n \"description\": \"The Port of Beirut is managed by a Transitional Commission that handles all financial matters without any governmental scrutiny or monitoring, a structure described as opaque and outside the reach of the Court of Audits or central inspection authorities, facilitating Hezbollah's unchecked influence over a key public asset.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf\"\n ],\n \"raw_text\": \"The Transitional Commission uses public funds – as the commission is neither a public nor a private entity and therefore its governance is opaque.\",\n \"context\": {}\n },\n {\n \"title\": \"Hezbollah media outlets face salary delays and ad‑hoc employment amid economic crisis\",\n \"description\": \"A 2019 report indicates that Hezbollah’s media employees experienced delayed salary payments, lack of permanent contracts and reliance on subcontractors, reflecting governance and management shortcomings within the organization’s media arm during the regional economic downturn.\",\n \"severity\": \"MEDIUM\",\n \"date\": \"2019-08-19\",\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.terrorism-info.org.il/en/hezbollahs-media-empire/\"\n ],\n \"raw_text\": \"According to the same report, some Hezbollah media employees suffer from delays in the payment of their salaries, lack of permanent employment, and ad hoc employment methods (i.e., working through sub‑contractors).\",\n \"context\": {}\n }\n ],\n \"no_findings_reason\": null\n}",
"findings_count": 3,
"facts_extracted": 3,
"cost": {
"input_tokens": 16159,
"output_tokens": 1899,
"total_tokens": 18058,
"cost_usd": 0.00356325
},
"information_gain": 0.75,
"timestamp": "2026-03-24T14:04:24.646843"
},
{
"iteration_number": 4,
"category": "REPUTATIONAL",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Ryzyko reputacyjne oraz wpływ na media i opinię publiczną\"\n\nIteracja: 4\nDotychczas sprawdzone kategorie: CRIMINAL, CORRUPTION, GOVERNANCE\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nŹRÓDŁA JUŻ ZNALEZIONE (szukaj NOWYCH informacji, nie powtarzaj tych URL):\n - https://www.terrorism-info.org.il/en/hezbollahs-media-empire/\n - https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf\n - https://www.bbc.com/news/articles/cvg72r6myz4o\n - https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "```json\n{\n \"findings\": [\n {\n \"title\": \"Hezbollah's extensive media network shapes public opinion\",\n \"description\": \"Hezbollah runs a powerful media network that broadcasts its narrative domestically and projects it abroad. The organization maintains traditional outlets such as Al‑Manar TV and Al‑Nour Radio, as well as numerous websites and social‑media accounts, which are used to disseminate propaganda aligned with its and Iran's strategic goals. Israeli authorities consider this media influence a strategic threat and have implemented counter‑measures to limit its reach.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/\"\n ],\n \"raw_text\": \"Hezbollah operates a powerful media network to broadcast its narrative domestically without relying on Western or Israeli outlets. At the same time, it has developed the capacity to project its message abroad, leveraging influential individuals as well as politico‑military organizations to penetrate adversary audiences.\",\n \"context\": {}\n },\n {\n \"title\": \"Hezbollah conducts disinformation and cyber operations via social media\",\n \"description\": \"Hezbollah runs disinformation boot camps in Lebanon to train individuals in digital manipulation, fake‑account management, and the spread of propaganda online. Since at least 2012, the group has flown participants from several countries to learn these techniques, which are then used to create large networks of fake social‑media profiles that amplify Hezbollah‑aligned messages and target opponents.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/\"\n ],\n \"raw_text\": \"Hezbollah runs disinformation boot camps in Lebanon for the purpose of building up the “electronic armies” of Iran’s proxy groups around the region. In August 2020, The Telegraph reported that since at least 2012, Hezbollah has been flying individuals into Lebanon for courses teaching participants how to digitally manipulate photographs, manage large numbers of fake social media accounts, make videos, avoid Facebook’s censorship, and effectively spread disinformation online.\",\n \"context\": {}\n }\n ],\n \"no_findings_reason\": null\n}\n```",
"findings_count": 2,
"facts_extracted": 2,
"cost": {
"input_tokens": 10490,
"output_tokens": 2299,
"total_tokens": 12789,
"cost_usd": 0.0029529
},
"information_gain": 0.3333333333333333,
"timestamp": "2026-03-24T14:04:40.575029"
},
{
"iteration_number": 5,
"category": "POLITICAL_EXPOSURE",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Ekspozycja polityczna i wpływ państwa\"\n\nIteracja: 5\nDotychczas sprawdzone kategorie: CRIMINAL, CORRUPTION, GOVERNANCE, REPUTATIONAL\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nŹRÓDŁA JUŻ ZNALEZIONE (szukaj NOWYCH informacji, nie powtarzaj tych URL):\n - https://www.bbc.com/news/articles/cvg72r6myz4o\n - https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon\n - https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/\n - https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf\n - https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/\n - https://www.terrorism-info.org.il/en/hezbollahs-media-empire/\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "{\n \"findings\": [\n {\n \"title\": \"Hezbollah’s entrenched role in Lebanese government and parliament\",\n \"description\": \"Hezbollah has been a fixture of the Lebanese government since 1992, when eight of its members were elected to Parliament, and the party has held cabinet positions since 2005. The group’s political bloc, the Loyalty to the Resistance Bloc, currently occupies multiple seats in parliament and influences cabinet formation, giving it substantial sway over state decisions.\",\n \"severity\": \"HIGH\",\n \"date\": \"2024-09-18\",\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.theguardian.com/world/2024/sep/18/what-is-hezbollah-role-influence-lebanon-israel-pagers\"\n ],\n \"raw_text\": \"Hezbollah has been a fixture of the Lebanese government since 1992, when eight of its members were elected to Parliament, and the party has held cabinet positions since 2005.\",\n \"context\": {}\n },\n {\n \"title\": \"Hezbollah’s shadow governance undermines Lebanese state legitimacy\",\n \"description\": \"Hezbollah runs a parallel “shadow” governance system that provides social services, jobs, and welfare support in areas under its control. This system creates a “shadow citizenry” that depends on Hezbollah, allowing the group to expand its political patronage network and weaken the legitimacy of Lebanon’s official institutions.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.brookings.edu/articles/on-hezbollah-lebanon-and-the-risk-of-escalation/\"\n ],\n \"raw_text\": \"Hezbollah operates a shadow governance system parallel to Lebanon's weakened political system, providing social services, jobs, and welfare support to its followers, thereby undermining the legitimacy of the Lebanese state.\",\n \"context\": {}\n },\n {\n \"title\": \"Hezbollah’s influence over Lebanese state institutions through patronage\",\n \"description\": \"Hezbollah leverages its extensive social service network and patronage to influence key state institutions, including the ministries of public works and labour. The group’s ability to block cabinet decisions and veto appointments demonstrates its de‑facto control over governmental processes.\",\n \"severity\": \"MEDIUM\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.cfr.org/backgrounders/what-hezbollah\"\n ],\n \"raw_text\": \"Hezbollah controls much of Lebanon’s Shiite‑majority areas and has been able to block cabinet decisions, exercising veto power over appointments and influencing ministries such as public works and labour.\",\n \"context\": {}\n }\n ],\n \"no_findings_reason\": \"\"\n}",
"findings_count": 3,
"facts_extracted": 3,
"cost": {
"input_tokens": 14044,
"output_tokens": 2907,
"total_tokens": 16951,
"cost_usd": 0.0038508
},
"information_gain": 0.3333333333333333,
"timestamp": "2026-03-24T14:05:09.707412"
},
{
"iteration_number": 6,
"category": "TRANSACTIONAL",
"prompt_text": "Przeprowadź screning adverse media dla podmiotu:\n**Hezbollah**\nKontekst pomocniczy: Hezbollah, Hezbollah, (Dane: country: PL)\n\nDla każdrgo etapu postępuj zgodnie z regułami:\n- Match entity names EXACTLY as provided.\n- Do NOT return phonetic, similar, or misspelled names.\n- Do NOT infer alternative spellings.\n- Do NOT normalize or autocorrect names.\n- Levenshtein distance must be 0.\n- If no exact match exists, return an empty result.\n- Do NOT suggest similar entities.\n- Use Kontekst pomocniczy to validate reasult.\n- Nie wnioskuj sam o podmiotach powiąznych. Powiązane podmioty są tylko \"Kontekst pomocniczy\"\n\n\nChcę mieć:\nETAPY:\nSzukaj adverse media dla Hezbollah w kategorii: \"Ryzyka transakcyjne, M&A, spółki zależne i działalność zagraniczna\"\n\nIteracja: 6\nDotychczas sprawdzone kategorie: CRIMINAL, CORRUPTION, GOVERNANCE, REPUTATIONAL, POLITICAL_EXPOSURE\n\n1. Skup się na podmiocie Hezbollah i powiązanych osobach/firmach.\n2. Znajdź konkretne fakty, daty, kwoty, numery spraw.\n\nŹRÓDŁA JUŻ ZNALEZIONE (szukaj NOWYCH informacji, nie powtarzaj tych URL):\n - https://www.cfr.org/backgrounders/what-hezbollah\n - https://www.bbc.com/news/articles/cvg72r6myz4o\n - https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon\n - https://www.brookings.edu/articles/on-hezbollah-lebanon-and-the-risk-of-escalation/\n - https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/\n - https://www.theguardian.com/world/2024/sep/18/what-is-hezbollah-role-influence-lebanon-israel-pagers\n - https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf\n - https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/\n - https://www.terrorism-info.org.il/en/hezbollahs-media-empire/\n\nWYMAGANY FORMAT ODPOWIEDZI (JSON):\n{\n \"findings\": [\n {\n \"title\": \"Krótki tytuł znaleziska (10-15 słów)\",\n \"description\": \"Szczegółowy opis oparty na źródłach (3-5 zdań)\",\n \"severity\": \"HIGH|MEDIUM|LOW|NEUTRAL\",\n \"date\": \"YYYY-MM-DD lub null\",\n \"status\": \"ongoing|resolved|alleged|pending\",\n \"source_urls\": [\"url1\", \"url2\"],\n \"raw_text\": \"Dokładny cytat ze źródła potwierdzający znalezisko\",\n \"context\": {\"birthDate\":\"data urodzenia\",\"secondName\":\"drugie imię\",\"PESEL\":\"numer PESEL\",\"NIP\":\"numer NIP\",\"KRS\":\"numer KRS\",\"REGON\":\"numer REGON\"}\n }\n ],\n \"no_findings_reason\": \"Jeśli brak wyników, wyjaśnij dlaczego\"\n}\n\nZASADY:\n- Każde znalezisko MUSI być poparte cytatem ze źródła\n- NIE generuj informacji bez potwierdzenia w źródłach\n- NIE podsumowuj, NIE oceniaj ryzyka – to zrobi inny system\n- Podaj tylko FAKTY i ŹRÓDŁA\n- Jeżeli znajdziesz w artykule takie dane identyfikacyjne jak: data urodzenia, drugie imię, PESEL, NIP, KRS, REGON, zwróć je w sekcji context\n",
"response_text": "{\n \"findings\": [\n {\n \"title\": \"Hezbollah operates front companies in Africa and uses diamond, art, real‑estate channels\",\n \"description\": \"Hezbollah maintains a global financial network that includes front companies in sub‑Saharan Africa and utilizes sectors such as diamonds, art galleries and real‑estate to launder and raise funds. The U.S. Treasury has designated individuals linked to these activities, highlighting the ongoing nature of the threat to financial institutions.\",\n \"severity\": \"HIGH\",\n \"date\": \"2023-10-16\",\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://fintech.global/2023/10/16/global-finance-under-threat-tracing-hezbollah-related-sanctions-and-illicit-transactions/\",\n \"https://www.ajc.org/news/hezbollahs-international-presence-and-operations\"\n ],\n \"raw_text\": \"Hezbollah maintains several front companies in sub‑Saharan Africa. Kassim Tajideen, a dual citizen of Lebanon and Sierra Leone, was designated by the U.S. Treasury for his role in supporting Hezbollah financially.\",\n \"context\": {}\n },\n {\n \"title\": \"U.S. sanctions target Hezbollah’s global fundraising and money‑laundering network\",\n \"description\": \"The United States imposed sanctions on individuals and entities tied to Hezbollah’s worldwide financial network. The measures aim to disrupt fundraising and money‑laundering activities carried out through companies and projects across the Middle East, Europe and North America, cutting off revenue streams for the group.\",\n \"severity\": \"HIGH\",\n \"date\": null,\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://www.jpost.com/international/article-890693\"\n ],\n \"raw_text\": \"The U.S. State Department announced sanctions targeting a global financial network supporting Hezbollah, aiming to cut off financial channels that help the group generate revenue and evade existing sanctions.\",\n \"context\": {}\n },\n {\n \"title\": \"Hezbollah’s financial networks identified in multiple U.S. states\",\n \"description\": \"Investigations reveal that Hezbollah operatives have established financial networks in several U.S. states, including Michigan, California, New York and North Carolina. These networks are involved in money‑laundering and other illicit financial activities that support the organization’s operations.\",\n \"severity\": \"HIGH\",\n \"date\": \"2022-06-30\",\n \"status\": \"ongoing\",\n \"source_urls\": [\n \"https://extremism.gwu.edu/sites/g/files/zaxdzs5746/files/Hezbollah's_Operations_and_Networks_in_the_United_States_June30_2022.pdf\"\n ],\n \"raw_text\": \"Hezbollah's financial activities in the U.S. involve networks in multiple states, with a significant number of cases related to financial support for the organization.\",\n \"context\": {}\n }\n ],\n \"no_findings_reason\": \"\"\n}",
"findings_count": 3,
"facts_extracted": 3,
"cost": {
"input_tokens": 13065,
"output_tokens": 2106,
"total_tokens": 15171,
"cost_usd": 0.00322335
},
"information_gain": 0.25,
"timestamp": "2026-03-24T14:05:26.362822"
}
],
"categories_checked": [
"CRIMINAL",
"CORRUPTION",
"GOVERNANCE",
"REPUTATIONAL",
"POLITICAL_EXPOSURE",
"TRANSACTIONAL"
],
"findings": [
{
"finding_id": "a1a65d3e-16c8-40aa-a6af-a6306110832c",
"category": "CRIMINAL",
"severity": "HIGH",
"title": "Proces członka Hezbollahu w Niemczech za udział w programie dronowym",
"description": "W Niemczech przed sądem wyższej instancji w Celle odbywa się proces 35‑letniego mężczyzny, określanego jedynie jako Fadel Z, oskarżonego o przestępstwa związane z pozyskiwaniem komponentów dla programu dronowego Hezbollahu. Prokuratura federalna zarzuca mu udział w zakupie części elektronicznych w Europie i ich eksport do Libanu, co jest traktowane jako pomoc w przygotowaniu zamachu przy użyciu dronów. Postępowanie jest prowadzone przez prokuraturę federalną i dotyczy zarzutów przestępstw przeciwko życiu i zdrowiu osób cywilnych.",
"source_urls": [
"https://www.bbc.com/news/articles/cvg72r6myz4o"
],
"date": "2023-07-01",
"status": "ongoing",
"context": {},
"raw_text": "The 35 year-old man, named only as Fadel Z, in line with German privacy laws, is charged with having played a key role in procuring products for Hezbollah's drone programme."
},
{
"finding_id": "140358cd-9b22-45c0-b28e-99b68de444a8",
"category": "GOVERNANCE",
"severity": "HIGH",
"title": "Hezbollah's shadow governance undermines Lebanese state institutions",
"description": "Hezbollah operates a parallel system of shadow governance that provides social services, jobs and welfare to its supporters while its members hold cabinet positions and parliamentary seats, allowing the group to exert authority outside formal state oversight and weakening institutional accountability.",
"source_urls": [
"https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon"
],
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah today has the best of both worlds—with members holding cabinet positions and seats in parliament, it is very much a part of the Lebanese state even as it remains an independent group that operates apart from the state."
},
{
"finding_id": "6a649f5a-f245-4dd7-85e9-ec494686da48",
"category": "GOVERNANCE",
"severity": "HIGH",
"title": "Opaque governance of the Port of Beirut linked to Hezbollah influence",
"description": "The Port of Beirut is managed by a Transitional Commission that handles all financial matters without any governmental scrutiny or monitoring, a structure described as opaque and outside the reach of the Court of Audits or central inspection authorities, facilitating Hezbollah's unchecked influence over a key public asset.",
"source_urls": [
"https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf"
],
"status": "ongoing",
"context": {},
"raw_text": "The Transitional Commission uses public funds – as the commission is neither a public nor a private entity and therefore its governance is opaque."
},
{
"finding_id": "0ac540a3-515d-4f8a-959d-eb86a8e9ae24",
"category": "GOVERNANCE",
"severity": "MEDIUM",
"title": "Hezbollah media outlets face salary delays and ad‑hoc employment amid economic crisis",
"description": "A 2019 report indicates that Hezbollah’s media employees experienced delayed salary payments, lack of permanent contracts and reliance on subcontractors, reflecting governance and management shortcomings within the organization’s media arm during the regional economic downturn.",
"source_urls": [
"https://www.terrorism-info.org.il/en/hezbollahs-media-empire/"
],
"date": "2019-08-19",
"status": "ongoing",
"context": {},
"raw_text": "According to the same report, some Hezbollah media employees suffer from delays in the payment of their salaries, lack of permanent employment, and ad hoc employment methods (i.e., working through sub‑contractors)."
},
{
"finding_id": "900a35c3-88fd-43c8-b582-b793f36c8c0c",
"category": "REPUTATIONAL",
"severity": "HIGH",
"title": "Hezbollah's extensive media network shapes public opinion",
"description": "Hezbollah runs a powerful media network that broadcasts its narrative domestically and projects it abroad. The organization maintains traditional outlets such as Al‑Manar TV and Al‑Nour Radio, as well as numerous websites and social‑media accounts, which are used to disseminate propaganda aligned with its and Iran's strategic goals. Israeli authorities consider this media influence a strategic threat and have implemented counter‑measures to limit its reach.",
"source_urls": [
"https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/"
],
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah operates a powerful media network to broadcast its narrative domestically without relying on Western or Israeli outlets. At the same time, it has developed the capacity to project its message abroad, leveraging influential individuals as well as politico‑military organizations to penetrate adversary audiences."
},
{
"finding_id": "b1d945fb-6e0f-42f8-b6ad-1e29646898cb",
"category": "REPUTATIONAL",
"severity": "HIGH",
"title": "Hezbollah conducts disinformation and cyber operations via social media",
"description": "Hezbollah runs disinformation boot camps in Lebanon to train individuals in digital manipulation, fake‑account management, and the spread of propaganda online. Since at least 2012, the group has flown participants from several countries to learn these techniques, which are then used to create large networks of fake social‑media profiles that amplify Hezbollah‑aligned messages and target opponents.",
"source_urls": [
"https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/"
],
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah runs disinformation boot camps in Lebanon for the purpose of building up the “electronic armies” of Iran’s proxy groups around the region. In August 2020, The Telegraph reported that since at least 2012, Hezbollah has been flying individuals into Lebanon for courses teaching participants how to digitally manipulate photographs, manage large numbers of fake social media accounts, make videos, avoid Facebook’s censorship, and effectively spread disinformation online."
},
{
"finding_id": "68fa5315-5d59-4a08-8681-84b014f0d1df",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"title": "Hezbollah’s entrenched role in Lebanese government and parliament",
"description": "Hezbollah has been a fixture of the Lebanese government since 1992, when eight of its members were elected to Parliament, and the party has held cabinet positions since 2005. The group’s political bloc, the Loyalty to the Resistance Bloc, currently occupies multiple seats in parliament and influences cabinet formation, giving it substantial sway over state decisions.",
"source_urls": [
"https://www.theguardian.com/world/2024/sep/18/what-is-hezbollah-role-influence-lebanon-israel-pagers"
],
"date": "2024-09-18",
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah has been a fixture of the Lebanese government since 1992, when eight of its members were elected to Parliament, and the party has held cabinet positions since 2005."
},
{
"finding_id": "7771aa6b-44e2-459f-8e4e-b371b9ca6916",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"title": "Hezbollah’s shadow governance undermines Lebanese state legitimacy",
"description": "Hezbollah runs a parallel “shadow” governance system that provides social services, jobs, and welfare support in areas under its control. This system creates a “shadow citizenry” that depends on Hezbollah, allowing the group to expand its political patronage network and weaken the legitimacy of Lebanon’s official institutions.",
"source_urls": [
"https://www.brookings.edu/articles/on-hezbollah-lebanon-and-the-risk-of-escalation/"
],
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah operates a shadow governance system parallel to Lebanon's weakened political system, providing social services, jobs, and welfare support to its followers, thereby undermining the legitimacy of the Lebanese state."
},
{
"finding_id": "72135cf6-f06c-453d-b433-542046e13ae1",
"category": "POLITICAL_EXPOSURE",
"severity": "MEDIUM",
"title": "Hezbollah’s influence over Lebanese state institutions through patronage",
"description": "Hezbollah leverages its extensive social service network and patronage to influence key state institutions, including the ministries of public works and labour. The group’s ability to block cabinet decisions and veto appointments demonstrates its de‑facto control over governmental processes.",
"source_urls": [
"https://www.cfr.org/backgrounders/what-hezbollah"
],
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah controls much of Lebanon’s Shiite‑majority areas and has been able to block cabinet decisions, exercising veto power over appointments and influencing ministries such as public works and labour."
},
{
"finding_id": "082d66e5-13b6-403d-a7f6-9ac3c250627b",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"title": "Hezbollah operates front companies in Africa and uses diamond, art, real‑estate channels",
"description": "Hezbollah maintains a global financial network that includes front companies in sub‑Saharan Africa and utilizes sectors such as diamonds, art galleries and real‑estate to launder and raise funds. The U.S. Treasury has designated individuals linked to these activities, highlighting the ongoing nature of the threat to financial institutions.",
"source_urls": [
"https://fintech.global/2023/10/16/global-finance-under-threat-tracing-hezbollah-related-sanctions-and-illicit-transactions/",
"https://www.ajc.org/news/hezbollahs-international-presence-and-operations"
],
"date": "2023-10-16",
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah maintains several front companies in sub‑Saharan Africa. Kassim Tajideen, a dual citizen of Lebanon and Sierra Leone, was designated by the U.S. Treasury for his role in supporting Hezbollah financially."
},
{
"finding_id": "b76d0735-3dca-4330-b80b-4c8b0b369276",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"title": "U.S. sanctions target Hezbollah’s global fundraising and money‑laundering network",
"description": "The United States imposed sanctions on individuals and entities tied to Hezbollah’s worldwide financial network. The measures aim to disrupt fundraising and money‑laundering activities carried out through companies and projects across the Middle East, Europe and North America, cutting off revenue streams for the group.",
"source_urls": [
"https://www.jpost.com/international/article-890693"
],
"status": "ongoing",
"context": {},
"raw_text": "The U.S. State Department announced sanctions targeting a global financial network supporting Hezbollah, aiming to cut off financial channels that help the group generate revenue and evade existing sanctions."
},
{
"finding_id": "986e8938-b748-490a-86a4-5d3591ac0f3b",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"title": "Hezbollah’s financial networks identified in multiple U.S. states",
"description": "Investigations reveal that Hezbollah operatives have established financial networks in several U.S. states, including Michigan, California, New York and North Carolina. These networks are involved in money‑laundering and other illicit financial activities that support the organization’s operations.",
"source_urls": [
"https://extremism.gwu.edu/sites/g/files/zaxdzs5746/files/Hezbollah's_Operations_and_Networks_in_the_United_States_June30_2022.pdf"
],
"date": "2022-06-30",
"status": "ongoing",
"context": {},
"raw_text": "Hezbollah's financial activities in the U.S. involve networks in multiple states, with a significant number of cases related to financial support for the organization."
}
],
"facts": [
{
"fact_id": "88935062-0270-46d3-a9d2-ada82bbe4e1d",
"statement": "W Niemczech toczy się proces 35‑letniego mężczyzny, Fadel Z, oskarżonego o udział w programie dronowym Hezbollahu. Prokuratura federalna zarzuca mu zakup części elektronicznych w Europie i ich eksport do Libanu. Zarzuty dotyczą pomocy w przygotowaniu zamachu przy użyciu dronów.",
"category": "CRIMINAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"a1a65d3e-16c8-40aa-a6af-a6306110832c"
],
"source_urls": [
"https://www.bbc.com/news/articles/cvg72r6myz4o"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.00411585,
"created_at": "2026-03-24T14:04:02.510363"
},
{
"fact_id": "11fa3bae-2ef4-4dd7-aa1b-431dd0e32560",
"statement": "Hezbollah operates a parallel system of shadow governance that provides social services, jobs, and welfare to its supporters. This system allows the group to exert authority outside formal state oversight. As a result, institutional accountability is weakened.",
"category": "GOVERNANCE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"140358cd-9b22-45c0-b28e-99b68de444a8"
],
"source_urls": [
"https://www.washingtoninstitute.org/policy-analysis/hezbollah-shadow-governance-lebanon"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018708,
"created_at": "2026-03-24T14:04:24.645358"
},
{
"fact_id": "5b3f7a69-37a6-4315-a830-fd3f84469e05",
"statement": "The Port of Beirut is managed by a Transitional Commission that handles all financial matters without governmental scrutiny or monitoring. This structure is described as opaque and outside the reach of the Court of Audits or central inspection authorities. This facilitates Hezbollah's unchecked influence over a key public asset.",
"category": "GOVERNANCE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"6a649f5a-f245-4dd7-85e9-ec494686da48"
],
"source_urls": [
"https://www.chathamhouse.org/sites/default/files/2021-06/2021-06-30-how-hezbollah-holds-sway-over-the-lebanese-state-khatib.pdf"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018708,
"created_at": "2026-03-24T14:04:24.645421"
},
{
"fact_id": "06bee2d7-bb68-4368-ad74-5d9b0075c5e9",
"statement": "Hezbollah’s media employees experienced delayed salary payments and lack of permanent contracts. They also faced reliance on subcontractors, reflecting governance and management shortcomings within the organization’s media arm. These issues occurred during the regional economic downturn in 2019.",
"category": "GOVERNANCE",
"severity": "MEDIUM",
"confidence": 1.0,
"source_finding_ids": [
"0ac540a3-515d-4f8a-959d-eb86a8e9ae24"
],
"source_urls": [
"https://www.terrorism-info.org.il/en/hezbollahs-media-empire/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018708,
"created_at": "2026-03-24T14:04:24.645438"
},
{
"fact_id": "b71a9067-7179-440b-b19c-84243c547df0",
"statement": "Hezbollah runs a powerful media network that broadcasts its narrative domestically and projects it abroad. The organization maintains traditional outlets such as Al‑Manar TV and Al‑Nour Radio, as well as numerous websites and social‑media accounts. These outlets are used to disseminate propaganda aligned with its and Iran's strategic goals.",
"category": "REPUTATIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"900a35c3-88fd-43c8-b582-b793f36c8c0c"
],
"source_urls": [
"https://irregularwarfare.org/articles/hezbollahs-information-warfare-in-the-post-october-7-era/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0023538,
"created_at": "2026-03-24T14:04:40.574005"
},
{
"fact_id": "f913afce-ec02-4718-8b8a-838d3b5a85d6",
"statement": "Hezbollah runs disinformation boot camps in Lebanon to train individuals in digital manipulation, fake‑account management, and the spread of propaganda online. Since at least 2012, the group has flown participants from several countries to learn these techniques. These techniques are then used to create large networks of fake social‑media profiles that amplify Hezbollah‑aligned messages and target opponents.",
"category": "REPUTATIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"b1d945fb-6e0f-42f8-b6ad-1e29646898cb"
],
"source_urls": [
"https://ict.org.il/hezbollah-influence-campaigns-al-khanadeq-media-channel/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0023538,
"created_at": "2026-03-24T14:04:40.574027"
},
{
"fact_id": "de6cc6f4-37d4-4078-885a-b6b6becc42ab",
"statement": "Hezbollah has been a part of the Lebanese government since 1992. It holds cabinet positions and has a political bloc in parliament. This gives Hezbollah significant influence over state decisions.",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"68fa5315-5d59-4a08-8681-84b014f0d1df"
],
"source_urls": [
"https://www.theguardian.com/world/2024/sep/18/what-is-hezbollah-role-influence-lebanon-israel-pagers"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706209"
},
{
"fact_id": "e1cb672c-3663-41d1-a3cc-89e9ae24074c",
"statement": "Hezbollah operates a shadow governance system providing social services and jobs. This system creates dependency on Hezbollah and undermines the legitimacy of Lebanese state institutions. It is an ongoing process.",
"category": "POLITICAL_EXPOSURE",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"7771aa6b-44e2-459f-8e4e-b371b9ca6916"
],
"source_urls": [
"https://www.brookings.edu/articles/on-hezbollah-lebanon-and-the-risk-of-escalation/"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706244"
},
{
"fact_id": "e3f680c9-a834-45b0-8855-dfda2019cb76",
"statement": "Hezbollah uses its social service network and patronage to influence state institutions. It can block cabinet decisions and veto appointments. This demonstrates Hezbollah's de facto control over governmental processes.",
"category": "POLITICAL_EXPOSURE",
"severity": "MEDIUM",
"confidence": 1.0,
"source_finding_ids": [
"72135cf6-f06c-453d-b433-542046e13ae1"
],
"source_urls": [
"https://www.cfr.org/backgrounders/what-hezbollah"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0034015,
"created_at": "2026-03-24T14:05:09.706263"
},
{
"fact_id": "0d373e10-6626-49ea-b432-f8a69162c61e",
"statement": "Hezbollah maintains a global financial network that includes front companies in sub‑Saharan Africa. The network utilizes sectors such as diamonds, art galleries, and real‑estate to launder and raise funds. The U.S. Treasury has designated individuals linked to these activities, highlighting the ongoing nature of the threat to financial institutions.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"082d66e5-13b6-403d-a7f6-9ac3c250627b"
],
"source_urls": [
"https://fintech.global/2023/10/16/global-finance-under-threat-tracing-hezbollah-related-sanctions-and-illicit-transactions/",
"https://www.ajc.org/news/hezbollahs-international-presence-and-operations"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361540"
},
{
"fact_id": "71db0616-c613-4c80-8042-63f58db3c8ab",
"statement": "The United States imposed sanctions on individuals and entities tied to Hezbollah’s worldwide financial network. The measures aim to disrupt fundraising and money‑laundering activities carried out through companies and projects across the Middle East, Europe, and North America. This action cuts off revenue streams for the group.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"b76d0735-3dca-4330-b80b-4c8b0b369276"
],
"source_urls": [
"https://www.jpost.com/international/article-890693"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361565"
},
{
"fact_id": "686f7911-ea83-4849-ba6c-b6ccb9d5a78c",
"statement": "Investigations reveal that Hezbollah operatives have established financial networks in several U.S. states, including Michigan, California, New York, and North Carolina. These networks are involved in money‑laundering and other illicit financial activities that support the organization’s operations. This poses a significant risk to the financial systems in these regions.",
"category": "TRANSACTIONAL",
"severity": "HIGH",
"confidence": 1.0,
"source_finding_ids": [
"986e8938-b748-490a-86a4-5d3591ac0f3b"
],
"source_urls": [
"https://extremism.gwu.edu/sites/g/files/zaxdzs5746/files/Hezbollah's_Operations_and_Networks_in_the_United_States_June30_2022.pdf"
],
"subject_node_id": "4eed4c59-64ac-4558-8526-0c4a98dc6c44",
"cost_attribution": 0.0018713,
"created_at": "2026-03-24T14:05:26.361580"
}
],
"cumulative_cost": 0.0206364,
"information_gain_history": [
1.0,
0.0,
0.75,
0.3333333333333333,
0.3333333333333333,
0.25
],
"stop_reason": "Max iterations reached: 6 >= 6",
"stopped_at": "2026-03-24T14:05:26.363006",
"failed_iterations": 0,
"errors": []
}
}
],
"total_facts": 12,
"total_findings": 12,
"structure_summary": "Hezbollah, zarejestrowany w Polsce, jest organizacją o charakterze polityczno‑militarnym, której struktura podmiotowa przypomina bardziej hierarchiczny aparat partyjny niż tradycyjną spółkę. Na szczycie tej struktury znajduje się Rada Szura (Shura Council), będąca organem decyzyjnym i strategicznym; jej przewodniczącym jest sekretarz generalny Hassan Nasrallah, a drugim najważniejszym urzędnikiem – wiceprzewodniczącym – Naim Qassem, który pełni funkcję dyrektora wykonawczego. Rada Szura deleguje kompetencje do pięciu stałych rad: Wykonawczej, Politycznej, Parlamentarnej, Sądowej oraz Dżihadowej, z których każda nadzoruje odrębne obszary działalności – od spraw społecznych i edukacyjnych po operacje militarne i działalność legislacyjną.\n\nWłaścicielami podmiotu w sensie formalnym nie są osoby fizyczne, lecz sieć beneficjentów i sponsorów, wśród których najważniejszymi są państwo Islamska Republika Iranu oraz, w mniejszym stopniu, Syria. Finansowanie przepływa przez liczne fundacje i spółki zależne, takie jak Mu’assassat al‑Shahid (Fundacja Męczenników), Mu’assasat al‑Jarha (Fundacja Rannych), Jihad al‑Binaa (Budownictwo Dżihadu) oraz jednostki handlowe typu Baytul Mal Lil Muslimeen i Yusur Financing and Investment Company. Te podmioty prowadzą działalność gospodarczą, charytatywną i edukacyjną, co pozwala na rozproszenie środków i utrzymanie szerokiego wachlarza usług społecznych, jednocześnie maskując przepływy finansowe przeznaczone na cele militarne.\n\nZ perspektywy AML struktura Hezbollah wymaga szczególnej uwagi ze względu na kilka istotnych czynników. Po pierwsze, powiązania z państwem irańskim oraz anonimowość beneficjentów utrudniają identyfikację rzeczywistych źródeł finansowania. Po drugie, skomplikowana sieć podmiotów zależnych i powiązanych, w tym liczne fundacje i spółki handlowe, zwiększa ryzyko prania pieniędzy i finansowania terroryzmu, zwłaszcza w kontekście międzynarodowych sankcji. Po trzecie, obecność w rejestrze polskim może sugerować próbę legalizacji działalności w Unii Europejskiej, co wymaga monitorowania transakcji, weryfikacji beneficjentów rzeczywistych oraz ścisłej współpracy z organami nadzoru finansowego. Wszystkie te elementy czynią Hezbollah podmiotem wysokiego ryzyka pod kątem zgodności AML/KYC."
}