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Битрикс24 бенчмарк для оценки LLM

В преддверии выхода GPT-5 хотелось сделать бенчмарк который по-настоящему проверит её способности. Не прекращаются споры – если LLM просто стохастические попугаи, то как решают олимпиадные задачи по математике? Если Chatgpt способен написать полезное приложение по одному запросу, то почему не может посчитать число r в слове Strawberry или описать как фермеру перевезти себя и две курицы через реку? Пора положить обсуждениям конец с помощью 150 задач по Битрикс24 разработке!

Кто просил об этом?

Легко было оценивать LLM когда они писали статьи про единорогов и сочиняли плохие стихи. Теперь, когда модельки решают задачи на переднем крае математики, неспециалистам трудно разобраться прогрессируют ли LLM с каждым новым релизом.

Известные исследователи в области машинного обучения много говорят о важности создания новых методов тестирования и оценки языковых моделей – Бенчмарков. Некоторые даже заявляют, что составление бенчмарков это ключевая работа, а дальнейшее улучшение модели это лишь оптимизация функции на успешное прохождение всё большего числа из них. Чем выше оценки моделей на тестах в различных областях, тем более общим становится интеллект LLM. Актуальный на сегодня список бенчмарков можно глянуть здесь.

Обычно задачи в новых бенчмарках скрыты чтобы не допустить обучения новых версий. Это не тот случай. Пусть новые версии обучатся.

Это точно нужно?

С популярными бенчмарками много проблем:

· В некоторых вроде MMLU на часть вопросов невозможно ответить, а остальные так просты что все модели набирают больше 90%

· Другие, скажем SWE-Verified и Frontier math, составляли сами вендоры LLM и переобучили на них, а когда метрика, используемая для оценки, становится целью она перестаёт быть хорошей метрикой

· Третьи вместе с ответами утекли в интернет и модели на них обучались

Бенчмарк из 150 задач по Битрикс24 не страдает от этих проблем, никому в ведущих AI-лабораториях не придет в голову отдельно оптимизировать ИИ для решения задач доработки CMS, CRM, Task-tracker системы из России. А сами задания собраны впервые и состоят на 80% из практических задач Битрикс24 разработчика, и на 20% из заданий в обучающих материалах и курсах.

В массиве собранных заданий есть очень простые – «написать вебхук для уведомления». И есть сложные – «написать код для отображения грида с фильтром из кастомной таблицы». Они представлены примерно в равном объёме: 55 простых задач, 55 средних, 40 сложных.

Близкими по назначению к этой оценке можно считать статьи и блогпосты узкоспециализированных специалистов, устраивающих LLM экзамены по квантовым вычислениям, экономике и софтверной разработке.

На Хабре также много статей с проверками способности моделей выполнять различные интеллектуальные задания. Но самих заданий в статьях мало. То ли дело 150 заданий, почти как в одном из первых кодинговых бенчмарков – HumanEval, составленном несколько лет назад золотым составом OpenAI

Устройство проверки

Вопросы к модели Gemini 2.5 pro задавались через Google AI Studio c Thinking budget в 32 тысячи токенов. Предложенные моделью ответы и код проверялся на корпоративном портале (коробочной версии) Битрикс24 с обновлениями на начало июля 2025 года.

Все GPTподобные модели склонны писать код для Битрикс24 с использованием вебхуков вместо внутренних методов и функций. Вероятно, потому что это более универсально и позволяет работать и с облачным Битрикс24. Для коробочных версий это неэффективно и нежелательно. Чтобы этого избежать в значительном числе вопросов прямо указано использовать Bitrix framework или внутренний api.

Кроме этого, если первое предложенное Gemini решение отдает конкретную ошибку, ошибка копируется в чат и даётся одна вторая попытка.

Вступление окончено, время промптов

Не будем терять время и оценим лидирующую на LMArena и в большинстве других бенчмарков модель Gemini 2.5 pro. В первой версии статьи также предполагалась оценить модель o3, но оказалась она уступает уже в простых задачах и было решено её оценку исключить. Дадим прогноз о результатах на основе вайбов и недавней истории. Стандартная динамика для новых бенчмарков — очень низкий изначальный результат (10%), потом достижение 60% правильных решений через год и 90% через два года. Так как сложность заданий кажется сопоставимой с SWE-Verified, а ведущие модели на сегодня набирают на нём 65% ожидается результат в примерно 90 верно решенных задач из 150 (60%).

Чтобы не тестировать лимит Хабра на количество символов ответы модели в статью включены не будут. Для верификации можете скопировать вопрос в окно чата с Gemini. В статье только оценка правильных/неправильных решений и комментарии.

Для удобства вопросы были сгруппированы по 25 отдельным темам, основным областям Битрикс24 разработки. Темы представлены в таблице ниже. По одним темам задач больше, чем по другим, если на практике в их доработке чаще возникает необходимость.

Администрирование и теория	Таблицы базы данных	Вебхуки и rest-запросы	D7	Получение данных CRM
Обновление данных CRM	Виртуальная машина	Уведомления, чаты и чат-боты	Агенты и Cron	Инфоблоки, Хайлоадблоки ORM
Бизнес-процессы	Смарт-процессы	Обработчики событий	Задачи	JS доработки
Пользовательские поля	Свои шаблоны и компоненты	Свои активити	Свои модули	Свои приложения и встройки
Диск и обработка файлов	Структура и Рабочее время	Календарь и онлайн-запись	Лента и благодарность	Грид и фильтр

Результаты и выводы

А теперь сами задания и результаты. В качестве разминки первые 14 простых вопросов даже не по разработке, а по администрированию Битрикс24.

Результаты по простым задачам

1) Как попасть в список шаблонов бизнес-процессов для сделок CRM в Битрикс24?	Верный ответ
2) Как установить обновления в Битрикс24?	Верный ответ
3) Как сделать резервную копию в Битрикс24?	Верный ответ
4) Как сделать сотрудника администратором в Битрикс24?	Верный ответ
5) Как администратору Битрикс24 авторизоваться за другого пользователя Битрикс24?	Верный ответ
6) Как узнать ID сотрудника в Битрикс24?	Верный ответ
7) Как администратору Битрикс24 включить отображение для себя панели инструментов публичного раздела Битрикс24?	Верный ответ
8) Как сделать поле в лиде обязательным для заполнения на стадии "Успешно" в воронке лидов Битрикс24?	Неверный ответ
9) Как заблокировать доступ к Битрикс24 по IP-адресу?	Верный ответ
10) Для какого пользователя и какой части сайта кнопка "сбросить кэш" в панели инструментов публичного раздела в Битрикс24 сбросит кэш?	Верный ответ
11) Как создать робота в Битрикс24 который присылает руководителю сотрудника уведомление с текстом “крупная сделка слишком долго в одной стадии” если с момента перехода сделки в стадию прошло больше 10 часов, но только если сумма сделки больше 1000 рублей	Верный ответ
12) Как сделать чтобы пользовательское поле в сделке в CRM в Битрикс24 было видимым и доступным для редактирования только для трёх выбранных сотрудников?	Неверный ответ
13) Что нужно написать шаблоне документа в генераторе документов в Битрикс24 чтобы в документе для конкретного получателя это выглядело как г-ну Антонову Г.Н. (текущая дата в виде число.месяц.год)	Неверный ответ
14) Как "закрыть сайт" в Битрикс24? Чтобы всем пользователям показывалась заглушка с надписью “Сайт закрыт на обновление”	Верный ответ
15) Какие таблицы в базе данных изменяются при удалении поля типа "строка" в сделке в CRM в Битрикс24?	Верный ответ
16) В какой таблице в базе данных содержатся записи об изменения стадии Лидов в CRM в Битрикс24?	Верный ответ
17) В какой таблице в базе данных содержатся данные о продолжительности разговоров сотрудников по телефонии в Битрикс24?	Верный ответ
18) В каком файле нужно задать описание параметров компонента в Битрикс24 чтобы была возможность управлять ими через визуальный интерфейс?	Верный ответ
19) Код ниже обрабатывает данные, отправленные с помощью POST запроса из 1С в Битрикс24. Дополни код чтобы обеспечить безопасность получаемых данных методами Битрикс24 https://gist.github.com/Alian3785/12d8fa78927ae82693bb091465b6a4bf	Верный ответ
20) Для чего предназначен файл result_modifier в компоненте в Битрикс24 и когда он выполняется?	Верный ответ
21) Где в кодовой базе Битрикс24 хранится код, записанный в активити типа “PHP код” в шаблонах Бизнес-процессов сделок CRM?	Верный ответ
22) Что делает функция TruncateText в Битрикс24?	Верный ответ
23) Перепиши этот код на Bitrix framework: https://gist.github.com/Alian3785/da549329ced1fc99ce7c486cbcf633fd	Верный ответ
24) Перепиши этот код на PHP с помощью вебхука и rest api Битрикс24: https://gist.github.com/Alian3785/8ed3c6ad0811bbe2356ef655d25d5aaa	Верный ответ
25) Перепиши этот код на Bitrix framework: https://gist.github.com/Alian3785/8cd54fbf86d28de231711faab508d6b8	Верный ответ
26) Перепиши этот код для удаления дубликатов телефонных номеров в компании на Bitrix framework чтобы вместо rest api запросов использовались собственные функции Битрикс24 https://gist.github.com/Alian3785/7f3554da781d28a609ed412d7e99540f	Верный ответ
27) Перепиши этот код с использованием rest api и вебхуков вместо собственных функций Битрикс24: https://gist.github.com/Alian3785/25301242af15c029eaead1b044e5d27f	Верный ответ
28) Перепиши этот код с помощью методов ядра D7 Битрикс24: https://gist.github.com/Alian3785/18de54b505c042a7e98c55a04dea494b	Неверный ответ
29) Перепиши этот код с помощью методов ядра D7 Битрикс24: https://gist.github.com/Alian3785/0d8f9afda10957fa8fe718c375db4f18	Верный ответ
30) Перепиши этот код с помощью методов ядра D7 Битрикс24: https://gist.github.com/Alian3785/6993dea1d1c732c34c9bb81343d04983	Верный ответ
31) Напиши запрос на получение всех элементов всех полей типа список в сделках CRM в Битрикс24 c помощью bitrix framework	Верный ответ
32) Напиши код для создания Лида на PHP с помощью вебхука и rest api в Битрикс24	Верный ответ
33) Напиши запрос на создание Лида с помощью вебхука с названием "наш Лид" и суммой 400 рублей в Битрикс24 в виде URL строки для копирования в браузер	Верный ответ
34) Напиши, как установить библиотеку fast_bitrix24 для Битрикс24 в Colab. Далее напиши запрос на создания Лида в Битрикс24 с названием "йуху лид" с помощью библиотеки fast_bitrix24 Напиши как установить PHP библиотеку Gizzle для Битрикс24. Далее напиши запрос на создания Лида в Битрикс24 с названием "йуху лид" с помощью этой библиотеки	Неверный ответ
35) Напиши запрос на создание Лида в Битрикс24 под названием "наш слон Лид" и суммой 300 рублей двумя способами с помощью BX24.callMethod и с помощью CRest SDK	Верный ответ
36) Напиши код для создания сделки в Битрикс24 с помощью bitrix framework. А потом напиши код для создания сделки в Битрикс24 с помощью нового factory метода	Неверный ответ
37) Напиши код для обновления поля TITLE Лида в Битрикс24 в CRM без запуска обработчиков событий, бизнес-процессов, роботов и изменения даты изменения или последнего изменившего, записи в историю CRM и проверки обязательных полей	Неверный ответ
38) Напиши на PHP запрос на создание компании в Битрикс24 с названием "нов компания" телефоном +79531761850, имейлами [email protected] и [email protected], пользовательским полем дата жизни "24.04.2022" (код поля дата жизни UF_CRM_1751803284), ответственным с ID=3, привязанным контактом с ID= 4, типом компании - Клиент и комментарием "вот эта компания!" с помощью bitrix framework	Неверный ответ
39) Напиши запрос в Битрикс24 на добавление реквизитов организации к компании с ID=6, а именно: Полное наименование организации, Сокращенное наименование организации, ИНН, КПП, ОГРН c помощью bitrix framework	Неверный ответ
40) Перепиши код, написанный на трех примерах выше на B24PhpSDK	Неверный ответ
41) Напиши код чтобы сконвертировать лид с Id = 7 в сделку в воронке 1 в CRM в Битрикс24 с помощью bitrix framework	Неверный ответ
42) Напиши на PHP запрос на получения значений всех полей Лида с ID= 57 в Битрикс24 с помощью bitrix framework	Верный ответ
43) Напиши на PHP запрос для получения всех сделок из направлений с номером ID 0 и 2 в Битрикс24 с помощью bitrix framework	Верный ответ
44) Напиши запрос на получение всех сделок, в названии которых есть слово “тест” в Битрикс24 с помощью bitrix framework	Верный ответ
45) Найди все сделки с датой создания с 1 января 2025 года по 15 января 2025 года с помощью методов bitrix framework в Битрикс24	Верный ответ
46) Напиши код для получения всех контактов в Битрикс24 с номером телефона +79531768906 с помощью методов bitrix framework	Неверный ответ
47) Напиши CRest::callBatch запрос на получение 3000 сделок с наименьшем ID в Битрикс24, выведи их названия списком на экран и замерь время выполнения запроса	Верный ответ
48) Напиши запрос для получения названия и суммы в сделках в Битрикс24 созданных за последние 3 дня, в которых пользовательское поле UF_CRM_1751846851 не заполнено, результат отсортируй по убыванию и сделай постраничную навигацию по 30 элементов на страницу, используй bitrix framework	Неверный ответ
49) Напиши код для создания запроса в CRM Битрикс24 для получения сделок, находящихся в работе в направлении c ID=0 и потом обнови в них поле ответственный ID на 1 и поле UF_CRM_1736253583 на строку “Тойота” с помощью методов bitrix framework	Верный ответ
50) Напиши код для отправки в Битрикс24 уведомления в колокольчик с текстом "нов уведомление" сотруднику с ID=1	Верный ответ
51) Напиши код на PHP для добавления нового бронирования в онлайн-запись в Битрикс24 для ресурса с id=1 с 24 июня 2025 16:00 по 24 июня 2025 18:00	Неверный ответ
52) Как обновить версию PHP c помощью виртуальной машины VMBitrix?	Верный ответ
53) Как обновить Let's Encrypt сертификат на виртуальной машине VMBitrix?	Неверный ответ
54) Напиши rest запрос на PHP для получения имя, фамилии, отчества и должности контактов в CRM в Битрикс24 и выведи на экран в виде таблицы, но не только 50 значений, а все контакты, которые есть в системе	Верный ответ
55) Напиши функцию для получения названия отдела в структуре, в которой работает сотрудник в Битрикс24 по ID сотрудника с помощью методов bitrix framework	Верный ответ

Выводы по простым задачам

40 правильных ответов из 55. Ответы на большинство вопросов по администрированию верны. Видна способность использовать простые rest api запросы и популярные методы фреймворка, а также писать обработчики событий и простых агентов.

Не удивляет что модель не умеет работать с модулем онлайн записи и с библиотекой B24PhpSDK. Они появились после того, как LLM была обучена. Но Gemini так же ошибается при создании сделок методом фабрики, при попытке скрыть поля и сделать поля обязательными с конкретной стадии. То есть в функционале, представленном 3, 4 или 5 лет назад. В одном из заданий модель придумывает несуществующий метод работы с реквизитами компании, а в другом ошибается в том, где искать нужный класс. В вопросе 34 Gemini демонстрирует способность подключить внешнюю библиотеку (Guzzle) и использовать её методы для работы с Битрикс, но не может повторить то же самое уже с другой библиотекой fast_bitrix24. В вопросе 38 модель подтверждает опасения о ненадежности верно сформировав значения для обновления 6 полей сделки из 7 и ошибаясь в седьмом (Client вместо существующего Customer). Не знает Gemini и специфического языка генератора документов. Что будет если усложнить задачи?

Пример правильно решенной задачи

Результаты по задачам средней сложности

56) Напиши код для создания задачи на сотрудника в Битрикс24 если он не в отпуске и у него включен рабочий день, в противном случае запиши в журнал событий сообщение "сотрудник недоступен". Используй bitrix framework	Неверный ответ
57) Напиши запрос в Битрикс24 на преобразование всех элементов инфоблока 23 в элементы хайлоадблока 3 с помощью методов bitrix framework. В инфоблоке есть только поле название, а в хайлоадблоке только строковое свойство UF_NNAME	Верный ответ
58) Напиши код в Битрикс24 чтобы, если задача входит в группу №1 и ID ответственного равен 1, к задаче добавлялся тег "ключевая задача" c помощью bitrix framework	Верный ответ
59) Напиши код для получения данных о том какой источник и сколько раз выбран в сделках в CRM в Битрикс24 с помощью методов bitrix framework	Верный ответ
60) Напиши код, который запрещает добавление к сделке в CRM нового товара, который не присутствует в каталоге товаров в Битрикс24	Неправильный ответ
61) Напиши обработчик события в Битрикс24 который при каждом обновлении пользователя добавляет в поле PERSONAL_FAX ФИО других сотрудников подразделения пользователя через запятую	Верный ответ
62) Напиши код для валидации строкового поля “Поле валидации числа символов вопрос 24” (UF_CRM_1752092131936) в сделке в Битрикс24. Если в поле больше или меньше 8 символов, значение не должно сохраняться и должно выводиться сообщение об ошибке	Верный ответ
63) Добавь обработчик события при добавлении элемента в Хайлоадблок № 2 (Метро), обработчик должен присылать всем администраторам Битрикс24 уведомление с текстом “новая станция метро добавлена”	Неверный ответ
64) Напиши в Битрикс24 код для создания агента, который запускается каждые 30 минут и удаляет в CRM 10 Лидов с наименьшим ID с помощью методов bitrix framework	Верный ответ
65) Напиши в Сron в Битрикс24 код, который запускается каждый час и удаляет в CRM 10 Лидов с наименьшим ID с помощью методов bitrix framework	Неверный ответ
66) Напиши в Битрикс24 код для создания агента, который запускается каждые 30 минут и в сделках, созданных за последние сутки, проверяет наличие активных дел, и если активных дел нет, то в таймлайн сделки записывает комментарий "В сделке не поставлено дело!" с помощью методов bitrix framework	Верный ответ
67) Напиши код для создания агента в Битрикс24 для удаления 10 значений из таблицы b_crm_event c наименьшим ID с периодичностью раз в час. агент должен выполниться всего 10 раз	Верный ответ
68) Напиши запрос для получения контактов в Битрикс24, где ID ответственного равен 3 и в которых либо поставлена галочка "доступно для всех" либо идентификатор источника равен TRADE_SHOW с помощью методов bitrix framework	Верный ответ
69) В Битрикс24 при обмене данными сбилась кодировка и часть имен контактов превратилась в кракозябру вроде Р вЂњРЎС“РЎРѓР ВµР Р†Р В° Р вЂўР В»Р ВµР Р…Р В° или Р вЂ™Р ВµРЎвЂљРЎвЂЎР С‘Р Р…Р С‘Р Р…Р В° Р вЂўР В»Р. Напиши код для получения списка контактов с такой сбитой кодировкой в поле имя. После этого обнови эти контакты и верни их поле имя к нормальному виду, а также выдай списком гиперссылки на все контакты, которые были обновлены	Неверный ответ
70) Напиши код в Битрикс24 для удаления 300 последних задач из корзины, а также код для удаления 300 последних CRM сущностей из корзины	Неверный ответ
71) Напиши код для отправки сообщения с текстом "чат сообщение да" в чат от одного сотрудника Битрикс24 к другому	Верный ответ
72) Напиши код для создания агента, который делает пользователя с ID=5 администратором в Битрикс24 на 24 часа	Неверный ответ
73) Напиши код для создания в Битрикс24 в Лиде, сделке и контакте поля “дата события” типа “дата” с помощью методов bitrix framework. У полей должен быть одинаковый ID	Верный ответ
74) Напиши код для создания нового пользовательского поля или модификации существующего пользовательского поля в сделках в Битрикс24 так чтобы оно было доступно только для просмотра и недоступно для редактирования сотрудниками портала	Верный ответ
75) Напиши код для получения имени и фамилии руководителя каждого сотрудника в Битрикс24 и проставления их в поле UF_LINKEDIN профиля каждого сотрудника с помощью методов bitrix framework	Неверный ответ
76) Напиши код для получения списка всех событий истории сделки в Битрикс24 с ID равным 63. Логируй результат в файл и туда же запиши время выполнения кода используя методы ядра D7	Неверный ответ
77) Напиши код для получения в Битрикс24 сделок, измененных вчера пользователем с ID=1 и потом замени текущего ответственного в этих сделках на предыдущего ответственного, с помощью методов bitrix framework	Неверный ответ
78) Напиши код для получения для получения из инфоблока с ID = 1 в Битрикс24 названий элементов и свойства AYDI_SDELKI. Затем помести в сделках в CRM, ID которых равен названию элементов инфоблока, в поле UF_CRM_1736256575 данные из свойства инфоблока AYDI_SDELKI	Верный ответ
79) Сделай ORM запрос на получение значений полей и свойств элементов инфоблока №19 в Битрикс24	Неверный ответ
80) Сделай запрос на получение элементов инфоблока №19 в Битрикс24, сгруппируй элементы по названию и посчитай их количество по каждому названию. Используй bitrix framework	Верный ответ
81) Напиши запрос в Битрикс24 на обновление строкового свойства PROPERTY_68 в элементе №64 в универсальном списке №21 значением “данные тут”. Изменить нужно только его и больше никаких полей и свойств элемента не менять	Верный ответ
82) У универсального списка c ID=5 в Битрикс24 есть 4 свойства типа: строка, число, привязка к сотруднику и привязка к инфоблоку. Сделай запрос на получение значений свойств универсального списка включая имя и фамилию сотрудника и название элемента из связанного инфоблока c помощью bitrix framework	Неверный ответ
83) По 100 сделок с наибольшим ID в CRM в Битрикс24 получи ID ответственного, название подразделение в котором ответственный работает и ID руководителя ответственного и потом создай в Битрикс24 список с 4 колонками: "ID сделки", "ID ответственного", "ID руководителя" и "Название подразделения" и заполни его полученными данными. Используй внутренние функции Битрикс24	Верный ответ
84) Напиши обработчик события в Битрикс24 запрещающий пользователям закрывать в CRM сделку в направлении с ID=2 если к сделке привязана не завершенная задача и выводящий предупреждение "задача не закрыта"	Неверный ответ
85) Напиши код для получения в Битрикс24 затраченного времени в часах по каждой задаче, которая выполнялась в период последних 7 дней пользователем с ID=1. Используй bitrix framework	Верный ответ
86) Напиши запрос на создание в Битрикс24 X копий задачи с крайним сроком каждой на Y дней позже предыдущей. Получай X и Y из пользовательских полей задачи UF_AUTO_372353951619 и UF_AUTO_999252844577 соответственно после создания задачи заполненных пользователем и выполняй его только если оба поля заполнены цифрами. Используй bitrix framework	Неверный ответ
87) Напиши код для очистки поля телефон в контакте в Битрикс24 от дубликатов. Телефоны, которые отличаются только первыми символами, (+7 или 8 или 7) должны восприниматься как дубликаты	Неверный ответ
88) Напиши код в блоке PHP код в шаблоне бизнес-процесса в Битрикс24 для получения значения переменной "Variable2", значения поля "Opportunity " из сделки и ID созданной ранее задачи из дополнительных результатов и вывода их в трех уведомлениях для пользователя с ID равным 1	Неверный ответ
89) Напиши код для получения всех активных Бизнес-процессов, запущенных в сделке в Битрикс24 и остановки тех из них, где в название есть подстрока "проверка БП". Используй bitrix framework	Неверный ответ
90) Напиши код для изменения поля типа список в сделке в Битрикс24 при добавлении к сделке товара. Первое слово в названии товара при добавлении в сделку должно быть выбрано из значений в поле UF_CRM_1752407197 типа список и поле список должно быть обновлено. Если совпадения с первым словом в товаре нет, то значение поля должно поменяться на "не выбрано". Используй bitrix framework	Неверный ответ
91) Напиши код в Битрикс24 чтобы в CRM в сделках при первом заполнении поля "важное поле" (UF_CRM_1752407676588) типа дата/время ответственному за сделку назначалось дело типа "звонок". Дата звонка - значение поле "важное поле". Заголовок - "важный звонок". Описание - "сделайте важный звонок". Телефон для звонка - первый телефон из первого привязанного к сделке контакта. Используй bitrix framework	Верный ответ
92) Напиши код для переноса значений поля телефон в Лиде в Битрикс24 во множественное поле (UF_CRM_3_1752408052484 тип строка) в элементе смарт процесса. Элемент смарт-процесса находи по id лида указанному в поле UF_CRM_3_1752408109291. ID самого смарт-процесса равен 3. Используй bitrix framework	Неверный ответ
93) Напиши код, который при делегировании задания бизнес-процесса в Битрикс24 от одного сотрудника к другому получает заголовок задания и отправляет его на почтовый адрес [email protected]	Неверный ответ
94) Напиши обработчики события в Битрикс24 которые, при создании события в календаре компании Битрикс24, создают сделку в CRM в воронке с id=1 c датой и временем завершения равной дате и времени завершения события календаря, а при удалении события календаря удаляют и сделку	Неверный ответ
95) Напиши код чтобы при добавлении или удалении файлов в поле UF_CRM_1752409457 в сделке в Битрикс24 (тип поля файл, множественное) эти файлы также обновлялись (добавлялись или удалялись) в разделе “Мой диск” у пользователя айди которого равно 1	Неверный ответ
96) Напиши код в Битрикс24 для создания хайлоадблока с названием "hitblock" и снабди его 3 строковоми свойствами и одним числовым и помести туда соответственно фамилию имя отчество и ID всех сотрудников компании, зарегистрированных в Битрикс24	Верный ответ
97) Напиши код для страницы в Битрикс24 с заголовком “рандомная проверка” на которой будет три кнопки зеленого цвета, при нажатии на любую из кнопок в слайдере должна открываться страница с ФИО случайного сотрудника компании и ссылки на последние 10 сделок за которые он ответственен. Сделки тоже должны открываться в слайдере	Верный ответ
98) Напиши PHP код c помощью bitrix framework для выполнения следующих действий: Создай в Битрикс24 в сделках в CRM две воронки с названием “Саня” и Вася. В воронке Саня установи стадии “первый пошел”, “второй пошел”, “третий пошел”, “финал”, а в воронке Вася “разгрузка”, “переноска”, “утряска”, “помывка”, “финал”. Также создай в сделке поля: Начало (дата и время), Жизненные запросы (строка), Реальная сумма (деньги), Процент Иваныча (число), и Кто проставляется (привязка к сотруднику). Последнее поле сделай обязательным для заполнения. Пригласи на портал трех пользователей с имейлами [email protected] (Наталья), [email protected] (Вася) и [email protected] (Саня). Создай подразделение “Братишки”, подчиненное генеральному директору. Перенеси туда пользователей Саша и Вася. Добавь Сане право на просмотр, редактирование, добавление, удаление и импорт/экспорт сделок первой воронки. Добавь Васе такие же доступы, но ко второй колонке. Добавь Наталье права администратора CRM	Неверный ответ
99) Напиши запрос для получения кода всех пользовательских полей сделки в Битрикс24 и затем определи в каком количестве сделок каждое пользовательское поле не заполнено, в том числе в %. Используй Bitrix framework отдавая предпочтение функциям ядра D7	Верный ответ
100) Напиши код для определения количества сделок на каждой стадии воронки c ID=3 в Битрикс24 которые находятся на текущей стадии более 24 часов. Используй Bitrix framework отдавая предпочтение функциям ядра D7. Выведи результат в формате таблицы	Неверный ответ
101) Сформируй JSON из значений полей сделки в Битрикс24 для отправки на адрес https://cctt8345734405.tw1.ru/local/somepost.php с помощью cURL запроса. Поля сделки для формирования JSON включают в себя по одному поля типа “Деньги”, “Список”, “Целое число”, “Привязка к элементам информационных блоков”, “Файл” и “Строка”. Поле типа строка является множественным	Неверный ответ
102) Напиши код для создания Грида и фильтра в Битрикс24. Данные для грида должны быть взяты из сделок в CRM. Грид должен содержать 4 поля - ID, Дата создания сделки, Ответственный и Название. Должна быть возможность сортировки и фильтрации всем полям, а также опция вывода по 10, 20 или 30 элементов на одной странице	Неверный ответ
103) Напиши код для создания в Битрикс24 агента, который каждый день получает длительность разговоров сотрудников подразделения “Продажники” (с id =15) по IP-телефонии за сегодняшний день, составляет из них таблицу вида Фамилия, Имя, Количество минут разговора, и потом отправляет эту таблицу всем сотрудникам этого подразделения в личном чате	Верный ответ
104) Напиши с помощью запрос в Битрикс24 на получение активных элементов инфоблока с ID=22 и свойством "Цена" (код поля TSENA) больше 50. Закэшируй результат запроса на 10 минут. Замерь время выполнения кода	Верный ответ
105) Как за один раз обновить огромный массив данных (например поле “день рождения” в 300000 контактов) в коробочном Битрикс24? При написании запроса на обновление в цикле из командной строки PHP в админке обновление прерывается из-за разрыва сессии	Верный ответ
106) Напиши статичное локальное приложение “Список бездельников” для коробочного Битрикс24. Приложение должно получать список сотрудников портала и выводить на страницу ФИО тех сотрудников, которые не заходили на портал последние 30 дней	Верный ответ
107) Отредактируй приложенные файлы серверного приложения для Битрикс24 чтобы вместо получения текущего пользователя приложение при запуске отдавало список ФИО активных сотрудников, которые не заходили на портал последние 30 дней. Также добавь в приложение кнопку “Уволить” клик на которую увольняет отображенных в списке сотрудников Приложеные файлы в архиве по ссылке: https://apidocs.bitrix24.ru/local-integrations/serverside-local-app-with-ui.html	Неверный ответ
108) Натяни эту верстку на дефолтный шаблон компонента news.list в Битрикс Код верстки: https://gist.github.com/Alian3785/80cb60d505e808759b9579d13af451b4 Код шаблона компонента: https://gist.github.com/Alian3785/f9ab2622d713dd95dda9639f453e4f36	Неверный ответ
109) Напиши компонент в Битрикс24 который принимает в качестве параметра число прямоугольников. И далее получает элементы из инфоблока №25 об ID элемента, заголовке, дате создания, описании и кто создал элемент и последовательно выводит эти данные в прямоугольниках разного случайного цвета, сложенных друг на друга. Компонент выводит только то число прямоугольников, которое указано в параметре	Верный ответ
110) Добавь тулбар на новую страницу в Битрикс24 и в него добавь кнопку "экспорт заданий БП". При нажатии на нее должен отправляться запрос на получение всех заданий из бизнес-процессов сотрудника и на компьютер пользователя загружаться Excel файл с полями заголовок, описание, кто запустил и документ из заданий текущего сотрудника	Неверный ответ

Выводы по задачам средней сложности

26 правильных ответов из 55. Результаты этого раздела лучше всего иллюстрирует цитата известного анонимного блогера Gwern высказанная ещё о предыдущем поколении больших языковых моделей:

It is like coaching a superintelligent cat into learning a new trick: you can ask it, and it will do the trick perfectly sometimes, which makes it all the more frustrating when it rolls over to lick its butt instead—you know the problem is not that it can’t but that it won’t

_(перев) Это похоже на обучение суперразумного кота новому трюку: вы можете попросить его, и он иногда будет выполнять трюк идеально, что делает его еще более раздражающим, когда он вместо этого переворачивается, чтобы вылизать свою задницу, — вы знаете, проблема не в том, что он не может, а в том, что он не будет

Модель демонстрирует способность one-shot написать полноценный, рабочий компонент или модуль со сложной внутренней структурой из десятка файлов. Способна за минуту выдать решение задачи, (например, вопросы 91, 99) на который у специалиста уйдет более часа сосредоточенной работы.

Но в то же время если задание состоит из 3-4 простых запросов (вопросы 77, 90) или касается менее широко используемого функционала Битрикс24 (вопросы 56, 93) начинается непонимание, галлюцинации и ошибки. Простая организация обмена данными между базовыми модулями (вопрос 94) также не удается. Вопрос 98 специально включен как пример максимального разрыва сложности задачи для человека и ИИ. Для человека эта базовая интеграторская задача очень проста, а для LLM не решаема не только из-за невозможности пока работать в интерфейсе, но и из-за большого числа подзадач. Проверим что будет по сложным задачам.

Пример неправильно решенного задания

Вопрос: Напиши код для обновления значений переменной типа “список” в шаблоне бизнес-процесса в Битрикс24 с помощью внутренних функций Битрикс

Gemini:

Конечно! Обновить значения переменной типа "список" в шаблоне бизнес-процесса можно с помощью API Битрикса, в частности, используя класс CBPWorkflowTemplateLoader.

Это административная задача, и код для неё нужно выполнять либо в специальном PHP-файле в корне сайта, либо через инструмент "PHP-консоль" в административной панели.

Процесс состоит из следующих шагов:

Получить ID шаблона бизнес-процесса.
Получить ID (идентификатор) переменной, которую нужно обновить.
Сформировать новый массив значений для списка.
Загрузить данные шаблона с помощью CBPWorkflowTemplateLoader::LoadTemplate().
Найти нужную переменную в структуре шаблона и заменить её опции (значения списка).
Сохранить измененный шаблон с помощью CBPWorkflowTemplateLoader::Update().

Подготовка: Как найти ID шаблона и переменной

ID Шаблона (TEMPLATE_ID):
- Перейдите в CRM → Настройки → Роботы и бизнес-процессы → Бизнес-процессы.
- Выберите нужный тип сущности (Лид, Сделка и т.д.).
- В списке шаблонов наведите курсор на ссылку "Изменить" у нужного вам шаблона.
- В URL-адресе вы увидите параметр ID, например: .../company/personal/bizproc/0/element/0/bizproc_workflow_edit.php?ID=123&.... В этом случае ID шаблона равен 123.
ID Переменной (VARIABLE_NAME):
- Откройте шаблон на редактирование.
- Перейдите на вкладку "Переменные".
- Нажмите на нужную переменную списка.
- В открывшемся окне посмотрите поле "Идентификатор". Это и есть нужный вам ID. Не путайте с названием!

Код для обновления переменной

Создайте PHP-файл (например, update_bp_variable.php) в корне вашего сайта и поместите в него следующий код.

<?php
// Подключаем prolog Bitrix для доступа к API
$_SERVER["DOCUMENT_ROOT"] = "/home/bitrix/www"; // Укажите правильный путь к корню вашего сайта
require($_SERVER["DOCUMENT_ROOT"] . "/bitrix/modules/main/include/prolog_before.php");

// Проверяем, что модуль Бизнес-процессов подключен
if (!CModule::IncludeModule('bizproc')) {
    die('Ошибка: Модуль "bizproc" не подключен.');
}

// --- НАСТРОЙКИ ---

// 1. ID шаблона бизнес-процесса
$templateId = 123; // <-- УКАЖИТЕ ID ВАШЕГО ШАБЛОНА

// 2. Идентификатор (ID) переменной типа "список"
$variableName = 'MyCustomList'; // <-- УКАЖИТЕ ID ВАШЕЙ ПЕРЕМЕННОЙ

// 3. Новый набор значений для списка
// Формат: [ 'Ключ1' => 'Значение 1', 'Ключ2' => 'Значение 2', ... ]
$newOptions = [
    'option_a' => 'Новое значение Альфа',
    'option_b' => 'Новое значение Бета',
    'option_c' => 'Новое значение Гамма',
    'option_d' => 'Новое значение Дельта',
];

// --- КОНЕЦ НАСТРОЕК ---


echo "Запускаем обновление переменной '{$variableName}' в шаблоне #{$templateId}...<br>";

try {
    // Загружаем полную структуру шаблона
    $template = CBPWorkflowTemplateLoader::LoadTemplate($templateId);

    if (!$template) {
        throw new Exception("Не удалось загрузить шаблон с ID = {$templateId}. Проверьте ID.");
    }

    // Ищем нашу переменную в массиве переменных шаблона
    $variableFound = false;
    if (isset($template['VARIABLES']) && is_array($template['VARIABLES'])) {
        foreach ($template['VARIABLES'] as $key => &$variable) { // Важно использовать ссылку (&), чтобы изменять массив
            if ($key === $variableName) {
                echo "Переменная '{$variableName}' найдена. Старые значения: <pre>" . print_r($variable['Options'], true) . "</pre>";
                
                // Заменяем старые опции на новые
                $variable['Options'] = $newOptions;
                $variableFound = true;
                
                echo "Новые значения установлены: <pre>" . print_r($variable['Options'], true) . "</pre>";
                break; // Выходим из цикла, т.к. переменная найдена
            }
        }
    }

    if (!$variableFound) {
        throw new Exception("Переменная с идентификатором '{$variableName}' не найдена в шаблоне.");
    }

    // Формируем массив полей для обновления
    // Важно передать все основные поля, чтобы не затереть их
    $arUpdateFields = [
        "DOCUMENT_TYPE" => $template["DOCUMENT_TYPE"],
        "AUTO_EXECUTE" => $template["AUTO_EXECUTE"],
        "NAME" => $template["NAME"],
        "DESCRIPTION" => $template["DESCRIPTION"],
        "TEMPLATE" => $template["TEMPLATE"], // сама схема БП
        "PARAMETERS" => $template["PARAMETERS"], // параметры
        "VARIABLES" => $template["VARIABLES"], // измененные переменные
        "CONSTANTS" => $template["CONSTANTS"], // константы
        "ACTIVE" => $template["ACTIVE"]
    ];

    // Обновляем шаблон
    $updateResult = CBPWorkflowTemplateLoader::Update($templateId, $arUpdateFields);

    if ($updateResult) {
        echo "<h3 style='color: green;'>УСПЕХ! Шаблон #{$templateId} успешно обновлен.</h3>";
    } else {
        global $APPLICATION;
        if ($e = $APPLICATION->GetException()) {
            throw new Exception("Ошибка при сохранении шаблона: " . $e->GetString());
        } else {
            throw new Exception("Неизвестная ошибка при сохранении шаблона #{$templateId}.");
        }
    }

} catch (Exception $e) {
    echo "<h3 style='color: red;'>ОШИБКА: " . $e->getMessage() . "</h3>";
}

// Отключаем prolog
require($_SERVER['DOCUMENT_ROOT'] . '/bitrix/modules/main/include/epilog_after.php');

Как использовать код

Отредактируйте секцию // --- НАСТРОЙКИ --- в коде, указав ваши TEMPLATE_ID, VARIABLE_NAME и NEW_OPTIONS.
Загрузите файл update_bp_variable.php в корневую директорию вашего сайта.
Откройте этот файл в браузере: https://ваш_портал.ру/update_bp_variable.php.
Вы увидите сообщения о ходе выполнения и итоговый результат (успех или ошибка).
После успешного выполнения обязательно удалите этот файл с сервера, чтобы избежать случайного повторного запуска.

Важно: Перед выполнением подобных скриптов всегда делайте резервную копию сайта и базы данных. Некорректное изменение структуры шаблона может повредить его.

Результаты: Ошибка, метода CBPWorkflowTemplateLoader::LoadTemplate не существует

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143) Исправь список задач в Битрикс24 чтобы при клике на заголовок созданного администратором пользовательского поля задач происходила сортировка значений этого поля, точно так же как она происходит при клике на заголовок системных полей (ID, крайний срок и.т.п.). Доступ к коду основных файлов модуля задач предоставлен	Неверный ответ
144) Напиши код для встройки пункта в карточку сделки CRM в верхнее меню в Битрикс24 (там, где пункты: общие, товары, роботы и.т.д.). При выборе этого пункта во вкладке должна отображаться таблица из двух колонок и двух строк. Таблица должна отображать значения из строковых полей UF_CRM_1736193447, UF_CRM_1736280108, UF_CRM_1736276664, и списочного поля UF_CRM_1738751127405	Неверный ответ
145) Во вкладку товары в сделках в Битрикс24 добавь ещё одну колонку “Навар”, она должна быть строкового типа, заполняться и сохраняться аналогично базовым колонкам	Неверный ответ
146) Напиши обработчик события в Битрикс24 чтобы при добавлении нового элемента в поле UF_CRM_1738751127405 типа "Список" в сделке в CRM администраторам в колокольчик приходило уведомление с текстом: "нов элемент добавлен". Если события нет, добавь своё событие	Неверный ответ
147) Сделай тиражное приложение для Битрикс24 маркет. Приложение при установке добавляет новое активити “Уведомление админов” в шаблон бизнес-процессов. Активити “Уведомление админов” имеет один параметр - строку текста, которая приходит всем администраторам портала Битрикс24 в уведомлении	Неверный ответ
148) Напиши приложение с использованием BitrixVue в котором есть одна кнопка и по клику она выдаёт ФИО случайного сотрудника в Битрикс24	Неверный ответ
149) Создай компонент «compi» в Битрикс24 с единственным методом socr(), который принимает строку и сокращает её до 3 первых символов. Далее на новой странице напиши код для формы с единственным полем типа строка и после внесения юзером данных в эту форму с помощью метода BX.ajax.runComponentAction должно пройти обращение к методу socr() в компоненте compi и ответ должен быть выведен в консоль	Неверный ответ
150) Напиши код для обновления значений переменной типа “список” в шаблоне бизнес-процесса в Битрикс24 с помощью внутренних функций Битрикс	Неверный ответ

Выводы по сложным задачам

10 правильных ответов из 40. Проще отметить, что из этого раздела ИИ смог сделать. Модель умеет использовать Javascript чтобы покрасить кнопку и даже скрыть пункт из меню. А в части бэкэнда может создать ORM класс для работы с новой таблицей и пользоваться им, а также выполнять лучшие практики подключения своих классов (что на самом деле не сложно, просто я сам поздно этому научился). Модифицировать чат-ботов и делать простые Vue js компоненты модель может через раз. Способна написать самый примитивный грид без фильтра, сортировки и действий.

С даже базовыми своими активити, своими типами полей, своими событиями, и встройками, экспортом и импортом в Excel, а также с редкими, нестандартными api запросами модель не справляется. Также она даже не приблизилась к выполнению потенциально монетизируемой задачи по написанию простого приложения для маркета (вопрос 147).

Большинство попыток выполнения заданий заканчивается галлюционированием несуществующих методов и событий (вроде onCrmCardViewBuild для встройки в карточку или правдоподобное, но несуществующее OnAfterUserFieldEnumAdd после добавления элемента списка). В некоторых задачах вроде 131 или 143 модель явно ограничена отсутствием контекста. Будь у нее документация, весь код конкретного модуля или все методы ядра в Context window результаты были бы лучше.

По итогам стоит оговориться что с помощью этих вопросов модель оценивается, а не используется для решения конкретных задач. Задавшись целью выполнить сложную задачу и изучив документацию, можно вместе с LLM в ходе длительного чата добиться выполнения большинства заданий из списка. Но бенчмарк проверяет самостоятельную работу модели, её способность полноценно заменять разработчика и работать как агент, а не как компаньон.

Ограничения и будущая работа

Какие недостатки можно отметить у этой специфичной оценки возможностей LLM? Вопросы сформулированы чётко и ясно и это не всегда хорошо. Сколько % ответа содержится в вопросе? Неспециалист может формулировать вопросы иначе. Это ограничение можно обойти, заставив LLM переформулировать вопросы от лица неспециалиста.

Другой очевидный недостаток это невозможность автоматически проверить ответы и оперативно прогонять новые модели на бенчмарке. Ручная проверка занимает много часов. Можно сократить время на тестирование исключив задачи, решенные всеми ведущими моделями. Для половины из остальных можно сгенерировать юнит-тесты.

Желающие могут дополнить работу новыми вопросами, версиями и автопроверками по ссылке на GitHub.

Заключение

Совершенно ненамеренно получено почти ровно 50% верных ответов. 76 правильных ответов из 150 (50,6%). В основном из категорий простых и средней сложности. Похоже ожидания в начале статьи оказались немного завышены. Однако ясно что даже в столь узкой, локальной и специфичной области знаний, о которой её создатели вероятно не подозревают, LLM способна помогать и иногда заменять разработчика.

Через год можно будет оценить динамику, может быть, будет выполнено две трети задач? Можно ли будет тогда заявить, что ИИ достиг PhD уровня в области Битрикса? Развитие агентов и Оператора вероятно изменят формат взаимодействия с чата, на какой-то иной, более эффективный интерфейс. Будем следить за обеими областями знаний и надеемся этот нестандартный набор заданий для оценивания немного поспособствует дальнейшему прогрессу в обучении больших языковых моделей.

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30 июл. 2025 г.

22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

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30.06.26 15:08 wendytaylor015

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02.07.26 01:22 Lieneke Bonnema

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02.07.26 01:26 Clara Morin

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02.07.26 01:31 Robin Hale

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04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

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05.07.26 14:44 lydiassmith567

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06.07.26 16:20 Olga Ognjanović

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06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
07.07.26 18:00 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
07.07.26 18:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
09.07.26 19:06 Toivo Walli

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09.07.26 19:10 Misty Alexander

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09.07.26 19:13 Clara Soto

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12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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13.07.26 23:49 [email protected]

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15.07.26 11:53 Sarah Green

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15.07.26 11:58 Lily Gagné

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16.07.26 21:38 patricialovick86

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16.07.26 21:38 patricialovick86

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17.07.26 19:24 laimqq90

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17.07.26 20:12 martinsjude080

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18.07.26 17:12 Malthe Larsen

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18.07.26 17:42 پریا رضایی

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18.07.26 17:46 Adem Akışık

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18.07.26 23:51 bernalzenaida

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19.07.26 04:10 Fraddy Pual

I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:53 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
19.07.26 19:54 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.07.26 17:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
31.07.26 16:21 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Doris Ashley, who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G.Ma IL ..c 0 m ) Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
01.08.26 15:05 keithwilson9899

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01.08.26 15:05 keithwilson9899

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03.08.26 20:05 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
03.08.26 20:06 Philip

I was a victim of a crypto theft involving a Pink Drainer, which resulted in the theft of my Wrapped Bitcoin (WBTC) from my Polygon network. The experience was incredibly frustrating and distressing, as I had no idea how to recover my funds. Unfortunately, by the time I noticed the theft, the funds had already been drained to an address that I had no control over, making it seem like an irreversible situation.The attack happened when I clicked on what appeared to be a legitimate link. I didn’t realize at the time that it was a phishing attempt designed to siphon off my private keys and access my wallet. The Pink Drainer, a type of malicious script used by attackers, is specifically designed to exploit such vulnerabilities in crypto wallets. The moment I realized that my WBTC had been drained from my Polygon network. I felt completely helpless, as I didn’t have direct access to the thief's address, and there was no way to reverse the transaction on my own at that point, I started searching for ways to recover my funds, but most resources only offered generic advice that wasn’t practical in this particular case. I quickly realized that if I wanted to have any hope of getting my assets back, I would need professional assistance. After some research, I came across a reliable and trusted recovery team called Aspen Recovery Experts. Their expertise in cryptocurrency recovery, especially in cases like mine, seemed promising.I decided to reach out to Aspen Recovery Experts, and I’m incredibly grateful that I did. Their team of crypto recovery experts was able to help me trace the stolen funds and identify the path the funds took after they left my wallet. Using advanced tools and techniques, they were able to track the transactions on the blockchain, helping me understand where my WBTC had been sent. More importantly, they worked tirelessly to assist me in contacting the necessary parties and even interfaced with blockchain analysts to help facilitate the recovery process.Thanks to their efforts, I was able to successfully recover my stolen funds. The entire process took some time, but the Aspen Recovery Experts dedicated team provided regular updates and kept me informed throughout the process, which gave me a sense of hope and relief during an otherwise stressful time. If you’re ever in a similar situation, I highly recommend reaching out to a trusted recovery team like Aspen Recovery Expertshhh . Their professionalism, knowledge, and expertise were critical in helping me recover my funds and regain control of my crypto assets. Whatsapp : +1 747 231 9036 Telegram : @ prohackerspy Email : [email protected]
04.08.26 11:05 Kisnoles

Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.
04.08.26 12:37 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
04.08.26 12:37 kimberlyhebertt6877

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06.08.26 08:11 ROMMYHENDERSON344

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06.08.26 13:56 lydiassmith567

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12.08.26 16:37 rssllhrnsb

I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
16.08.26 01:44 Matt Kegan

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18.08.26 04:59 marcushenderson624

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18.08.26 04:59 marcushenderson624

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19.08.26 14:50 BAYER7043

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20.08.26 11:32 michaeldavenport218

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20.08.26 11:32 michaeldavenport218

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
25.08.26 13:44 lydiassmith567

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25.08.26 13:44 lydiassmith567

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30.08.26 15:37 [email protected]

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30.08.26 15:37 [email protected]

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01.09.26 11:16 lisawerth897

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01.09.26 11:16 lisawerth897

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01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
01.09.26 17:34 Garry42

Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.
02.09.26 03:43 kimberlyhebertt6877

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02.09.26 03:43 kimberlyhebertt6877

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04.09.26 21:51 Kovengray

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05.09.26 21:38 [email protected]

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09.09.26 21:31 lisawerth897

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09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 23:22 Fraddy Pual

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11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
11.09.26 03:23 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
15.09.26 03:35 elioduncan

I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.09.26 15:45 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1