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Н Новости

Зачем участвовать в ИТ-фестивалях? Смотрим на примере RuCode и разбираем кейсы

Привет, Хабрчане! Меня зовут Катя Зорина, в MWS я занимаюсь молодежными и образовательными проектами. Сегодня хочу рассказать о сотрудничестве нашей компании с RuCode — всероссийским фестивалем по искусственному интеллекту и алгоритмическому программированию. Обсудим, какие перспективы открывает для молодых специалистов участие в фестивале, посмотрим кейсы от МТС с прошлого года и поймем, к чему готовиться в этом. Погнали!

9543c499d6cff320589ecdf7bca33dd7.png

Объединить талантливых специалистов на одной площадке — миссия выполнима!

Прежде чем приступить к кейсам, расскажу, что к чему.

RuCode — это всероссийский фестиваль по искусственному интеллекту и алгоритмическому программированию, который проводится консорциумом из 30 ведущих университетов России.

Идея была в том, чтобы собрать молодых талантливых ребят со всей страны в одной точке, стать площадкой для нетворкинга и старта карьеры в ИТ.

Впервые фестиваль состоялся в 2020 году, и за это время в нем испытали свои силы больше миллиона ребят из разных регионов РФ. Участие для всех бесплатное.

Интересно, что в этом году формат немного поменялся. Чемпионат по алгоритмическому программированию раньше проводился в рамках фестиваля, но сейчас отделился и будет проходить параллельно. Заявку на участие можно подать на Госуслугах до 21 сентября. Зарегистрироваться могут школьники, студенты и ИТ-специалисты всех возрастов со всей России. Главное требование — знать один из языков программирования: Python, C/C++, Java, Kotlin, Rust.

Узнать про этапы чемпионата:

Отборочный тур будет проходить онлайн до 21 сентября. Все, кто прошел этот этап, встретятся в финале — очно 19 октября на площадках «РуКод» по всей России и дружественных стран. Суперфинал будет проходить на площадке Столицы RuCode — в университете «Сириус». В нем лучшие команды будут соревноваться в алгоритмическом программировании.

Чемпионат RuCode по искусственному интеллекту тоже уже стартовал — регистрация открыта до 26 октября. Защита лучших решений назначена на 2 ноября. Торжественное награждение победителей пройдет очно в Москве 13 ноября. Присоединиться могут школьники, студенты и молодые специалисты со всей России, которые хотят повысить уровень знаний и получить опыт участия в масштабных соревнованиях.

MWS на RuCode

Чемпионаты растят талантливых специалистов

Мы не первый год поддерживаем фестиваль — почему для нас это важно? Глобальные цели у нас две.

  1. Делиться экспертизой с молодежью и вносить вклад в формирование нового поколения квалифицированных специалистов.

  2. Максимально приземлить теорию в образовательных программах на практику. Для этого наши эксперты предлагают кейсы, основанные на реальных задачах в MWS. Так мы помогаем ребятам понять, как применять полученные знания в бизнесе. Если потом они придут работать к нам в команды, им будет проще адаптироваться.

Как крупная компания мы всегда нуждаемся в талантливых кадрах. По нашему опыту на RuCode действительно приходят сильные ребята. Если говорить про школьников и студентов, часто это финалисты всероссийских олимпиад школьников по информатике и математике, а также других ключевых соревнований. То есть как раз те люди, которых мы хотим как можно раньше познакомить с нашей компанией и дать им поработать с реальными кейсами.

Здорово, что в RuCode участвуют и специалисты постарше — например, выпускники магистратур. Это тоже молодые ребята, но уже с опытом, которые могут прийти в компанию не только стажерами и джунами, но и мидлами. Мы стараемся знакомить их с экспертами интересующего профиля, в команде с которыми они, возможно, будут работать.

Иногда к нам на фестивале подходят ребята и говорят: «Познакомьте нас с Мишей, мы хотим к нему в команду!». Речь о Михаиле Степнове — руководителе центра R&D Big Data в МТС, он практически стал лицом RuCode. Михаил готовит кейсы, читает доклады, проводит карьерные консультации по своей профилю — и мы получаем много классной обратной связи.

Михаил Степнов, RuCode GenAI CONF: генеративный искусственный интеллект
Михаил Степнов, RuCode GenAI CONF: генеративный искусственный интеллект

А еще у нас есть приятная традиция: лучших участников чемпионата мы пригласим на экскурсию в офис МТС. Там ребята познакомятся с нашими проектами и корпоративной культурой.

Экскурсия для финалистов Всероссийской олимпиады школьников по искусственному интеллекту, офис МТС
Экскурсия для финалистов Всероссийской олимпиады школьников по искусственному интеллекту, офис МТС

Эксперты MWS выступают с докладами

В рамках RuCode проходит Всероссийская конференция GenAI CONF, где спикеры от MWS читают доклады.

В прошлом году Михаил Степнов выступал с темами «Большие языковые модели как операционные системы будущего» и «Системы поддержки принятия управленческих решений: AI for decisioning». Никита Зелинский, руководитель Центра компетенций Data Science, — с докладом «Обзор foundation models для time series». А прямо сейчас наши эксперты работают над докладами, которые участники и гости чемпионатов услышат в этом году.

После выступлений можно будет задать вопросы спикерам и получить ответы в прямом эфире. Встретиться с любимым экспертом можно и в зоне нетворкинга, чтобы обсудить свой кейс, тренды и карьерные треки.

RuCode.Столица — кульминация фестиваля

В 2024 году фестиваль завершился ИТ-праздником под названием RuCode Столица. Он проходил в Ставрополе 19 и 20 октября на площадке Северо-Кавказского федерального университета (СКФУ). Собралось 4 500 участников и еще 12к+ человек присоединились к нам онлайн.

Для гостей была организована образовательная программа и много активностей: лекторий, множество интерактивных зон, площадки для нетворкинга, карьерные консультации, ИТ-квесты и мастер-классы, розыгрыш мерча. Здесь же были презентованы лучшие решения по треку «Искусственный интеллект».

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Эксперты от нашей компании выступали с докладами в нескольких секциях:

  • Лия Королева, HRD. «Новые кадры решат все: автоматизация и роботизация».

  • Анна Вербецкая, контент-менеджер компании MWS AI. «От разработчиков — авторам: ИИ-решения, которые медиа могут использовать прямо сейчас».

  • Константин Лукашов, старший менеджер по работе с ключевыми клиентами в образовании МТС Линк. «Цифровые инструменты в образовании: инновационные подходы к организации курсов».

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А еще наши эксперты были в составе жюри на презентации лучших решений трека «Искусственный интеллект»:

По центру — Анна Щеникова, аналитик Департамента операционного управления. Справа — Татьяна Смирнова, старший рекрутер Центра Big Data MTC
По центру — Анна Щеникова, аналитик Департамента операционного управления. Справа — Татьяна Смирнова, старший рекрутер Центра Big Data MTC

В этом году RuCode Столица пройдет в том же формате, но на этот раз в «Сириусе».

Что интересного происходило на стендах MWS

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В прошлом году стенды от МТС работали на двух больших мероприятиях — RuCode Конференция в Москве и RuCode Столица в Ставрополе, о которых я уже писала выше. На них проводились активности для участников — ИТ-квизы, розыгрыш мерча, игры в ИТ-элиас, гадание на ИТ-Таро и так далее. Также на стенде работали HR-специалисты из МТС. Они рассказывали, как построить карьеру в ИТ, как начинающему специалисту составить резюме, даже если кажется, что опыта нет совсем. Проверяли резюме, которые уже были у ребят на руках, и давали советы, как их улучшить. Отвечали на вопросы по стажировке и штатных вакансиях в МТС.

Радует, что ребята, которые подходили на стенды, уже были погружены в продукты компании. Многие интересуются развитием конкретного проекта, спрашивают, какие у нас есть наработки. Еще нас часто спрашивают про конкретные команды в МТС: какой тут стек, какие технологии мы используем, как планируем развиваться.

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Четыре трека

Скрин с официального сайта

Всего у фестиваля RuCode четыре больших направления. В них действующие эксперты МТС делятся экспертизой в сферах искусственного интеллекта и алгоритмического программирования: проводят вебинары, записывают образовательные видео, выступают с докладами и, конечно, готовят кейсы для соревнований.

Такие кейсы с прошлогоднего фестиваля как раз и покажу дальше.

Кейсы от МТС на RuCode 2024. Трек «Искусственный интеллект»

Сначала отмечу, что мы не просто придумываем кейсы и «закидываем» их в ребят, а проводим серию встреч и записываем подкасты с нашими экспертами и методистами. На них разбираем задачи вдоль и поперек и отвечаем на вопросы участников в прямом эфире. Цель — чтобы каждый участник понимал, что именно ему делать и как создать решение, которое может претендовать на призовые места.

А теперь к конкретным примерам: давайте смотреть, какие кейсы от нас были в 2024 году для RuCode Старт и Финал.

«Бизнес-компас»

Описание задачи

В мире бизнеса, где каждый месяц приносит новые вызовы и возможности, способность предугадывать финансовые потоки становится важнейшим инструментом для принятия решений. Представьте, что вы разрабатываете модель, которая помогает компаниям заглянуть в ближайшее будущее и понять, каким будет их оборот в следующем месяце. Такой прогноз позволяет лучше понимать финансовое положение компании на рынке и отслеживать актуальные изменения.

В вашем распоряжении находится таблица, содержащая информацию о бронированиях номеров, их стоимости и статусах. Для решения задачи потребуется анализ временных рядов, чтобы выявить закономерности и сезонные колебания, влияющие на доходы. Модель должна учитывать как исторические данные о заказах, так и текущие тренды, что позволит точно прогнозировать будущие обороты. Данные для задачи предоставлены компанией МТС.

Задание

Вам необходимо:

  • обучить модель и предсказать оборот сервиса бронирования отелей на каждый день с 1 по 30 июня 2024 года (на месяц вперед);

  • загрузить .csv файл с предсказаниями.

Решение участников должно содержать: код для запуска обучения модели train.py/train.ipynb, код для запуска работы модели в режиме предсказания и формирования .csv файла на тестовом наборе predict.py/predict.ipynb, веса обученной модели, список необходимых библиотек и их версий. Ваш код должен полностью автоматически воспроизводить все этапы обучения модели, чтобы члены жюри могли повторить ваши результаты. Файлы predict.py/predict.ipynb должны считывать веса обученной модели, запускаться целиком и выдавать ответ на тестовом наборе без обучения модели. Файл train.py/train.ipynb должен запускаться целиком — нерабочий/ненужный код должен быть закомментирован. Если в train.py/train.ipynb вы реализовали множество моделей, код должен запускать обучение только вашей финальной модели/финального ансамбля моделей.

Данные

Набор данных вы сможете скачать, перейдя по ссылке. Обучающий набор состоит из 5 408 820 строк. Набор train_extra.csv состоит из 185 626 строк.

В этой задаче нет тестовой выборки, так как модель должна уметь делать прогноз на будущее.

Файлы:

  • train.csv — обучающая выборка;

  • sample_submission.csv — пример предсказаний;

  • train_extra.csv — обучающая выборка для дообучения для закрытого теста (данные за июнь 2024-го).

Поля в обучающей выборке:

Имя поля

Описание

Обязательное поле

service_date

Дата создания заказа

Да

service_status

Статус заказа («Подтвержден», «Аннулировано, без штрафа», «Аннулировано, штраф» и т. д.)

Да

sum_price

Стоимость бронирования

Да

hotel_id

Идентификатор отеля

Да

hotel_category_star

Звездность отеля

Нет

hotel_max_rooms

Число комнат в отеле

Нет

hotel_type

Тип отеля (апартаменты, хостел, гостевой дом и т. д.)

Да

city_name

Город, где находится отель

Нет

region_name

Регион, где находится отель

Нет

country_name

Страна, где находится отель

Да

Метрика
RMSE

Формат вывода
Файл .csv с двумя колонками: "date" и "forecast_value". В первой строке указаны соответствующие заголовки, в остальных строках — полученные данные. Дата должна быть приведена к формату datetime64[ns], в виде yyyy-mm-dd.

Рекомендации
Изучите, сколько сезонных зависимостей можно выявить в данных. Подумайте, можно ли как-то использовать информацию о регионе и стране отеля.

Материалы

Временные ряды:
Лекция Михаила Ронкина на Rucode 2023 «Обзор современных алгоритмов предсказания временных рядов»

«Мастер кадра»

Описание задачи

В гостиничном бизнесе визуальный контент играет решающую роль при выборе отеля. Но когда у отеля сотни фотографий, важно, чтобы они были правильно организованы и классифицированы. Представьте систему, которая автоматически распознает тип помещения на фото — будь то номер, пляж или ресторан — и помогает клиентам мгновенно находить нужные изображения. Такая технология улучшит загрузку и управление фото на сайте, а также откроет новые возможности для умного поиска.

Вам предстоит создать алгоритм классификации, способный различать фотографии различных территорий отелей. Модель должна учитывать разнообразие стилей, освещения и композиции, обеспечивая высокую точность классификации. Это позволит отелям повысить качество обслуживания клиентов и выделиться среди конкурентов, а для вас станет интересным вызовом в области машинного обучения и компьютерного зрения.

Задание

Вам необходимо:

  • обучить модель и классифицировать изображения на один из 16 классов;

  • загрузить .csv файл с предсказаниями.

b55eda141af477396fa2228677d56798.gif329a620e46fa62e4de352ca2e4202556.gifcefae74df06eda3a4d09bdf43fcd49b8.gif

Для воспроизводимости ваших результатов при проверке обязательно фиксируйте seed генераторов случайных чисел при обучении ваших алгоритмов. Записывайте seed в имя файла с ответами. Выбирайте seed каждый раз случайным образом и всегда записывайте его в имя файла с ответами для воспроизводимости результатов.

Решение участников должно содержать: код для запуска обучения модели train.py/train.ipynb, код для запуска работы модели в режиме предсказания и формирования .csv файла на тестовом наборе predict.py/predict.ipynb, веса обученной модели, список необходимых библиотек и их версий. Ваш код должен полностью автоматически воспроизводить все этапы обучения модели, чтобы члены жюри могли повторить ваши результаты. Файлы predict.py/predict.ipynb должны считывать веса обученной модели, запускаться целиком и выдавать ответ на тестовом наборе без обучения модели. Файл train.py/train.ipynb должен запускаться целиком — нерабочий и ненужный код должен быть закомментирован. Если в train.py/train.ipynb вы реализовали множество моделей, код должен запускать обучение только вашей финальной модели/финального ансамбля моделей.

Данные

Набор данных вы сможете скачать, перейдя по ссылке. Тренировочный набор (train set): данные для обучения модели участникам предлагается найти самостоятельно. Тестовый набор (test set): Этот набор содержит только изображения. Ваша задача — предсказать класс для каждого изображения.

  • Путь: test/.

  • Структура: test/<image_name>.jpg.

  • Количество изображений: 1 124.

Пример ответа (sample_submission): пример файла с ответами.

Метрика
Weighted F-score.

Формат вывода
Файл .csv с двумя колонками: "image_name" и "label":

  • image_name: идентификатор изображения.

  • label: номер предсказанного класса (один из 16).

Рекомендации

  • Предварительная обработка изображений: подумайте о таких техниках предобработки, как аугментация данных, нормализация и другие методы, которые могут помочь улучшить производительность модели.

  • Обучение модели: попробуйте различные архитектуры (классические CV сетки, трансформеры и т. п.)

  • Постарайтесь собрать как можно более разнообразную обучающую выборку.

Ограничения

  • Каждое изображение принадлежит только одному классу.

  • Допускается использование предобученных моделей.

Материалы

«Валя, у нас отмена!»

Описание

Отелям важно понимать, какое из бронирований может быть отменено пользователем. Возможные плюсы для отеля:

  • Оптимизация управления номерами: зная вероятность отмены бронирования заранее, отель может эффективнее управлять доступностью номеров. Например, можно предоставлять только часть номеров для онлайн-бронирований, чтобы минимизировать потери от отмены.

  • Планирование ресурсов: зная, что определенное количество бронирований, скорее всего, будет отменено, отель может более точно планировать свои ресурсы, включая персонал, инвентарь и питание.

  • Улучшение сервиса: предсказание отмены бронирования позволяет отелю своевременно связаться с гостем и предложить альтернативные варианты или скидки для удержания клиента. Это может помочь улучшить обслуживание и удовлетворенность клиентов.

Задание

Вам необходимо:

  • Используя данные о бронированиях и отелях, требуется построить модель классификации, предсказывающую отмену бронирования.

  • Получить предсказания на тестовых данных public_test.zip.

  • Сохранить предсказания в виде .csv файла без заголовка и загрузить их на Яндекс.Контест.

Данные

Набор данных можно скачать по ссылке.

Метка 0 — выполненный заказ, 1 — отмененное бронирование.

Общий набор был поделен на обучающую, открытую тестовую и закрытую тестовую выборки в соотношении 70: 15: 15. Итоговый размер каждого тестового набора составляет 607 030 строк, а размер обучающего набора — 2 832 810 строк.

Датасет содержит следующие данные:

Название столбца

Данные в столбце

service_id

Id бронирования

service_date

Дата заказа бронирования

service_checkin

Дата заезда на объект

service_checkout

Дата выезда

service_price

Стоимость бронирования

service_child_cnt

Количество детей в бронировании

service_people_cnt

Количество гостей (дети + взрослые)

client_id

Id клиента

client_segment

Сегмент клиента

hotel_id

Id объекта

country_name

Страна расположения объекта

city_name

Город расположения объекта

category_star

Количество звезд объекта (при наличии)

hotel_type

Тип объекта

hotel_seasonal

Флаг сезонности объекта

room_category

Категория номера

service_status

Последний статус бронирования: 0 — для выполненных заказов, 1 — для отмененных.

Метрика
F1-macro.

Формат вывода
Файл .csv со столбцом ответов размерностью (607030, 1), без заголовка, состоящий из 0 и 1, где 0 — выполненный заказ, 1 — бронирование отменено. Пример файла с ответами — sample_sub mission.csv

Материалы

В большинстве случаев задачу классификации табличных данных решают градиентным бустингом. Но в последнее время появились алгоритмы, основанные на трансформерах. Ниже представлены материалы, в которых вы можете узнать больше об этих алгоритмах.

Градиентный бустинг:

Трансформеры табличных данных:

К чему готовиться в этом году

В 2025-ом от МТС будут два кейса — базовый и продвинутый. Приступить к решению простой задачи «Контент-мейкер» можно уже сейчас, а условия кейса продвинутого уровня «Что посмотрим?» откроются 1 сентября.

Подробнее о задачах в этом году и о том, чем они отличаются от прошлогодних, я попросила рассказать Ивана Копылова — ведущего разработчика департамента ML, центра компетенций CV, компании MWS AI. Иван работал над кейсами в команде с Михаилом Степновым.

Иван Копылов. День финтеха в АлтГУ
Иван Копылов. День финтеха в АлтГУ

«Базовый кейс — практичная входная задача на прогноз досмотра: по истории взаимодействий и метаданным нужно предсказать, посмотрит ли пользователь ролик больше чем на 50%. Это понятная бинарная классификация. Нужно будет аккуратно поработать с признаками, дисбалансом классов и калибровкой вероятностей. Подходит тем, кто хочет быстро погрузиться в продуктовую логику видеоплатформы и получить устойчивый бейзлайн.

Продвинутый кейс — персональный ранжирующий рекомендатор для видеохостинга. Требуется сформировать для каждого пользователя упорядоченный топ-10 видео, опираясь на историю взаимодействий, метаинформацию о контенте и демографию.

Принципиальное ограничение в этом году — используем только архитектуры семейства Transformer (encoder-only, decoder-only или encoder-decoder; допустимо дообучение предобученных моделей). Мы целенаправленно смещаем фокус на современные последовательностные модели: они лучше улавливают сессионные паттерны, позволяют естественно работать с разнородными признаками через эмбеддинги и дают возможность честно сравнить подходы на едином классе архитектур.

Система оценивания в продвинутой задаче тоже обновлена: мы ранжируем решения по среднему из нормализованных MAP@10 и MAR, то есть учитываем не только точность попаданий в топ, но и полноту релевантных рекомендаций.

Финальный зачет — по второму тестовому набору, который открывается за несколько дней до финиша. Вместе с ответами участники передают код и веса для воспроизводимости, а фиксированный seed обязателен и должен быть отражен в именах артефактов. Это повышает прозрачность, борется с переобучением на публичный лидерборд и стимулирует аккуратную экспериментальную практику.

Что нового в задачах, если сравнивать с прошлым годом? Мы усилили требования к воспроизводимости (код + веса + фиксированные сиды), ввели двухэтапное тестирование с закрытым финальным набором, ужесточили класс допустимых моделей до Transformer-семейства и переключили метрику на комбинацию nMAP и nMAR, чтобы поощрять не только «острые» топ-позиции, но и устойчивое покрытие интересов пользователя.

В критериях жюри дополнительно будут учитывать разумный размер модели (при близком качестве более компактные решения будут иметь преимущество) и осознанность: зачем выбран именно этот вариант, какие гипотезы проверялись, как устроен пайплайн.

Все это может звучать сложно, но хочу успокоить. Мы будем проводить вебинары для участников, где разберем неясные моменты, ответим на вопросы и дадим советы, как создать решение-победителя».

Давайте теперь подытожу. Базовая задача — это быстрый, полезный вход в продуктовую аналитику просмотра. Продвинутая — честное соревнование ранжирующих рекомендаций на трансформерах с современными требованиями к качеству и воспроизводимости. Такой дуэт позволяет участникам выбрать комфортную глубину участия и при этом прокачать навыки, которые реально востребованы в индустрии. К этому мы и стремимся!

Время вопросов

Сегодня я постаралась подробнее рассказать о фестивале RuCode, чемпионате по алгоритмическому программированию, активностях MWS. Мы посмотрели кейсы 2024 года и сориентировались, к чему готовиться в этом. Пока наши эксперты прорабатывают задачи, строят сетку докладов и встреч с участниками, вы можете задавать вопросы по фестивалю и чемпионату в комментариях. Постараюсь помочь информацией. И спасибо, что читали!

Источник

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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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.

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  • 23.08.26 20:02 leslieyee

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  • 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

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 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

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  • 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

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