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Н Новости

ИИ в химии: история участия в хакатоне и рефлексия после

Всем привет! Меня зовут Константин Ушенин, я — ведущий научный сотрудник в AIRI, занимаюсь приложениями искусственного интеллекта в химии и фармакологии. В конце марта 2026 года мы с коллегами выиграли суточный хакатон от Сбера, ИТМО и СПБ ГБУ Молодёжного пространства «ПРОСТО» по созданию ИИ‑ассистента для планирования синтеза в лаборатории органической химии. Мероприятие прошло три месяца назад, однако мы завершили рефлексию результата только сейчас и решили сделать полный разбор.

В этом посте вы узнаете про этапы нашей подготовки, выработку победной стратегии, решение проблем, возникавших по ходу соревнований, и наш подход к подготовке финальной презентации. В конце проведен анализ наших правильных и неправильных решений, а также дана оценка того, как реальное продуктовое решение должно отличаться от созданного на хакатоне.

Но технологический ИИ‑стек на службе у химии — это не самое главное, о чём я хотел бы рассказать. Ключевую роль в нашей победе сыграла организация команды, распределение ролей и стрессоустойчивость всех её членов. Путь к первому месту оказался полным разных испытаний: начиная от неудобного стола и заканчивая хакерской атакой на наше решение за полчаса до защиты.

В общем, получилось довольно остросюжетно, приятного чтения!

Начало истории

То, что ИТМО проводит хакатоны по актуальным технологиям, я знал очень давно, но не участвовал ни в одном из них. В начале марта 2026 года друзья скинули мне в личные сообщения ссылку на сайт хакатона, и оказалось, что это один из немногих конкурсов, в котором можно участвовать без жестких требований по возрасту и обучению в вузе.

Хакатон разбит на кейсы и меня заинтересовал кейс № 4: мультиагентный ассистент химика‑органика для планирования синтеза в лаборатории. Далее цитирую сайт:

Описание: практическая работа химика-органика в лаборатории — это многошаговый процесс, включающий выбор перспективной молекулы, планирование пути синтеза, подготовку и проведение эксперимента, последующую характеризацию полученных соединений. В реальных условиях этот процесс осложняется фрагментарностью источников информации, необходимостью постоянных пересчётов и уточнений, а также итеративным характером принятия решений

Требования: разработать архитектуру МАС и реализовать набор инструментов, позволяющих автоматизировать и связать ключевые этапы лабораторного цикла

Стек: LLM, LangGraph, LangChain, RAG

Требования к участникам: Для лиц от 14-35 лет.

К началу 2026 года я уже два года занимался близкими темами на работе, у меня были статьи в хороших журналах по хемоинформатике, а также свои оригинальные лекции по «ИИ в Химии», которые я читал на интенсивах в Томском государственном университете. Решение участвовать и собирать команду стало очевидным.

Сбор команды

Я сразу же позвонил Артёму Голубеву — тимлиду компании BIOCAD, у которого был реальный опыт внедрения ИИ‑технологий в процесс поиска и разработки лекарственных препаратов. Он также имел образование химика‑органика и по уровню технических навыков был фулл‑стеком.

В ходе разговора нам стало очевидно, что у обоих есть опыт в теме, и при этом этот опыт вообще не пересекается. Но мы не могли просто пойти в бар и обменяться навыками в разговоре, очевидным решением стал обмен опытом в ходе совместного участия в хакатоне. Вместе мы решили, что главная цель — максимизация получаемого опыта, а для достижения этого эффекта нужно побеждать, потому что сильное решение даст больший вклад в персональные навыки. Кроме того, с победителями охотнее общаются организаторы.

Далее мы скинули информацию самым сильным в России специалистам по теме, которых знали. По разным причинам почти все отказались. Большинство не захотели ехать из Москвы или Казани в Санкт‑Петербург. На хакатоне отсутствовал денежный приз, по этой причине мероприятие не выглядело привлекательным для людей с уже реальным рабочим опытом. Тогда мы перешли на студентов и написали в чат студенческого семинара Михаила Медведева в Институт органической химии РАН (ИОХ РАН).

В итоге к нам присоединился Станислав Малашкеевич, который учится в МГУ, и сотрудник ИОХ РАН Степан Остарков. Последний позднее пригласил Всеволода Каримова из Сколтеха. Таким образом, к нам присоединились топовые студенты, у каждого из которых уже были научные статьи и какой‑то опыт создания ИИ-технологий.

Я думаю, мы собрали самую лучшую из возможных команд, которую можно собрать под тему кейса за одну неделю. У нас получилось два чистых айтишника и три химика с опытом проведения экспериментов. Три студента, аффилированных с тремя разными организациями, а также тимлид и кандидат физ.‑мат. наук. Все участники умели программировать, вайб‑кодить, а также имели опыт научной работы по теме кейса. При этом команда была разнообразной по опыту и видению проблемы.

Подготовка

За неделю до поездки мы провели анализ ситуации и выявили основные риски, которые можно было предусмотреть заранее:

  • Мы не сможем коммуницировать — состав команды видел друг друга не более одного‑двух раз в жизни, и никто не знает, как работать вместе.

  • У нас могут быть слишком разные подходы к вайб‑кодингу и созданию технологий.

  • Состав команды не доедет, доедет не вовремя или приедет не выспавшимися.

  • Члены команды не знают, как в целом как создавать AI‑first и AI‑native решения. Все видели за свою жизнь тысячи примеров сайтов, но единицы — мультиагентных систем.

В связи с этими пунктами было решено подготовиться к кейсу заранее и как можно лучше. Для этого мы провели две предварительные встречи. На первой встрече все познакомились друг с другом. Далее составили таблицу с ФИО, телефонами и параметрами поездки. Сразу же оказалось, что все пользуются разными системами. У нас оказалось две Windows, один Mac, одна Ubuntu и одна Manjaro. По вайб‑кодингу средства тоже не совпали, три участника пользовались чатом ChatGPT как есть, один Github Copilot и один Claude Code. В итоге мы приняли решение не переучиваться в последний момент и оставить наши инструменты на усмотрение членов команды.

Мы сразу же решили, что не пользуемся никакими ресурсами компаний, с которыми аффилированы, так как это может создать потенциальные проблемы с открытостью кода. Каждый участник команды оплатил что‑то небольшое из очень ограниченного личного бюджета: билеты до Санкт‑Петербурга, подписки, сервера или LLM‑токены. Также мы сразу сделали публичный репозиторий под лицензией MIT, чтобы всё решение было открытым и прозрачным для жюри.

Я выслал новым коллегам свои лекции про «ИИ агентов в Химии» и выдал подборку статей. Все вместе мы составили большой список научных статей и технологий для ИИ‑ассистентов. Так как все участники команды работали и учились, то из списка мы реально посмотрели меньше 10%, но этого было достаточно. Мы заранее подняли ChemCrow и CACTUS — ИИ‑агентов для химии. Почти все попробовали LangChain и LangGraph заранее.

Далее мы провели обсуждение и поняли, чем НЕ БУДЕМ заниматься. Задача MolelucalOCR (распознование молекулы по картинке) выглядела нереалистичной для реализации на хакатоне. Также все варианты мультимодальных агентов для распознавания спектров были отложены, потому что на бенчмарках у самых топовых LLM в этих задачах были ужасно низкие оценки. Среди нас не было ни одного специалиста по докингу, а на вычислительных ресурсах, которые принадлежат нам лично (а не нашим компаниям‑работодателям), невозможно сделать хорошее решение с квантово‑химическими расчетами. Оба направления потребовали бы хороших CPU‑серверов и реализации распределённой очереди задач на множестве серверов. К имплементации решения такой сложности мы были не готовы. Также мы запросили доступ к API у проекта OdanChem, который мог бы помочь с анализом спектров, но его авторы не успели принять решение об открытии API для нас до начала соревнований.

Очень быстро мы пришли к пониманию, что AI‑чат с инструментами — это самая простая и достижимая форма решения. Артём Голубев за несколько дней до хакатона сделал бойлерплейт, это не было запрещено правилами, и мы были уверены, что все остальные участники сделают тоже самое. Он взял популярный шаблон решения — Full Stack FastAPI Template. С помощью Claude Code в него был добавлен базовый чат. Однако, никакой дополнительной AI части до начала соревнований добавлено не было.

Так как были реальные риски задержек рейсов, я настоятельно рекомендовал каждому участнику доехать на хакатон на поезде. В дальнейшем эта стратегия себя оправдала, так как рейсы действительно задержали. Это также защитило членов команды от недосыпа, который мог возникнуть по причине поездки, и снизить общую продуктивность.

Мы подготовили общий чеклист поездки, которому все следовали:

Наш чеклист

Рекомендации от команды:

  • паспорт (без него не пустят)

  • ноутбук

  • зарядка для ноутбука

  • телефон

  • зарядка для телефона

  • наличные деньги

  • способ общения при введённых ограничениях

Рекомендации пространства:

  • паспорт (без него не пустят)

  • набор канцелярии

  • ноутбук и зарядка

  • сменная одежда и спальный мешок

Куда ехать:

  • набережная реки Карповки, 5АК, Санкт‑Петербург

  • регистрация с 09:00 до 10:00. В 10:00 начало

Контакты ответственного:

+79XXXXXXXXX
+79XXXXXXXXX

Дополнительно перед поездкой мы закупили маски для сна и беруши для всех участников, разные снеки и напитки для поддержания боевого духа ночью. Также были куплены два походных одеяла, для тех, у кого не было гостиницы или спальника.

Начало соревнования

Фото – Иван Ступа
Фото — Иван Ступа

Оказавшись на месте, мы осознали, что нам дали самый неудобный стол из возможных. Он находился на самом проходе, а не в закрытой комнате, и вокруг нас постоянно ходили толпы людей. Также стол был таким маленьким, что мы едва за него помещались и некоторые члены команды предпочли отсесть в отдельное место. Другая неприятность заключалась в том, что первоначальное расписание хакатона было сдвинуто. Фактически, вместо полутора суток на работу у нас осталось 24 часа до финальной оценки с момента окончания презентации организаторов.

В 10:00 мы получили финальное описание задачи и критерии оценивания:

Финальное описание задачи и критерии оценивания

Пайплайн — 20 баллов

Архитектура MAC и оркестрация — 20 баллов

Инструменты и интеграции — 20 баллов

Тестирование и сравнение — 15 баллов

Воспроизводимость и качество кода — 15 баллов

Презентация — 10 баллов

Обеспечение безопасности — 5 баллов

Тестирование системы — 5 баллов

Предлагаемые варианты решений от жюри:

  • Агент структур и свойств

  • Агент ретросинтеза

  • Агент поиска методов

  • Агент‑валидатор

  • RAG‑агент по литературе

  • Агент реагентов

Возможные функциональные блоки

  • Генерация и отбор молекул

  • Прогноз свойств

  • Ретросинтез

  • Поиск и сравнение методик

  • Подбор реагентов и проверка доступности

  • Прогнозы и анализ спектральных свойств

Итоговая ценность решения: система должна сократить ручную рутину, повысить прозрачность выбора синтетического маршрута и помочь химикам быстрее переходить от идеи молекулы к реальному лабораторному эксперименту.

Согласно правилам соревнования, у нас должно было быть три чекпоинта. Жюри проверяло решение два раза в первый день и один раз во второй день, далее проводилась защита с презентацией.

Выработка стратегии

Учитывая критерии оценки, у нас не было одной единственной важной метрики или параметра для оптимизации, а было много маленьких характеристик, многие из которых перекрывались на практике. В такой ситуации нет смысла бросать все силы на только один элемент решения, нужно распределить их по широкому спектру оценок, покрыв как можно большее количество пунктов, на которые указывало жюри.

Так как наш бойлерплейт работал с самого начала и был выложен в открытый доступ, то мы уже что‑то получали в оценках «Воспроизводимость и качество кода» и «Тестирование системы». Мы также были уверены, что справимся с презентацией, и я просто попросил всех в ходе работы делать красивые скрины работающих решений и присылать в общий чат. Очевидной стратегией для нас стало покрытие всех функциональных блоков, которые хочет жюри.

Жюри также явным образом хотело RAG. С самого начала нам было понятно, что с настоящим RAG для химии мы не справимся. RAG — это технология‑оборотень. В самом деле, для того чтобы сделать наивный RAG на 20–30 тестовых чанках текста, достаточно любого ИИ-помошника и 10 минут времени. Однако в ML считается, что что‑то реально работает только тогда, когда это бьёт метрики против базового решения. И тут начинаются проблемы…

В сети очень много информации о химии, и LLM уже из коробки отвечают на вопросы про простой синтез, но при этом безбожно галлюцинируют на чём‑то сложном. С оффлайн частью RAG для химии тоже есть проблемы — огромная часть информации по химии не в статьях и патентах, а в учебниках и справочниках 1980-х годов на 300–600 страниц. Часть этой информации ещё и в картинках! Сама по себе постановка настолько большая, что команда из пяти человек для достижения минимального работающего решения должна была бы работать 40 часов, а не 24.

В итоге мы решили, что сделаем Advanced RAG и покажем метрики хоть на чём‑нибудь. Если получится сделать реально хорошо — то хорошо, не получится — у нас будет решение близкое к SoTA и все необходимые тесты. Все члены команды с химическим образованием пообщались друг с другом и решили, что нужно сделать руками датасет по синтезу индолов. Для тестирования мы остановились на Ragas.

Основа решения, переделанная из стандартного бойлерплейта с GitHub
Основа решения, переделанная из стандартного бойлерплейта с GitHub

День первый. Бешеный темп

Этап обсуждения планов. Фото – Иван Ступа.
Этап обсуждения планов. Фото — Иван Ступа.

Как я уже отмечал ранее, с самого начала у нас был бойлерплейт, сделанный Артёмом на основе общедоступного шаблона. У прототипа было три функции: регистрация пользователя, форма чата и старт всех сервисов с Docker Compose. В качестве основного паттерна ИИ-технологии мы использовали одного агента с ReAct петлёй. Решением можно было пользоваться с самого начала, но оно не содержало в себе ничего химического. Примерно с такого же уровня можно было начать, используя ChainLit, Open WebUI или похожие простые решения для ИИ‑чатов.

Всеволод начал работать отдельно от группы над полным RAG‑решением. Он взял на себя всю часть связанную с RAG, включая оффлайн часть — связанную с обработкой данных, онлайн часть — связанную с поиском информации и инъекцией в контекст, а также бенчмарки и тестирование. В это же время остальная команда быстро‑быстро добавляла в решение новый функционал.

В качестве ИИ‑решения мы использовали систему с одним агентом на основе фреймворков LangChain/LangGraph и локальные тулы, встроенные в эту систему. Вызовы происходили в том же легковесном потоке, в котором готовился ответ пользователю. Однако для реализации работы тулов мы поднимали REST API сервера с внутренними независимыми базами, то есть архитектура с самого начала была почти микросервисной.

За первые два часа мы очень сильно увеличили возможности системы. Степан взял локальные тулы написанные на Langchain из ChemCrow и полностью перенёс их в наше решение используя кодинг-агента. Таким образом при минимальных усилиях произошло мощнейшее увеличение возможностей системы. В это же время Артём сделал инструмент для ретросинтеза. Он обернул AiZynthFinder в сервис и инструмент для ИИ‑агента. А Станислав добавил в интерфейс Ketcher — виджет с открытым исходным кодом для рисования молекул.

Далее наступило время более оригинальных решений, адаптированных под химию. Станислав подготовил систему предупреждения об опасности веществ, взяв список ядов из отечественного законодательства. В этом списке есть хлороформ (CHCl₃), о котором, очевидно, знает любой член жюри. У него простая формула, и с его помощью легко демонстрировать систему предупреждения об опасности и рисках. Далее Станислав перевёл список в английские названия, подтянул сведения о токсичности и условиях работы с веществами, после чего обогатил этот список альтернативными номенклатурами и названиями веществ. В итоге в коде появился статический json, по которому искались все слова из чата. Если слово появлялось, мы выдавали предупреждения и условия работы с веществом. Это сделало наш чат специфичным под область «ИИ в химии».

Встроенная система предупреждения про опасность работы с веществом
Встроенная система предупреждения про опасность работы с веществом

В этот момент я сделал простой инструмент для ADMET (Absorption, Distribution, Metabolism, Excretion, and Toxicity) предсказаний. Кастомный код под RDKit был обёрнут условиями, это давало модели информацию про вещества и его базовые свойства. Далее я обернул такое решение в REST API сервис и подключал его как локальный инструмент LangСhain к ИИ‑агенту.

Примеры на вызовы инструментов
Примеры на вызовы инструментов

С таким решением мы пришли к первому чекпоинту. В ходе чекпоинта мы продемонстрировали наше основное решение, а также частичные решения всех участников команды. Несмотря на скромную обратную связь, по мимике членов жюри мы сформировали понимание того, что от нас хотят видеть и куда двигаться дальше.

Далее мы захотели выбить побольше баллов по пунктам «Пайплайн», «Архитектура MAC и оркестрация», «Инструменты и интеграции». Одним из способов достичь этого было добавление мультимодальности к агентам и усложнение паттернов. Мы заранее договорились, что не обрабатываем картинки, и наша архитектура не соответствовала требованиям для внедрения таких изменений быстро. Однако мы могли генерировать и выводить картинки. Станислав добавил инструменты для генерации изображений и визуализации их на стороне клиента. Далее он добавил инструмент, который строил спектры ЯМР (ядерного магнитного резонанса) по веществу.

Мультимодальность в агенте. Инструмент возвращает предсказанный спектр картинкой.
Мультимодальность в агенте. Инструмент возвращает предсказанный спектр картинкой.

Усложнением пайплайна для получения баллов по критерию «Пайплайн» занимался я. Самый сложный паттерн — это LLM Council. Помимо общего дерева ретросинтеза (привет AiZynthFinder) в химии также есть описание синтеза в виде списка действий: что с чем смешивать, при какой температуре, каком давлении и с каким катализатором. Мы передавали во многие LLM запросы про синтез веществ, они генерировали текстом протоколы синтеза, потом оценивали мнения друг-друга. Далее LLM‑председатель комбинировал ответы и выбирал лучшее. Первое решение было параллельным и работало очень‑очень долго. Я потратил значительное время чтобы переписать его под асинхронные обращения и обернуть в сервис.

Самым впечатляющим был момент, когда мы первый раз запросили в чате генерацию вещества на русском языке. Модель сама перевела вещество на английский внутри себя, вызвала конвертацию английского названия в SMILES‑нотацию, а потом запросила сервис ретросинтеза. В этот момент мы осознали, насколько сильна идея инструментов для LLM. Так как каждый инструмент добавляет новый функционал, и модель может вызывать инструменты в произвольном порядке, то каждый инструмент комбинаторно увеличивает возможности LLM‑чата без дополнительного кода и программирования сценариев использования сервиса.

Перед вторым чекпоинтом мы снова сильно увеличили мультимодальную часть агента и добавили элементы для получения баллов по критерию «Обеспечение безопасности». Станислав добавил гайрдрейл для защиты от опасных вопросов через библиотеку llm‑guard. В итоге наше решение стало частично защищено от простых и очевидных инъекций‑промптов.

Система защиты (guardrails) встроенная в решение
Система защиты (guardrails) встроенная в решение

Примерно к этому же моменту Степан настроил наблюдаемость через LangFuse, в результате мы могли просматривать вызовы тулов и запросы к API LLM‑провайдера, что впоследствии пригодилось нам при изучении трейсов пользователей.

Параллельно какие‑то наработки по RAG появились у Всеволода. RAG сразу был в варианте Advanced RAG, с плотным поиском, разреженным поиском и реранкером. К Всеволоду подключился Степан, и вместе они сделали мини‑датасет на синтез индолов, который включал 40 вопросов.

Работа RAG-системы через вызов инструментов
Работа RAG-системы через вызов инструментов

С таким решением мы подошли ко второму чекпоинту. В ходе чекпоинта мы продемонстрировали наше основное решение, а также частичные решения всех участников команды.

День первый. Начало проблем

Мы изначально договорились, что все наработки проходят несколько стадий. Если решение сложное и кастомное, то оно проходит двух человек, если простое, то сразу идёт к Артёму.

В итоги у нас появились паттерны слияния веток:

  • Станислав → Артём

  • Степан → Артём

  • Константин → Станислав → Артём

  • Всеволод → Степан → Артём

Как видите, в конце каждой цепочки стоял Артём Голубев. Артём сливал ветки кода и релизил решение на сервер каждые 30 минут. И это прекрасно работало с 11:00 утра до 11:00 вечера. Далее наше решение отказалось собираться и работать. Так как каждый делал свой docker‑compose файл и упаковывал своё решение в API endpoint, то к ночи у нас было около двенадцати контейнеров. Их порты и зависимости, естественно, начали конфликтовать и Claude Code не мог с этим справиться.

Ситуацию попытался спасти Степан, он подсел к Артёму, и они последний раз сделали релиз в 04:00. В этот момент стало понятно, что вся команда полностью мертвая и не может продолжать работать сегодня. Усиленно отрывая коллег от экранов, я убедил всех пойти спать.

День второй. Реальные пользователи и провал IT‑безопасности

За 15 минут до защиты. Сервер умирает под нагрузкой из-за злонамеренного использования, но у нас нет инструментов для бана и ограничений. Фото предоставлено СПБ ГБУ Молодёжным пространством «ПРОСТО», где проходил хакатон.
За 15 минут до защиты. Сервер умирает под нагрузкой из‑за злонамеренного использования, но у нас нет инструментов для бана и ограничений. Фото предоставлено СПБ ГБУ Молодёжным пространством «ПРОСТО», где проходил хакатон.

Проснулись мы приблизительно в 07:00–08:00 и сразу же принялись доделывать решения. Артём в течении двух часов сделал публичный релиз на сервер с белым IP адресом. Станислав и Степан сразу же кинули ссылки по своим друзьям, а я — в общий чат хакатона. К нам одновременно зашли несколько десятков человек. Пиковое количество обращений к чату достигло 80 в минуту. После чего сервис с единственной точкой доступа к моделям начал ужасно тормозить и в логи FastAPI полетели отказы в обслуживании из‑за перегрузки сервера.

Зато теперь у нас теперь были настоящие трейсы пользователей. Пользователи начали спрашивать про области химии, в которых мы вообще ничего не понимали. После этого в личные сообщения начала прилетать обратная связь. Нам кидали скриншоты ошибок, плохих ответов и комментарии по поводу качества решения. Примерно 30% содержали ругательства. Но мы были не расстроены, это было прекрасно. Все материалы мы показали жюри, и всем было очевидно, что это действительно реальные люди, которые пользуются нашей системой (LLM‑ки так неграмотно и по‑злому не пишут;)

В этот же момент Всеволод и Степан довели RAG‑решение на своих машинах до рабочего состояния и прогнали Ragas первый раз на оригинальном датасете по синтезу индолов. Естественно, метрики никак не улучшились по сравнению с реально сильной топовой LLM. Однако теперь у нас было что‑то для демонстрации по критерию «Тестирование системы». Мы могли показать жюри, что мы пробовали и хотя бы теоретически сделали рабочую систему.

Любой ReAct-агент с инструментами отвечает, что он умеет из коробки
Любой ReAct-агент с инструментами отвечает, что он умеет из коробки

С таким решением мы пришли к третьему чекпоинту. Оставалась только финальная презентация.

Степан за час до защиты добавил загрузку статей из Semantic Scholar и их разбиение на чанки, которые далее хранились и доставались из базы по запросу. С этого момента RAG-решения и поиск в интернете (ограниченный) запускались из отдельных веток кода. И RAG, и поиск по статьям были оформлены как инструменты в LangChain, однако работало это только на личных машинах.

Далее у нас начались очень серьёзные проблемы с IT‑безопасностью решения. Так как решение было развернуто на публичном IP, и все знали где оно находится, то нас очень быстро «ломанули». Хакер зарегистрировался в системе и начал массово отправлять слово test в AI‑чат, возможно просто через команду curl в терминале. Так как это всё жило на моей подписке, деньги стали улетать со скоростью примерно 2000 рублей в час. Мы видели ID пользователя по трейсам в LangFuse и знали, что это происходит с одного аккаунта. Однако, у нас не было админки, и этот ID никак не сопоставлялся с пользователем в базе. Соответственно, мы не могли забанить конкретную регистрацию. Всё это произошло за 15 минут до начала защит, и в панике мы не смогли справиться с ситуацией.

День второй. Подготовка презентации и выступление

Презентацию я начал делать с самого утра. В течении хакатона все делали скриншоты нашего решения, и у нас был поднят LangFuse. Таким образом, к презентации уже сложился пак картинок для иллюстрации, а реальные запросы и сценарии использование можно было посмотреть на стороне сервера.

Скриншот из LangFuse. Запрос от реального пользователя. Мы понятия не имеем о чём это вообще:)
Скриншот из LangFuse. Запрос от реального пользователя. Мы понятия не имеем о чём это вообще:)

Шаблон презентации нам не выдали. Я загрузил логотип мероприятия в ИИ‑чат и попросили дать шаблон, включив максимальный режим рассуждений. Через 12 минут я получил какой‑то шаблон в хорошей цветовой схемой. Далее я выставил направляющие и переделал позиции блоков под стандарты презентаций AIRI. В отличие от многих других команд, мы не делали презентации в стиле «анонсов новых iPhone», а сфокусировались на чём-то, что ближе к консалтинговым презентациям. На каждом слайде мы привели чёткие аргументы, почему наше решение лучшее, и согласовали темы слайдов с назначаемыми баллами и ожиданиями жюри.

В итоге мы пришли на финальную презентацию со следующими материалами:

  • Презентацией, сделанной в очень хорошем стиле, с выровненным контентом и вычитанным текстом.

  • Полумёртвым сайтом, который лежал из‑за DOS атаки. Однако он работал какое‑то время и жюри им успело попользоваться на третьем чекпоинте. Также им реально пользовались люди, и жюри об этом тоже знало.

  • Поднятыми решениями на персональных компьютерах, в которых был RAG и инструменты загрузки статей через Semantic Scholar.

  • Результатами замеров через Ragas, а также кучей полуготовых блокнотов, которые мы не успели внедрить в решение, но которые видело жюри.

Мы отправляли презентацию последними, таким образом наше выступление стало последним в очереди. Выступления других команд длилось два часа, в течении которых Артём боролся за жизнеспособность развёрнутого решения, Степан доделывал RAG и онлайн‑поиск статей (через Semantic Scholar) на личной машине, а я запоминал каждое слово конкурентов чтобы неявно перебивать аргументы оппонентов в последнем выступлении. Сразу после выступления мы подошли к жюри и принесли работающее решение на личных ноутбуках к ним на стол, чтобы они могли опробовать сами.

Фото — СПБ ГБУ Молодёжное пространство «ПРОСТО»
Фото — СПБ ГБУ Молодёжное пространство «ПРОСТО»

Финал

В итоге — мы выступили, отбились от вопросов, и через 30 минут нас назвали победителями по кейсу № 4. Далее был финальный кофе‑брейк, фотосессия команд и интервью. От Сбера каждый из нас получил умную колонку Салют. Однако на самом деле приз был не в этом.

Победители. Слева на право: Артём Голубев, Константин Ушенин, Станислав Машашкевич, Степан Остарков, Всеволод Каримов. Фото – Иван Ступа.
Победители. Слева на право: Артём Голубев, Константин Ушенин, Станислав Машашкевич, Степан Остарков, Всеволод Каримов. Фото — Иван Ступа.

В конце хакатона Региональный директор Сбера Андрей Власов в течении часа отвечал на наши вопросы по поводу ИИ‑агентов, ИИ‑решений, изменения рынка труда в РФ и мире, сдвигах в парадигмах программирования и методах менеджмента IT‑команд. Также он рассказал про бизнес-модели с участием агентов, архитектуры IT-решений и ещё много всего интересного.

В итоге, мы приехали за опытом и достигли поставленной цели по максимизации его получения. В особенности важный урок мы получили по теме IT‑безопасности))

Групповое фото участников хакатона с Андреем Власовым. Фото — СПБ ГБУ Молодёжное пространство «ПРОСТО».
Групповое фото участников хакатона с Андреем Власовым. Фото — СПБ ГБУ Молодёжное пространство «ПРОСТО».

Рефлексия по итогам хакатона

Сейчас, когда прошло три месяца, можно спокойно подвести итоги.

Что мы сделали правильно:

  • Мы готовились к мероприятию заранее: собрали сильную команду, провели аналитику существующих решений, составили список того, что мы точно НЕ сможем и НЕ будем делать.

  • Члены команды работали параллельно, и у нас не появлялось блокирующих задач. Разработка инструментов для агентов и создание REST API точек доступа (REST API endpoints) — это то, что очень хорошо параллелится на этап разработки и объединяется вместе.

  • Инструменты ИИ‑агентов, это очень мощный подход для доставки ценности и фич продукта до конечного пользователя. Так как LLM может вызывать тулы в произвольном порядке, то на каждый новый инструмент комбинаторно порождает тысячи новых возможностей для пользователя.

  • Мы с самого начала имели хороший базовый код (boilerplate) и быстро добавили LangFuse — решение для наблюдаемости (observability). Наблюдаемость — это критически важный элемент для любого проекта с LLM, даже самого маленького.

  • Микросервисная архитектура (с оговорками по поводу очереди и полного разделения баз) — это хорошо. Так как каждый контейнер был в изолированном окружении, то, когда сайт лёг, мы хотя бы имели доступ к LangFuse и могли смотреть за состоянием системы и минимально расследовать инциденты.

Что мы сделали НЕ правильно:

  • Про IT‑безопасность нужно думать всегда и закладывать её во все части решения. Нужно было с самого начала иметь инфраструктуру для администратора и возможность бана пользователей, а также защиту от DOS и DDOS атак. Если вас можно поломать — вас поломают и сделают это таким способом, что вам потом будет стыдно:(

  • Мы приняли решение использовать те системы и инструменты разработки, которые каждому удобны. Вероятно, мы могли бы сделать в 2–3 раза больше, если бы сразу писали в Claude Code или Cursor по спецификациям. Например, используя методологию AI‑Disrupt PDLC от Сбера. Для этого достаточно было провести ещё одну предварительную встречу, раздать всем подписки и показать базовые подходы. То же самое можно сказать про железо и операционные системы. Windows 11 у одного из нас отказывался поддерживать Docker, что привело к значительной задержке между разработкой инструмента и тестированием его в реальной системе

  • DevOps — это критически важная роль в современной разработке. На хакатоне это особенно видно, так как именно DevOps создаёт итоговое решение из наработок команды. Работа с конфигурациями требует большой концентрации внимания, которую невозможно сохранять более 12 часов. Правильным решением было бы выделить двух DevOps. Первый работал бы в первый день с начала хакатона в течении 8 часов, а потом во второй день с пробуждения и до защиты проекта. Второй DevOps мог бы работать в диапазоне 8 часов от начала и до конца первого дня.

  • Нужно было с самого начала делать очередь задач. Она уже есть в последнем стандарте для MCP-серверов. В нашем бойлерплейте была Celery, которую легко подключить к Redis. Это было бы полезно и для настоящей полноценной микросервисной архитектуры, и для долгих задач на вычисления, но мы не сделали этого.

  • В любого ИИ‑агента с инструментами можно очень легко добавить систему лёгких скиллов (без кода, как commands в Cursor). Даже поддержка полноценного SKILLS.md формата и его загрузка на сервер — это не очень большая проблема, так как у нас не было инструментов, изменяющих внутреннее состояние системы и вызывающих bash. Поддержку скиллов стоило сделать, но мы не сделали.

Что правильно делали другие участники:

  • У некоторых участников были намного более красивые визуальные дизайны решений. Контент в этих решениях строился на синтетических заглушках, но они выглядели очень хорошо.

  • У некоторых участников были сильные решения с ретросинтезом. Они итеративно обходили дерево и передавали в LLM этапы синтеза, чтобы проверить исполнимость решения на практике. Такая концепция имеет много потенциальных возможностей.

  • Было решение, подтверждённое реальным опытом химика‑синтетика. Привязка к реальному юзеру и логам настоящего использования в лаборатории даёт решению много очков в глазах жюри.

Что неправильно делали другие участники:

  • Собирали команду для хакатона из друзей и сокурсников, не думая о комплиментарности скиллов и разнообразии навыков. Очень важно собирать разнообразную команду с широким опытом и разным взглядом на задачи.

  • Большинство команд вообще не готовилось к хакатону несмотря на то, что правилами это никак не ограничивалось. Даже если про тему хакатона неизвестно вообще ничего, то к нему стоит готовиться.

  • Многие участники не спали ночью. В суточных хакатонах необходимо спать хотя бы четыре часа. Это дает сильное увеличение производительности на утро и позволяет быстрее доделывать решение в последний момент.

  • Замена реальной работы на планирование. Это серьезная проблема команд, в которых только студенты без опыта работы. Они зачастую рисуют общие схемы и рассуждают о том, что и как должно работать. При этом за то же время уже можно было написать спецификацию в виде текста и передать кодинг‑агенту для получения результата.

  • Выступление на защите проектов командой. Это всегда будет выглядеть плохо. Финальное решение должен представлять один, хорошо подготовленный и выделенный для этой роли человек. В случае затруднений при ответах на технические вопросы можно передать микрофон компетентным коллегам из команды.

Что должно быть в реальном продуктовом решении:

  • В первую очередь нужен сервис для проксирования LLM‑запросов. Синхронное API не подходит для создания даже внутрикорпоративных сервисов, так как может выдержать десятки, но не сотни запросов. Нужны методы проксирования трафика и поддержания сессий для попадания в kv‑cache одного LLM‑провайдера. Так же нужны запасные точки доступа на случай отказа основных.

  • Многие инструменты и сервисы, связанные с хемоинформатикой, обращаются в PubChem или ChEMBL. Таким образом, ответ инструментов ИИ‑агента зависит от внешних условий. Лучше данные от таких сервисов иметь внутри своего решения.

  • Более правильная архитектура всплывающих виджетов, которая поддерживает мультимодальный ввод и вывод, например, для файлов и изображений. Очевидно, что любое серьёзное решение в виде ИИ‑помощника будет двигаться в сторону мультимодальных агентов при увеличении количества пользователей и увеличении их ожиданий от системы.

  • У нас не было системы фильтрации набора инструментов под задачи пользователя, на самом деле, многие тулы вообще никогда не вызывались. А хоть что‑то работало из‑за того, что решение использовало самую сильную модель из возможных. Такой подход невозможен в реальном продукте. Фильтрация инструментов обязана быть частью реального продуктового решения.

Спасибо что дочитали до конца! Рекомендую всем участвовать в хакатоне ИТМО в следующем году.

GitHub решения: https://github.com/arqoofficial/itmo-chemcrow2

Источник

  • 06.05.26 14:04 marcushenderson624

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  • 26.05.26 14:45 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

  • 26.05.26 14:45 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

  • 28.05.26 03:09 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 03:09 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 04:01 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 28.05.26 09:40 kientadams11

    Lot of people have lost money to scammers in so many ways which, I have been a victim as well of over 30 thousand pounds, this scammers are smart they create fake investment website, fake recovery site to swindle people of their Bitcoin. I found recoverydarek at G (M) (A) (I) (L) on Trust pilot who was able to track, investigate and expose this scammers and re coupled my funds back to me within 24 hours.

  • 28.05.26 14:04 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 28.05.26 18:53 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

  • 28.05.26 18:53 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

  • 28.05.26 21:56 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits.

  • 29.05.26 02:26 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 02:27 luciajessy3

    After falling victim to a fake crypto investment platform, I lost nearly $73,000 in Ethereum. The scammers disappeared overnight, and I honestly thought my money was gone forever. A friend recommended ADAM WILSON and although I was hesitant at first, I decided to give it one last try. Their team handled my case professionally, kept me updated throughout the process, and used Blockchain tracing methods I didn’t even know were possible. Within weeks, they were able to help me recover my funds. I’m incredibly grateful for their dedication and transparency. If you’ve been scammed in crypto, don’t lose hope contact ADAMWILSON . TRADING @ CONSULTANT COM What's App / + 1 { 7 1 3 } 9 1 9 - 5 1 2 3

  • 29.05.26 04:46 Frankmilton

    Losing any Scent on the dollar hurts like a bad stomach ache from eating from the wrong MaC.Donalds. This stablecoin stays near one dollar. Traders use it to swap for Bitcoin or Ethereum without big price jumps. New users pick it first for its ease. Banks hold cash reserves to back it up. Losses hit fast. A wrong wallet address sends coins to strangers. Scams on Telegram steal seed phrases. DeFi bugs or hacks drain funds. Billions vanish each year from these mistakes. Blockchains track every step. Copy your transaction hash. Check it on Etherscan. Follow the trail to the wallet or contract. [email protected] +(44 7476618364) can help. Her team hunts funds across chains. They work with exchanges and devs to get assets back. People recover thousands of assets already even after being lost for years of failed agency and fake recovery experts. also teaches safety. Spot phishing in MetaMask. Secure your Ledger. Trade safe on Binance or Uniswap. Fix rookie slips into smart habits

  • 31.05.26 10:06 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

  • 31.05.26 10:06 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

  • 05.06.26 18:26 edengarcia

    When most people hear the words crypto recovery service, their guard immediately goes up—and for good reason. In today’s online environment, finding a legitimate service feels like finding a needle in a haystack. Ask about trusted crypto recovery on any major forum, and you’ll be met with hostility. It’s become a cultural bias that victims often prefer filing police reports rather than seeking private help, fearing that speaking openly will only attract more scammers. But silence doesn’t bring your funds back. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 The reality is harsh: Less than 10% of “recovery agencies” online are genuine. Fraudsters have mastered the art of mimicking trust. So, how do you separate the wolves from the professionals? The Golden Rule: No Upfront Fees If there is one sign that separates a scam from a legitimate operation, it is the payment model. Legitimate recovery companies never ask for upfront fees. Predatory scams will demand "processing fees," "software licenses," or "tax payments" before they lift a finger. A genuine agency knows its value lies in results, not promises. They operate on a success-based fee —typically around 10% of the recovered amount. Simply put: No recovery, no payment. Enter TechY Force Cyber Retrieval At TechY Force Cyber Retrieval, we understand why you’re skeptical. We built our model to eliminate that risk. We specialize in the fast, forensic tracking of lost crypto assets. Because we are confident in our technology and methodology, we don’t need your money to start working—we need your trust. We only get paid once you receive your crypto. How to Spot a Legitimate Partner Beyond the fee structure, keep these signs in mind: 1. Transparency: They explain how without asking for your private keys or seed phrase. 2. Realism: They don’t promise 100% success on impossible cases but offer honest assessments. 3. Speed: Time is critical in blockchain tracing. Legitimate firms act fast. Website https://techyforcecyberretrieval.com Whatsapp +15617263697 Don’t let the fear of secondary scams prevent you from seeking justice. Choose a partner who puts their money where their mouth is. TechY Force Cyber Retrieval: Fast. Secure. Success-based. Disclaimer: Always conduct your own due diligence. Legitimate firms will never ask for your wallet credentials.

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 08:58 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:00 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:02 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:03 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 07.06.26 21:04 gordondowney9

    Email: [email protected] Telegram —digitallightsolution, https://t.me/digitallightsolution Losing my USDT to a fraudulent cryptocurrency platform was one of the most painful and overwhelming experiences I have ever faced. I felt devastated, confused, and ashamed that something I had placed my trust in had turned out to be a scam. For a while, I did not know where to turn or whether there was any real hope of recovering what I had lost. During that very difficult time, a trusted pastor recommended Digital-Light-Solution, and although I was hesitant at first, I decided to visit their website https://digitallightsolution.com/. From my first interaction with them, I felt a sense of relief. They listened to my situation with patience and understanding, and they treated me with kindness at a time when I felt completely broken. Their team explained the process clearly, answered my questions, and kept me informed throughout. What meant the most to me was not just their professionalism, but the way they made me feel supported when I was struggling emotionally. As the process continued, I began to regain a sense of hope. They remained consistent, responsive, and committed to my case, which gave me comfort during an incredibly stressful period. In the end, Digital-Light-Solutions was able to assist with tracing my lost USDT and supporting the recovery process. The relief my family and I felt is difficult to put into words. I will always be grateful for the support, compassion, and professionalism they showed me during one of the hardest moments of my life, I highly recommend their services to anyone in need. Contact them today for assistance

  • 10.06.26 06:21 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

  • 10.06.26 06:21 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

  • 10.06.26 18:09 david

    Look, engaging with the authorities is a marathon, not a sprint. By methodically filing these reports, you’re not just fighting for your own funds—you’re contributing to the broader battle against crypto crime. For a deeper dive into what to do after a theft, check out [email protected] for complete guide on how to recover stolen crypto

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 12.06.26 17:13 keithwilson9899

    ETHEREUM RECOVERY ASSISTANCE: CAPITAL CRYPTO RECOVER HELPED ME RECOVER $98,000 WORTH OF LOST ETH In cases of cryptocurrency scams, having accurate information and trusted support is essential. I would like to recommend Capital Crypto Recover Service, a professional team that specializes in assisting individuals with the recovery of lost or stolen Bitcoin and Ethereum (ETH). Their experienced experts are dedicated to helping victims of digital asset fraud by carefully analyzing each case, developing strategic recovery plans, Capital Crypto Recover Service knowledgeable team's primary goals are to satisfy clients and offer significant support and working diligently toward fund retrieval. The team is committed to providing reliable assistance and maintaining a high level of client satisfaction. Based on my assessment, their reputation professionalism and a strong commitment to their clients. If you have experienced a cryptocurrency loss, you can contacting them for further assistance Phone (Call/Text): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.06.26 14:53 Freeman James

    Recently, I was scammed out of $332,000 in a fraudulent Bitcoin investment scheme. This devastating loss added significant stress to my already difficult health challenges, as I was also facing surgery expenses for cancer. Desperate to recover my funds, I spent countless hours researching and speaking with other victims. That effort led me to a Google post that revealed the excellent reputation of FundsRetriever. Only after many hours of digging and consulting others did I learn about their stellar track record. I decided to contact them because of their successful recovery history and encouraging client testimonials. I had no idea that this decision would become the turning point in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost funds. The process was complex, but FundsRetriever's commitment to using the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact: 📧 [email protected] 📞 WhatsApp: +1 603 512 144 8, Telegram: @FundsRetriever

  • 14.06.26 15:37 kimberlyhebert786

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  • 14.06.26 15:37 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

  • 14.06.26 16:34 Emmi Hakola

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 14.06.26 16:53 James willson

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  • 14.06.26 19:38 riley777

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  • 15.06.26 06:12 Evan Garrison

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  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:34 Sallymarch

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 12:56 Hillary

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 15.06.26 13:18 Silas Olsen

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  • 15.06.26 13:59 Ewaguz

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  • 15.06.26 14:16 Martina k.

    Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

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  • 15.06.26 14:23 Glennrobble

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  • 15.06.26 14:25 Evan Garrison

    Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:26 Ewaguz

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  • 15.06.26 16:34 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

  • 15.06.26 16:34 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

  • 15.06.26 16:41 Louane Mercier

    It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).

  • 15.06.26 16:45 Andrés Montero

    I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.

  • 15.06.26 16:48 Olivia Sørensen

    Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.

  • 15.06.26 16:51 Viljar Yohannes

    I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.

  • 15.06.26 16:58 Guimar da Rosa

    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: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

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  • 16.06.26 11:40 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

  • 16.06.26 11:43 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

  • 16.06.26 13:37 Felix Steve

    MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.

  • 16.06.26 13:45 Wills ben

    SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.

  • 18.06.26 13:31 Noemi Bernard

    I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146

  • 18.06.26 13:35 Carter Morris

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  • 18.06.26 13:40 Kuybida Andriyiv

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  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.06.26 14:57 michaeldavenport218

    I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 21.06.26 11:09 Maurizio Rolland

    I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146

  • 21.06.26 11:13 Buse Fahri

    It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]

  • 21.06.26 11:16 علیرضا گلشن

    The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146

  • 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

  • 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

  • 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

  • 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

  • 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.

  • 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

  • 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

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