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Как Java Boys победили в ИИ-хакатоне МТС True Tech Hack 2025 с проектом на Spring AI и ChatGPT

AI прямо сейчас наступает на пятки разработчикам. У кого-то это вызывает иронию, кому-то помогает писать код. Но как ни крути, LLM создали прецедент, который громко заявил о себе и продолжает широко шагать по миру, сотрясая заголовки новостей и видео.

Меня зовут Рустам Курамшин, я работаю в IT более 10 лет, и мне как бэкенд-разработчику феномен LLM сначала казался больше игрой, чем реальным инструментом разработки. Все изменилось, когда я вырвался из проектов, предоставляющих опосредованный доступ к сервисам известных языковых моделей, и начал пользоваться официальными сервисами. Последние пару лет я активно использую ChatGPT для обучения, разработки и просто чтобы пообщаться о жизни.

А еще LLM помогает мне и моей хакатонной команде Java Boys уверенно побеждать на хакатонах. Опытом нужно делиться, так что ловите историю одной из наших побед. Расскажу, как мы с моими тиммейтами разработали AI-агента на Spring AI и API ChatGPT и выиграли полмиллиона на хакатоне МТС True Tech Hack 2025.

Хакатоны сегодня

Сидишь за кодом, расставляешь аннотации Spring Boot в проекте, и тут раздается звонок в дверь. На пороге стоит девушка с татуировкой кролика и предлагает тебе проследовать с ее компанией в загадочный и неизвестный мир хакатонов.

Сейчас хакатоны — это матрица. Не так много разработчиков, как хотелось бы, участвуют в таких соревнованиях. По опыту из близкого и не очень далекого окружения моих многочисленных коллег о хакатонах вообще хоть что-то слышали только единицы. А жаль, ведь это отличный способ для изучения новых технологий и развития навыков командной работы. Команда — это главное, но об этом позже.

О первом своем хакатоне зимой 2023 года я случайно узнал из поста в Telegram. До этого такие мероприятия казались мне чем-то непонятным или связанным с хакингом. Тогда я еще не знал, что CTF-соревнования — это отдельная дисциплина и предметная область. На скорую руку сколотил команду из своих коллег, с которыми на тот момент работал в ConTech-стартапе, и мы ушли на две ночи кодить. С тех пор для меня открылся этот дивный новый мир хакатонов! Как он устроен сейчас?

Провайдеры хакатонов

Сделать хорошее и яркое мероприятие — та еще задача. Для начала вам нужно найти участников. Где вы будете искать людей с мотивацией разрабатывать проекты в нерабочее время без четких гарантий что-то выиграть? Вузы? Окей, студентам это интересно. Но одна из целей, которую хотят достичь крупные компании через хакатоны, — это возможность узнать о новых технологических решениях в современной разработке. Это полезно для расширения технологического кругозора внутри, и тут уже нужны действующие разработчики.

На помощь приходят комьюнити, сформированные компаниями — организаторами хакатонов. Если на ваш хакатон придет 10 человек, это провал. Нужно, чтобы их были сотни, а лучше тысячи. Тогда будет настоящий ажиотаж и накал страстей.

Самые известные компании, которые помогают организовывать такие соревнования, — хакатоны.рус и Сodenrock. Мне нравится, что сейчас это область развивается и есть проекты, которые могут конкурировать между собой.

Технические затраты на проведение хорошего хакатона достаточно серьезные:

Нужен маркетинг мероприятия, чтобы привлекать лучшие умы.
Нужен красивый лендинг для уверенного присутствия в сети.
Нужна студия для ведущих и организаторов, чтобы вести трансляцию. Если хакатон проходит офлайн, нужно большое помещение для участников.
Нужна платформа для регистрации команд, размещения заданий и загрузки решений.
Нужны эксперты и волонтеры, которые будут вести участников на всех этапах от старта до финала.

Вывод: хороший хакатон — это дорого.

Где отслеживать хакатоны

Для меня есть один работающий источник — Telegram. Поделюсь любимыми каналами:

Именно здесь идет основной поток новостей. Следить за ними, чтобы отлавливать интересные соревнования, очень просто. Мы пользуемся сами и вам советуем.

Хакатон МТС True Tech Hack 2025

МТС в последнее время устраивает добротные мероприятия для комьюнити. Этой весной в апреле они провели True Tech Hack 2025 — соревнование, о котором лучше всего говорят его цифры:

призовой фонд — 1 500 000 руб.;
более 2000 регистраций;
более 100 загруженных решений;
8 команд-победителей.

И это только по внешнему треку. Всего их было два: для внутренних сотрудников и для внешних специалистов, подробно об этом писали тут.

Как человек, повидавший множество таких мероприятий, могу сказать, что компании удалось хорошо организовать хакатон. Тут были маркетинг, лендинг, платформа для участников, стандартная папка с чатами в Telegram для поддержки, офлайн-финал в Москве.

Самое интересное, конечно, это задачи: они вращались вокруг разработки AI-агентов на базе LLM и анализа данных. Компания принесла не только задачи, но и ИТ-платформу The Platform — на хакатоне можно было вплотную поработать с ее инструментами.

Задачи хакатона

Задачи, или, как иногда говорят, «треки», были привязаны к инструментам и стримам платформы:

MWS Data. Разработка решения для автоматизации процессов сбора данных из открытых источников, их обработки и создания аналитических отчетов на основе набора инструментов MWS Data.
MWS Octapi. Разработка решения на базе ИИ, автоматизирующего процесс создания JSON-схем для описания бизнес-логики и интеграций.
MWS Tables. Автоматизация процессов работы с данными. Создание единой экосистемы на базе MWS Tables для минимизации дублирования задач и повышения прозрачности операций.
Product Factory. Разработка AI-ассистента, который анализирует интерфейсы мобильных приложений, реагирует на касания и жесты пользователя и преобразовывает визуальные элементы в голосовые подсказки.
MWS GPT. Разработка мультиагентной системы на базе языковых моделей, которая помогает оператору контакт-центра в реальном времени.**

Когда я открыл лендинг хакатона, у меня возник синдром самозванца. Для меня и моей команды тема разработки проектов на базе AI и ML всегда была чем-то из другого мира, ведь мы занимаемся разработкой классических web-приложений. Но интуиция не подвела. Оказалось, что при наличии удачи и погружения в тему можно взять задачу AI Schema Builder из трека MWS Octapi и выполнить ее с помощью интеграции с API LLM и Spring AI, о котором я тогда знал только в общих чертах. Да и в описании задачи было знакомое до боли слово JSON. Ну и кто мы, java backend-разработчики, если не CRUDовщики — создатели джейсономешалок?

Как работает команда Java Boys

На таких мероприятиях мы именно работаем. За первый проигранный хакатон было очень обидно. Мы разработали классную бэкендовую архитектуру, сделали работающий проект, но фронтендеры, которых мы нашли по объявлению, подкачали — и мы не прошли в финал, хотя жюри отметило наше решение. С тех пор я сделал выводы.

Самое важное — это команда. Она должна состоять из людей, которых я лично знаю и с которыми я работал в реальных коммерческих проектах. Организация работы команды — первый приоритет.

В будущем именно такой подход помог нам занимать призовые места и писать интересные проекты.

Все ребята из команды — Java-разработчики, простое и понятное название на это намекает. У нас разный опыт и бэкграунд в разработке, и это дает нам широкий кругозор внутри команды.

По дефолту мы все пишем на Java. В нашей команде нет потребности в аналитиках, продактах, UI/UX дизайнерах, тестировщиках и прочих ролях. Все достаточно самостоятельные люди в разработке со своим видением работы над проектом.

А теперь раскрою несколько профессиональных секретов на примере проекта Vibe JSON, который мы написали на хакатоне МТС. Покажу, как была организована наша работа и какие инструменты мы использовали. Это хорошее подспорье, чтобы понять, как эффективно распределять усилия и побеждать.

Дисциплина и командная работа

Без поддержания порядка не получится написать работающий проект в сжатые сроки. Нужно принять внутреннее соглашение, что хакатон — это работа, и обычно достаточно напряженная. А поскольку мы ей занимаемся в нерабочее время, то будут и соответствующие неудобства в виде усталости и недостатка сна.

Как я уже писал выше, команда — это главное. Побеждают не хорошие программисты или крутые технологии — побеждает именно она. Если у вас нет сплоченного коллектива, вы можете рассчитывать только на себя. Но если пишешь проект с людьми, в которых ты уверен, если знаешь, что они не сольются на второй день хакатона, тогда у тебя все хорошо.

Считайте, что это как компьютерная игра Overcooked. Вы работаете совместно на кухне, а вокруг происходит This is fine.

Брейншторм задачи

Мы используем Miro, но это не единственное решение. Смысл в том, что команда собирается и разбирает условия задачи, зачитывает их несколько раз. Цель — осознать, что именно требуется разработать.

Первый этап — это брейншторм. Можно добавлять на доску стикеры с произвольными идеями и ключевыми смыслами. Эти вещи должна видеть вся команда, чтобы настроить свое мышление и начать генерировать идеи. Пишите на доске все, что в этот момент создает ваш мозг. Главное, чтобы через определенное время вы увидели свет в конце тоннеля воображения и поняли, как писать свой проект.

Когда очертания решения сформированы, нужно перейти к архитектурному проектированию. Придумать архитектуру вашего проекта и понять, как он будет работать.

У Vibe JSON была простая архитектура для реализации требований задачи, но так бывает не всегда

Перед началом разработки нужно определиться с моделью данных и понять, какие таблицы, entity-классы будут в проекте. Иногда этот этап может занимать существенное время.

Таск-трекер для распределения задач

Дальше нужно сделать декомпозицию задач и напилить таски. Все как в обычном проекте разработки. Можно использовать Miro:

Но есть классный инструмент — GitHub Projects. Вы все равно будете хостить код проекта на GitHub, почему бы там же не управлять задачами?

Когда проект разделен на задачи, можно начинать писать код.

Как бэкендерам писать проект на Java и не беспокоиться о фронтенде?

Кажется, выбор стека разработки для Java-проекта вполне очевиден. Нам достаточно взять Java/Kotlin, Spring Framework, PostgreSQL (прочие хранилки, кэши, очереди, если нужно). Но что делать с фронтендом, если не все в команде знают JavaScript/TypeScript и React? Конечно, можно позвать в команду надежных фронтов, но если у вас таких нет?

Тут я хочу рассказать о Jmix — это фреймворк для Spring Framework, который основан на Vaadin и позволяет разрабатывать full stack приложения на Java. Я уже много чего успел поразрабатывать на Jmix для разных задач. Могу сказать, что это спасение, когда нужно сделать фронтенд без фронтендеров. Ты разрабатываешь в привычной парадигме Spring, но у тебя появляется UI!

Подписка на лучшие LLM-сервисы и их API

Я не продаю подписки на LLM, но без качественных моделей не получится написать хороший проект, который будет работать с API LLM. Да и не только с API. На хакатоне можно столкнуться со сложными нетривиальными задачами, связанными с разработкой. И у меня такое было — например, когда нужно было читать MongoDB change stream и писать в WebSockets, работать с блокчейном и API его нод доступа, запускать docker-контейнеры из java-кода, работать с локальными git-репозиториями из java-кода и прочими необычными вещами, которые ты придумываешь в рамках разработки на хакатоне.

Великий Google и Stackoverflow уже не помогут так быстро. Поможет навык быстро решать вопросы с помощью LLM. Если ты умеешь писать код с их помощью, ты банально получаешь преимущество в скорости разработки, а на хакатонах скорость критична. К тому же хорошая LLM и навык писать промпты помогут быстро сделать сильную презентацию для питч-сессии.

Кроме прочего, можно использовать API больших языковых моделей, чтобы создавать на их основе бизнес-функциональность в своем проекте. Что мы успешно и начали применять в разработке.

Кроме репо на GitHub нужен еще и CI

Выше я упоминал, что у нас свои серверы. Если вы разрабатываете пет-проекты или участвуете в хакатонах, для вас это тоже отличный вариант.

На фото выше — мой кластер одноплатных компьютеров. Когда-нибудь я напишу о нем отдельный текст. Это удобная домашняя сетевая лаборатория, при этом очень мощная по своим характеристикам. Так мне не нужно думать о цене за облако. Статический IP у провайдера стоит недорого. Дальше я регистрирую свой домен — и дело в шляпе. Остается накатить на все хосты Linux, настроить окружение и сетевую конфигурацию на маршрутизаторе — трансляцию сетевых адресов через NAT. На моем кластере задеплоены все проекты с хакатонов.

Дальше нужно написать CI-пайплайн, чтобы инкременты разработки проекта автоматически деплоились на сервер. И здесь очень удобен GitHub Actions. Необязательно писать суперавтоматизацию. Достаточно базовой возможности выкатывать проект на сервер автоматически без ручных манипуляций, и чтобы это мог делать любой участник команды. Вот небольшой пример простого CI-пайплайна, который деплоит проект:

name: CI/CD Pipeline for Vibe-JSON Project  
  
on:  
  pull_request:  
    branches:  
      - main  
      - 'feature/**'  
  workflow_dispatch:  
    inputs:  
      branch:  
        description: 'Branch name to deploy'  
        required: true  
        default: 'main'  
  
jobs:  
  build:  
    runs-on: ubuntu-latest  
    steps:  
      - name: Checkout code  
        uses: actions/checkout@v3  
  
      - name: Set up JDK 17  
        uses: actions/setup-java@v3  
        with:  
          java-version: '17'  
          distribution: 'adopt'  
  
      - name: Build with Gradle  
        run: |  
          ./gradlew clean build -x test  
          ./gradlew -Pvaadin.productionMode=true bootJar -x test  
  
  deploy:  
    needs: build  
    runs-on: ubuntu-latest  
    if: github.event_name == 'workflow_dispatch'  
    steps:  
      - name: Checkout code  
        uses: actions/checkout@v3  
  
      - name: Deploy to Server  
        uses: appleboy/ssh-action@master  
        with:  
          host: kuramshin-dev.ru  
          username: ubuntu  
          port: 50151  
          key: ${{ secrets.SSH_PRIVATE_KEY }}  
          script: |  
            cd /home/ubuntu/vibe-json  
            ./deploy.sh ${{ github.event.inputs.branch }}

Это деплой с запуском контейнеров на linux-сервере. Если вы хотите более продвинутых решений, например, на основе kubernetes, это тоже не проблема. Можно написать пайплайн, где kubectl или helm будут деплоить ваш проект в k8s.

Что самое главное в деплое проекта на сервер и публичном доступе к нему? Жюри сможет посмотреть проект, просто кликнув URL. Им не придется разбираться с инструкциями по локальному развертыванию на своей системе проекта участника. Здесь можно возразить, что, мол, есть docker-compose. Но когда ваш проект использует внешние интеграции с LLM, встает вопрос, как передавать токены и так далее.

Презентация и выступление на питч-сессии всё решают

В хакатоне побеждает презентация и немного — ваш проект и его код. Это может звучать абсурдно, но это так. На питч-сессии в финале хакатона вы приходите продавать ваш проект, и от умения его презентовать с помощью речи и презентации зависит почти все. Тут уже не имеет значения, насколько вы хорошие или плохие разработчики. Мы всегда покупаем обложку и идею, а только потом разбираемся, что там внутри.

Вывод такой: если хотите побеждать, вам придется вплотную познакомиться с PowerPoint и научиться делать интересные слайды. Потом — еще интереснее, вам точно нужно будет репетировать выступление на питч-сессии, и чем больше раз вы это сделаете, тем лучше. Советую заранее подготовить свою речь, расписать план, что именно и когда вы будете говорить. Это поможет структурировать информацию, справиться с волнением на сцене и не упустить самого важного. Записывайте себя на видео, чтобы понимать, как вы звучите и выглядите со стороны.

AI Schema Builder: генерация схем

Всего на хакатоне было пять задач, мы выбрали трек от MWS Octapi — платформы для надежной и безопасной интеграции высоконагруженных систем в разнородных ИТ-ландшафтах. Кратко задача звучала так:

AI Schema Builder: генерация схем. Разработай решение на базе ИИ, автоматизирующее процесс создания JSON-схем для описания бизнес-логики и интеграций

В MWS Octapi есть такая необычная штука, как Low-Code-система для реализации интеграций на бэкенде. Она представляет из себя некий workflow, DAG, граф, BPMN-диаграмму. Можете взять любой знакомый вам термин. Часто это называют DAG (Directed Acyclic Graph). Его узлы в контексте задачи называются Activity, а сам граф называется workflow.**

Workflow описывает выполнение шагов интеграции на бэкенде. Например, получи выписку с банковского счета на почте, отправь ее по REST в сервис A, потом отправь ее данные в топик Kafka. Каждый шаг — это отдельный Activity. Если вы слышали про Camunda и движки бизнес-процессов, вам не нужно объяснять, что это такое.

В MWS придумали классную штуку. Чтобы реализовать интеграции на бэкенде, не нужно писать код — нужно описать JSON для специальной Low-Code-системы. Она получает на вход ваш JSON, описывающий процесс интеграции, и начинает как бы его воспроизводить, проигрывать, как магнитофон проигрывает кассету (да-да, были такие времена с кассетами).

Но в компании пошли еще дальше и стали генерировать этот JSON с помощью диалога с LLM. То есть условный системный аналитик пишет LLM в чате, какую интеграцию он хочет реализовать. LLM задает уточняющие вопросы и в конце генерирует валидный JSON, который можно скормить Low-Code-системе.

К задаче прилагалась достаточно внушительная спецификация этого JSON — 150 страниц текста и таблиц. Такой объем инфы LLM не сможет переварить в качестве контекста вашего запроса, и делать тут RAG, скорее всего, не хватит времени.

Итак, в задаче на хакатоне требовалось разработать такое решение на базе LLM, которое позволит генерировать JSON для Low-Code-системы на основе диалога с пользователем.

Как мы явили миру Vibe JSON

Ранее я показывал архитектуру Vibe JSON. Проект устроен просто: Java 17, Spring Boot, Jmix, PostgreSQL, Spring AI, Docker. Но все дело в Spring AI. Без него разработать годный прототип в такие короткие сроки не получилось бы.

У Vibe JSON достаточно простой UI.

Пользователь описывает, какую интеграцию он хочет реализовать. ChatGPT задает ему уточняющие вопросы. После ряда шагов формируется JSON для Low-Code-системы.

Чтобы вам было легче разобраться в реализации проекта, я напомню некоторые аспекты разработки AI-агентов, которые сейчас делают LLM не просто приятным собеседником, а инструментом создания автоматизации. Поскольку я использую API OpenAI Platform, буду опираться на их терминологию.

Немного терминов

AI-агент — это программа или система, которая может самостоятельно принимать решения и выполнять действия, направленные на достижение определенной цели, используя методы искусственного интеллекта.

JSON — один из самых широко используемых форматов для обмена данными между приложениями во всем мире.

Функция Structured Outputs (структурированный вывод) гарантирует, что модель будет всегда генерировать ответы, соответствующие заданной JSON-схеме. Это избавляет от необходимости проверять наличие всех обязательных ключей или следить за тем, чтобы значения соответствовали допустимым перечислениям.

Function calling, или вызов функций, позволяет моделям получать данные и выполнять действия. Вызов функций — это способ интеграции моделей с вашим кодом или внешними сервисами. Вы можете предоставить модели доступ к своему коду с помощью механизма вызова функций. На основе системного промпта и предыдущих сообщений модель может принять решение о вызове определенной функции — вместо (или помимо) генерации текста.

Здесь нужно понять одну ключевую особенность: модель должна быть хорошо обучена работать с JSON-схемами, ведь фактически Structured Outputs и Function calling связаны с передачей модели JSON-схемы и парсинга JSON-а из ответа модели. И Spring AI отлично справляется с этими задачами.

Начать работать со Spring AI несложно, есть документация.

Я не буду показывать очевидные разделы проекта Vibe JSON, в конце публикации будет ссылка на репозиторий и вы при желании сможете посмотреть код самостоятельно. Я покажу интересные, по моему мнению, места в коде, чтобы подчеркнуть возможности Spring AI.

Решение этой задачи именно на Java дает определенное преимущество: если прилагаемую к задаче 150-страничную документацию к JSON не перевести в Java-классы, ничего не получится. Это стало отправной точкой в разработке проекта.

Экскурсия по исходному коду проекта

Все начинается с описания интеграционного workflow:

@Data  
@EntityDescription("Определение рабочего процесса")  
@JsonIgnoreProperties(value = {"flowEditorConfig"})  
public class WorkflowDefinitionDto {  
  
    @NotBlank  
    @Size(max = 255)  
    private String type = "complex";  
  
    @NotBlank  
    @Size(max = 255)  
    private String name;  
  
    @Size(max = 4000)  
    private String description;  
  
    private Integer version = 1;  
  
    private String tenantId = "default";  
  
    @NotNull  
    @Valid
    private DetailsDto details;  
  
    @Valid  
    private CompiledDto compiled;  
}

Дальше идет 65 (!) java-классов, описывающих вложенные структуры рабочего процесса. Два человека из нашей команды занимались переводом спецификации в java-классы. Пришлось немного попотеть, но и здесь ChatGPT тоже помогла немного ускориться, хоть и не всегда с первого раза.

Стоит отметить, что некоторые поля классов workflow размечены аннотациями jakarta.validation.constraints. Потом это будет иметь значение при реализации function calling — механизма, который позволяет вызывать ChatGPT методы в нашем коде.

К задаче прилагались несколько json-файлов с примерами workflow. Понадобилось написать тесты десериализации, чтобы гарантировать, что наш проект будет работать с корректной структурой workflow, потому что участники жюри будут проверять работу сервиса на реальной Low-Code-системе у себя в компании. Тесты дают гарантии, что мы не разойдемся в ожиданиях.

@Slf4j  
public class WorkflowDeserializationTest {  
  
    private final ObjectMapper objectMapper = new ObjectMapper()  
            .registerModule(new JavaTimeModule())  
            .configure(DeserializationFeature.FAIL_ON_UNKNOWN_PROPERTIES, true)  
            .configure(DeserializationFeature.FAIL_ON_NULL_FOR_PRIMITIVES, true)  
            .configure(DeserializationFeature.FAIL_ON_INVALID_SUBTYPE, true);  
  
     private <T> void assertJsonMatchesDto(File jsonFile, Class<T> dtoClass) {  
        try {  
            objectMapper.readValue(jsonFile, dtoClass);  
        } catch (UnrecognizedPropertyException e) {  
            String shortMessage = String.format(  
                    "В файле [%s] обнаружено неизвестное поле: \"%s\" в классе [%s]",  
                    jsonFile.getName(),  
                    e.getPropertyName(),  
                    e.getReferringClass().getSimpleName()  
            );  
            fail(shortMessage);  
        } catch (IOException e) {  
            fail("Ошибка при десериализации " + jsonFile.getName() + ": " + e.getMessage());  
        }  
    }  
  
    @Test  
    @DisplayName("wf-1.json должен корректно десериализоваться в WorkflowDefinitionDto")  
    public void testWf1Json() {  
        File file = new File("src/test/resources/workflows/wf-1.json");  
        assertJsonMatchesDto(file, WorkflowDefinitionDto.class);  
    }

    //... прочие тесты на другие json-файлы
}

Когда у тебя столько java-классов моделей в проекте и идет достаточно интенсивная разработка, хочется быстро проверять, что все 65 классов связаны между собой. Да, можно каждый раз открывать пакет и руками проходить по списку классов в IDEA. Но мы, разработчики, ленивые люди. Всегда хочется какой-то автоматизации.

Достаточно давно для автоматизации работы со своими проектами я пишу скрипты на Bash или Groovy. И да, Groovy жив как никогда. Я очень люблю и ценю этот JVM-язык, пишу на нем скрипты, и меня особо не беспокоят расхожие выражения, что Groovy устарел или что он мертв. Это не так.

Чтобы быстро чекать связность классов workflow, я сделал скрипт на Groovy:

#!/usr/bin/env groovy  
  
if (args.length != 1) {  
    println "Usage: ./analyzePackage.groovy path/to/package"  
    System.exit(1)  
}  
  
def packagePath = args[0]  
def baseDir = new File(packagePath)  
  
if (!baseDir.exists() || !baseDir.isDirectory()) {  
    println "Invalid package path: $packagePath"  
    System.exit(1)  
}  
  
// Рекурсивно собираем все .java файлы  
def getJavaFilesRecursively = { File dir ->  
    def javaFiles = []  
    dir.eachFileRecurse { file ->  
        if (file.name.endsWith(".java")) {  
            javaFiles << file  
        }  
    }  
    return javaFiles  
}  
  
def javaFiles = getJavaFilesRecursively(baseDir)  
  
if (javaFiles.isEmpty()) {  
    println "No Java files found in: $packagePath"  
    System.exit(0)  
}  
  
Set<String> allClassNames = []  
Map<String, File> classFileMap = [:]  
Map<String, Boolean> hasFields = [:]  
  
// Собираем имена классов и проверяем на наличие полей  
javaFiles.each { file ->  
    def text = file.text  
    def matcher = text =~ /class\s+([A-Za-z0-9_]+)/  
    if (matcher.find()) {  
        def className = matcher.group(1)  
        allClassNames << className  
        classFileMap[className] = file  
  
        def fieldMatcher = text =~ /(?:private|protected|public)?\s+(?!class|interface)[\w<>]+\s+\w+\s*(=|;)/  
        hasFields[className] = fieldMatcher.find()  
    }  
}  
  
Set<String> usedClasses = [] as Set  
  
// Ищем упоминания классов в других файлах  
javaFiles.each { file ->  
    def text = file.text  
    allClassNames.each { className ->  
        if (text.contains(className) && !file.name.contains(className + ".java")) {  
            usedClasses << className  
        }  
    }  
}  
  
println "\n🔍 Классы без полей (пустые):"hasFields.each { className, hasField ->  
    if (!hasField) {  
        println " - $className (${classFileMap[className].path})"  
    }  
}  
  
println "\n🧹 Неиспользуемые классы (в рамках пакета):"(allClassNames - usedClasses).each { unusedClass ->  
    println " - $unusedClass (${classFileMap[unusedClass].path})"  
}

Да, он не идеальный и может иногда давать ложные срабатывания, но это редкие кейсы. Скрипт запускается командой:

 groovy analyzePackage.groovy src/main/java/ru/javaboys/vibejson/wfdefenition

Теперь, у нас есть классы, описывающие модель данных выходного workflow. Осталось дело за малым — реализовать AI-агента.

В этом проекте у агента минималистичная функциональность. Но поскольку используется structured output и function calling — это именно агент, а не просто чат с AI-ассистентом.

Spring AI можно достаточно быстро затянуть в проект на Gradle (с Groovy DSL):


// ...

repositories {  
    mavenCentral()  
    maven {  
        url 'https://global.repo.jmix.io/repository/public'  
    }  
    maven { url 'https://repo.spring.io/milestone' }  
    maven { url 'https://repo.spring.io/snapshot' }  
    maven {  
        name = 'Central Portal Snapshots'  
        url = 'https://central.sonatype.com/repository/maven-snapshots/'  
    }  
}

// ...

ext {  
    set('springAiVersion', "1.0.0-M7")  
}

// ...

implementation platform("org.springframework.ai:spring-ai-bom:1.0.0-SNAPSHOT")  
implementation 'org.springframework.ai:spring-ai-starter-model-openai'  
implementation 'org.springframework.ai:spring-ai-starter-model-chat-memory-jdbc'

// ...

dependencyManagement {  
    imports {  
        mavenBom "org.springframework.ai:spring-ai-bom:${springAiVersion}"  
    }  
}

Использование Gradle и Groovy DSL обусловлено Jmix.

Алгоритм работы AI-агента в этом проекте можно представить такой схемой:

Теперь давайте детальнее рассмотрим элементы этого процесса.

Первое, что нам нужно, — это системный промпт, который будет управлять поведением AI-агента. Как известно, промпты рождаются в муках — и этот не был исключением:

Ты – AI помощник для построения интеграционных бизнес-процессов.  
Ты можешь обсуждать только вопросы и задачи связанные с формированием workflow.  
Твоя основная задача - преобразовывать интеграционный бизнес-процесс, описанный пользователем с помощью текста, в структуру workflow.  
Допустимые типы Starter (стартеры): {allowedStarterTypes}.  
Допустимые типы Activity (активити): {allowedActivityTypes}.  
Активити - это те кубики, из которых строится основная логика работы интеграционных бизнес-процессов.  
Стартеры - это способ запуска интеграционного бизнес-процесса.  
  
Твой алгоритм по формированию workflow из текстового описания пользователя:  
- Построй список активити в соответствии с доступными активити.  
Сам выбирай активити в соответствии с описанием интеграционного бизнес-процесса, который указывает пользователь и названием активити.  
В соответствии со структурой требуемых активити, описанных в workflow, уточни параметры недостающие для заполнения полей активити.  
- Задай вопрос какие стартеры использовать для запуска интеграционного бизнес-процесса, над которым ты работаешь.  
В соответствии со структурой требуемого стартеров, описанного в workflow, уточни параметры недостающие для заполнения полей стартера.  
- Если не хватает данных (например, отсутствует обязательный параметр), задавай уточняющие вопросы.  
- Некоторые поля workflow можешь заполнять подходящими по контексту значения на своё усмотрение.  
- Для валидации workflow используй инструмент validateWorkflow, который возвращает признак валидности и список ошибок, если workflow не валидный.  
Если были обнаружены ошибки валидации, то на основе описания этих ошибок сформируй дополнительные вопросы для пользователя,  
чтобы на их основе пользователь уточнил или исправил параметры workflow, что позволило бы пройти валидацию.  
- На каждом шаге возвращай сообщение для пользователя в поле chatMessageForUser. 
- Возвращай workflow только, если он был полностью сформирован. В противном случае, не заполняй это поле.

Здесь можно заметить интерполяцию переменных в текст промпта через {allowedStarterTypes} и {allowedActivityTypes}. У этой, казалось бы, простой операции серьезное название — prompt templates, термин получивший широкое применение в библиотеках для работы с LLM. Он нужен, чтобы сделать ваши промпты не прибитыми гвоздями к конкретным значениям, а дать им возможность подстраиваться под ваши данные.

В Spring AI есть специальные классы для работы с шаблонами:

Map<String, Object> templateParams = new HashMap<>();  
templateParams.put("allowedStarterTypes", String.join(",", WorkflowUtils.getAllowedStarterTypes()));  
templateParams.put("allowedActivityTypes", String.join(",", WorkflowUtils.getAllowedActivityTypes()));  
  
// ... 
  
SystemPromptTemplate systemPromptTemplate = new SystemPromptTemplate(systemText);  
return systemPromptTemplate.createMessage(templateParams);

Теперь мы можем объединить системный промпт с сообщением пользователя из чата и отправить запрос в API OpenAI Platform:

public LLMResponseDto processUserMessage(String sessionId, String userMessage, String currentWorkflow) {  
    Message systemMsg = createSystemInstruction(currentWorkflow);  
    Message userMsg = new UserMessage(userMessage);  
  
    List<Message> promptMessages = new ArrayList<>();  
    promptMessages.add(systemMsg);  
    promptMessages.add(userMsg);  
  
    return chatClient  
            .prompt(new Prompt(promptMessages))  
            .advisors(advisor -> advisor.param("chat_memory_conversation_id", sessionId)  
                    .param("chat_memory_response_size", 100))  
            .tools(workflowTools)  
            .call()  
            .entity(LLMResponseDto.class);  
}

Пока не смотрим на advisor. Самое интересное здесь — это entity(LLMResponseDto.class). Это тот самый Structured Output, который в этом проекте позволяет получать от ChatGPT одновременно workflow и следующее сообщение для пользователя с помощью класса LLMResponseDto:

@Setter  
@Getter  
@Data  
public class LLMResponseDto {  
    private String chatMessageForUser;  
    private WorkflowDefinitionDto workflow;  
}

Использование .entity() спасает от написания вагона бойлерплейт-кода, который нужен, чтобы заставить ChatGPT работать с JSON-схемой и отдавать ответ в виде JSON. Я знаком с этим не понаслышке, потому что в первых версиях этого проекта делал structured output «голыми руками» с помощью расширенного промпта, библиотеки для работы с json-схемами и парсинга ответа через regex. Хорошо, что Spring AI может взять на себя эту работу и вдобавок еще обрабатывать ошибки десериализации.

Следующая проблема, которую предстояло решить, — получение валидного JSON workflow. Конечно, .entity() гарантирует получение ответа в виде инстанса класса LLMResponseDto. Но проблема в том, что там внутри 65 классов и ChatGPT попросту может забыть заполнить часть полей или даже блоков workflow.

Как заставить ChatGPT заполнять все требуемые поля? Как мы добиваемся проверки полей, когда разрабатываем REST-микросервисы? Конечно же, с помощью валидации через Bean Validation! Провернуть это с ChatGPT можно с помощью Function Calling — он позволяет LLM вызывать методы в вашем коде.

Тут нет никакой магии. Библиотека-посредник сообщает LLM, что есть определенные tool, инструменты. Дает ей описание переменных и возвращаемого значения с помощью JSON-схемы. LLM передает библиотеке JSON, на вашей стороне происходит вызов метода в коде, ответ сериализуется и отдается LLM в виде JSON. Главное, это поддержка Function Calling самой моделью. Не все модели умеют делать это из коробки.

В итоге нам нужен tool, который позволит ChatGPT проверять, корректно ли она, по нашему мнению, сформировала workflow. Для этого мы опишем следующий инструмент:

@Data  
public class ValidationResult {  
    private Boolean isValid;  
    private List<String> errors;  
}

@Slf4j  
@Component  
public class WorkflowTools {  
  
    @Tool(description = "Метод позволяет выполнить валидацию workflow")  
    public ValidationResult validateWorkflow(  
             @ToolParam(description = "Текущий сформированный интеграционный бизнес-процесс") WorkflowDefinitionDto workflow  
    ) {  
        ValidationResult result = new ValidationResult();  
        List<String> errors = new ArrayList<>();  
  
        if (workflow == null) {  
            result.setIsValid(false);  
            errors.add("workflow не может быть null");  
            result.setErrors(errors);  
            logValidationErrors(errors);  
            return result;  
        }  
  
        Validator validator = Validation.buildDefaultValidatorFactory().getValidator();  
        Set<ConstraintViolation<WorkflowDefinitionDto>> violations = validator.validate(workflow);  
  
        if (!violations.isEmpty()) {  
            errors = violations.stream()  
                    .map(v -> formatViolation(v))  
                    .collect(Collectors.toList());  
            result.setIsValid(false);  
            result.setErrors(errors);  
            logValidationErrors(errors);  
        } else {  
            result.setIsValid(true);  
            result.setErrors(List.of());  
        }  
  
        return result;  
    }  
  
    private String formatViolation(ConstraintViolation<?> v) {  
        String path = v.getPropertyPath() == null ? "" : v.getPropertyPath().toString();  
        Object invalid = v.getInvalidValue();  
        String invalidStr;  
        try {  
            invalidStr = invalid == null ? "null" : String.valueOf(invalid);  
            if (invalidStr.length() > 500) {  
                invalidStr = invalidStr.substring(0, 500) + "...";  
            }  
        } catch (Exception e) {  
            invalidStr = "<unprintable>";  
        }  
        String message = v.getMessage();  
        return String.format("%s: %s (значение: %s)", path, message, invalidStr);  
    }  
  
    private void logValidationErrors(List<String> errors) {  
        if (errors == null || errors.isEmpty()) return;  
        String block = "\n================= Ошибки валидации Workflow =================\n"  
                + errors.stream().map(e -> " - " + e).collect(Collectors.joining("\n"))  
                + "\n=============================================================";  
        log.error(block);  
    }  
}

Теперь на основе системного промпта ChatGPT вызывает этот tool. Если возникает ошибка валидации, ChatGPT задает уточняющие вопросы для пользователя, чтобы дополнить или обновить данные.

Function calling и structured output — это два кита, на которых стоит разработка AI-агентов. Третий и четвертый киты — это паттерны организации цепочки запросов в LLM и качество самой модели.

Эти приемы работы со Spring AI позволяют получить AI-агента, который возвращает увесистый JSON для Low-Code-системы в MWS Octapi.

К тому же выше мы видели такую интересную штуку, как advisor. Адвисоры в Spring AI — это мощнейшие инструменты для управления циклами взаимодействия фреймворка и LLM. В этом проекте используется два базовых адвисора.

Первый вопрос, который у вас возникнет, когда вы будете писать проекты, основанные на LLM: как заставить API LLM запоминать сообщения, которые я ей раньше присылал? Как сделать память агента? Из коробки такой функциональности нет. Для этого вам нужно на своей стороне хранить историю переписки и передавать ее в специальном поле в запросе к LLM. Иногда это поле называется assistant.

В Spring AI для реализации памяти есть MessageChatMemoryAdvisor. Вот как на коленке сделать память, которая будет храниться в отдельной таблице в PostgreSQL и доставаться по ключу.

Нужно создать таблицу с помощью миграции. В доках Spring AI есть раздел про память, он выведет на различные DDL-запросы для создания таблиц. Вот пример для Liquibase:

<databaseChangeLog  
        xmlns="http://www.liquibase.org/xml/ns/dbchangelog"  
        xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"  
        xsi:schemaLocation="http://www.liquibase.org/xml/ns/dbchangelog  
                            http://www.liquibase.org/xml/ns/dbchangelog/dbchangelog-latest.xsd"        objectQuotingStrategy="QUOTE_ONLY_RESERVED_WORDS">  
  
    <changeSet id="spring-ai-add-chat-memory" author="vibe-json">  
        <!-- Создаём таблицу ai_chat_memory -->  
        <createTable tableName="ai_chat_memory">  
            <column name="conversation_id" type="VARCHAR(36)">  
                <constraints nullable="false"/>  
            </column>            <column name="content" type="TEXT">  
                <constraints nullable="false"/>  
            </column>            <column name="type" type="VARCHAR(10)">  
                <constraints nullable="false"  
                             checkConstraint="type IN ('USER','ASSISTANT','SYSTEM','TOOL')"/>  
            </column>            <column name="timestamp" type="TIMESTAMP" defaultValueComputed="CURRENT_TIMESTAMP">  
                <constraints nullable="false"/>  
            </column>        </createTable>  
        <!-- Создаём индекс по conversation_id и timestamp (по убыванию) -->  
        <createIndex indexName="ai_chat_memory_conversation_id_timestamp_idx"  
                     tableName="ai_chat_memory">  
            <column name="conversation_id"/>  
            <column name="timestamp" descending="true"/>  
        </createIndex>    </changeSet>  
</databaseChangeLog>

Дальше нужно определить адвисор и по ключу хранить сообщения:

public AiAgentService(ChatClient.Builder chatClientBuilder, JdbcTemplate jdbcTemplate, WorkflowTools workflowTools) {  
    this.workflowTools = workflowTools;  
    var chatMemory = JdbcChatMemory.create(JdbcChatMemoryConfig.builder().jdbcTemplate(jdbcTemplate).build());  
    this.chatClient = chatClientBuilder  
            .defaultAdvisors(  
                    new MessageChatMemoryAdvisor(chatMemory),  
                    new SimpleLoggerAdvisor()  
            )  
            .build();  
}

// ...

return chatClient  
        .prompt(new Prompt(promptMessages))  
        .advisors(advisor -> advisor.param("chat_memory_conversation_id", sessionId)  
                .param("chat_memory_response_size", 100))  
        .tools(workflowTools)  
        .call()  
        .entity(LLMResponseDto.class);

Здесь же мы видим SimpleLoggerAdvisor — это отличный адвисор для базового логирования взаимодействия фреймворка и LLM. Он помог мне раздебажить не одну проблему. Его нужно дополнительно настроить через проперти:

logging.level.org.springframework.ai.chat.client.advisor=DEBUG

На этом с обзором проекта можно остановиться и рассказать еще немного про хакатон. Исходный код проекта лежит на GitHub.

Финал MTC True Tech Hack и питч-сессия

Финал проходил 25 апреля в Москве в Императорском яхт-клубе. Мы прибыли в назначенное время, заняли места в зале, ждали своей очереди на питч и смотрели проекты других команд.

Тут стоит сказать, что хакатоны вроде МТС True Tech Hack — самые сложные. По сути, для участников есть два важных условия: тебе должно быть 18 лет и ты должен проживать в РФ. Поэтому команды тут самые разные, много и новичков, и опытных разработчиков. Казалось бы, где сеньоры и где начинающие? Но на True Tech Hack начинающие разработчики показывали такие результаты, что в какой-то момент я уже потерял веру в нашу победу. Одна из таких команд прям на сцене получила приглашение на стажировку в МТС от CTO Александра Бардаша. Я считаю, это очень правильный и важный поступок — помогать молодым специалистам вливаться в промышленную разработку и занимать свое место в профессии.

И вот настал наш черед делать питч. Мы пытались показать лучшие стороны нашего проекта и, конечно же, мемы — какая без них презентация. Потом была пауза для нетворкинга: можно было пообщаться с другими участниками, перекусить и поучаствовать в конкурсах.

Когда началось объявление финалистов, лично я уже не верил, что мы победим. Но потом мы все-таки услышали от ведущего наше Java Boys, дружно опешили и под аплодисменты стали продвигаться в сторону сцены. Как-то так и родилась фактура для этого поста!

В заключение хочу подвести немного итогов и выразить благодарность: МТС — за хакатон, а всем участникам — за их проекты и количество вложенных в них усилий. Такие вещи не даются легко.

Итак, чтобы сделать хороший проект, нужно:

задизайнить,
спроектировать,
написать код,
ошибиться,
найти решение,
задеплоить,
отладить.

Если вы дошли в этом деле до конца, вы и ваша команда уже победили время, лень и проблемы. Это заслуживает как минимум уважения, даже если вам не удалось попасть в призеры.

Читателям я хочу посоветовать найти силы и время, чтобы собрать команду и попасть на хороший хакатон. Это подстегивает развитие в разработке и создании проектов, прокачивает ваши навыки и дает зачатки какого-то стартаперского духа. Кто знает, может, после очередного хакатона у вас родится идея своего собственного невероятного проекта и вы представите его миру. Я вам этого искренне желаю!

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9 окт. 2025 г.

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30.07.26 00:04 Ahmed

A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.
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03.08.26 20:05 Philip

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03.08.26 20:06 Philip

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04.08.26 11:05 Kisnoles

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

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23.08.26 20:02 leslieyee

Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.
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30.08.26 15:37 [email protected]

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Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 11:16 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
01.09.26 17:34 Garry42

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

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

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
02.09.26 03:43 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
04.09.26 21:51 Kovengray

Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.
05.09.26 21:38 [email protected]

I invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
09.09.26 21:31 lisawerth897

My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684
09.09.26 21:31 lisawerth897

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

Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.
11.09.26 03:23 kimberlyhebertt6877

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

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

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

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

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.10.26 21:26 [email protected]

I Invested 45,000 Euro, and later aggreviated to 198,000 Euro. I requested to place Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@ gmail . com
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 06:13 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.10.26 17:44 Darrell1717

I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com
11.10.26 03:04 Patricia014

Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.10.26 19:34 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
13.10.26 14:14 lisalisa22

Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.10.26 12:58 melissathomason573

Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.26 14:35 lydiasmitth456

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.10.26 14:35 lydiasmitth456

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.10.26 01:58 KATHLEEN

Cyberspacetechexpert focuses on recovering stolen cryptocurrency, particularly USDT and bitcoin. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $74,000 was taken from me in January. Thanks to the best female hacker Gracias, I recovered the entire amount in just 14 hours. Her prompt response and effective methods relieved my financial burden. Her commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email Cyberspacetechexpert@gmail .com. or speak to her on What App at + 44 7476618364.
27.10.26 02:22 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
27.10.26 02:22 kimberlyhebertt6877

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684
27.10.26 02:25 KATHLEEN

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27.10.26 23:04 kevinlong

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