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Новости
GigaChat MAX — новая, сильная модель GigaChat
Салют, Хабр! Прошедший сезон оказался богат на релизы: ровно год назад мы делились новостями о GigaChat Pro, затем весной рассказали об увеличении контекста и улучшении возможностей модели, а совсем недавно завершили обучение GigaChat Vision: мы научили GigaChat понимать картинки и уже пишем про это статью.
Спойлеры к GigaChat Vision
Наши модели непрерывно развиваются, обретая всё больше новых функций, и о некоторых из них мы готовы рассказать вам уже сегодня!
Мы решили, что хотим чаще делиться с вами новостями. Поэтому приглашаем всех подписаться на telegram‑канал команды GigaChat'a и вместе с нами пройти путь в его разработке.
В последнее время наша команда усердно трудилась над совершенствованием архитектуры всей линейки моделей, методов их обучения и повышения качества обучающих данных. В ближайшем будущем ожидается публикация статьи о поумневших и совершенно новых Pretrain‑моделях версий Lite и Pro, но сегодня мы поделимся другой важной новостью. Встречайте GigaChat MAX — самую мощную модель в семействе GigaChat!
Модель доступна в Telegram‑боте, в веб‑версии и через публичный API (в режиме раннего доступа). Чтобы ощутить качество ответов GigaChat MAX, рекомендуем протестировать модель именно в веб‑версии, там доступна наша новая фича — красивые и структурированные ответы. Вам понравится!
Про красоту ответовМожно сравнить наглядность ответа в веб-версии и Telegram:
От версий Lite и Pro модель Max отличает качественно новый уровень внутренних знаний, возросшие способности к логическому мышлению, умение качественно решать практически любые ваши задачи (а если нет, научим). Прогресс GigaChat'а основан на тысячах часов работы команды ❤️, триллионах токенов чистых данных, а также оптимизации конвейеров обучения и инференса. Много о чём ещё нужно поговорить, поэтому давайте перейдём сразу к делу — сценариям использования и метрикам.
Наши возможности
Мы подготовили несколько классных демонстраций работы GigaChat MAX на прикладных задачах. Вы можете:
Писать код для решения геометрических задач:
Геометрия на цилиндреЗадавать вопросы по документам и файлам. В частности, по научным статьям:
Вопросы к документам
Просить дать уравнение затухающих колебаний и нарисовать его с помощью Python:
Уравнение колебаний
GigaChat MAX успешно решает не только рутинные задачи, но и способен справляться с более сложными запросами. Правда, иногда для достижения наилучшего результата может понадобиться повторить запрос несколько раз.
Мы продемонстрировали примеры задач, с которыми GigaChat MAX успешно справляется уже сегодня, хотя предыдущим моделям такие возможности были недоступны. Всё выглядит хорошо, но стоит помнить, что оценка языковых моделей основывается не столько на конкретных примерах успеха, сколько на показателях метрик. Поговорим о них подробнее.
Метрики GigaChat
На сегодняшний день измерять качество языковых моделей принято как набором общепринятых бенчмарков, так и сравнением одной модели с другой (SBS). Мы измерили GigaChat на независимом русскоязычном лидерборде MERA, серии открытых (да‑да, это вам не <тайный>_MMLU_RU) и закрытых бенчмарков Сбера, а также провели SBS с лучшими моделями на рынке.
MERA
MERA — это открытый лидерборд, на котором в понимании русского языка и качестве решений различных задач могут посоревноваться любые модели машинного обучения. GigaChat-Max находится в лидерах среди русскоязычных моделей, идёт вровень с самой дорогой в мире открытой моделью LLaMa 3.1 405B и уступает лишь GPT4o (GigaChat-Max ещё не обучена до конца, мы демонстрируем производительность лишь промежуточного чекпоинта — дальше круче!). Также мы замерили производительность последних моделей YaGPT версий 3 и 4 через код MERA.
# | Модель, команда | Результат |
1 | GPT4o | 0,642 |
2 | Meta-Llama-3.1-405B-Instruct (405.0B) | 0,590 |
3 | GigaChat-Max | 0,588 |
4 | Qwen2.5-32B-Instruct-GPTQ-Int8 (32.0B) | 0,578 |
5 | Mistral-Large-Instruct-2407 (123.0B) | 0,574 |
6 | GPT4o-mini | 0,570 |
7 | Qwen2-72B-Instruct (72.7B) | 0,570 |
8 | Meta-Llama-3.1-70B-Instruct (70.6B) | 0,554 |
9 | Meta-Llama-3-70B-Instruct (70.6B) | 0,528 |
10 | GigaChat-Pro | 0,511 |
11 | GigaChat-Lite | 0,500 |
- | YaGPT 4 Pro | 0,488 |
12 | Phi-3.5-MoE-instruct (41.9B) | 0,487 |
- | YaGPT 3 Pro | 0,439 |
- | YaGPT 4 Lite | 0,415 |
- | YaGPT 3 Lite | 0,392 |
Бенчмарки
GigaChat-Max существенно прокачался относительно модели Pro и сильно развил умение решать математические задачи и писать код.
GigaChat Pro* | GigaChat MAX | Рост метрики | |
Математические задачи | |||
0,782 | 0,929 | +18,8% | |
0,446 | 0,53 | +18,9% | |
Написание кода | |||
0,439 | 0,64 | +45,8% | |
0,487 | 0,667 | +37,0% | |
Общие знания | |||
0,687 | 0,804 | +17,1% | |
MMLU RU 5-shot (бенчмарк MMLU RU, но в формате 5-shot) | 0,645 | 0,75 | +16,1% |
0,617 | 0,718 | +16,4% | |
0,431 | 0,589 | +36,7% | |
0,724 | 0,73 | +0,8% | |
0,796 | 0,832 | +4,5% | |
0,827 | 0,864 | +4,5% | |
Следование инструкциям | |||
0,566 | 0,721 | +27,2% | |
* Прирост в процентном соотношении — сравнение с текущей моделью GigaChat‑Pro версии 26.20.
На открытых бенчмарках рост метрик составил 20 %, а на закрытых (часть из них мы позже выложим в открытый доступ вместе с наборами данных) мы выбили дополнительный рост качества на 13 %.
Все замеры производились в режиме жадной генерации (при генерации всегда выбирается токен с самой большой вероятностью): {top_p: 0, temperature: 1}. Также во время всех замеров выключался дополнительный фильтр безопасности.
Side-by-side
SBS-ответы моделей оцениваются экспертами: чем чаще ответы модели оказываются лучше в парном сравнении, тем больше баллов ей достается. SBS считаются с перекрытием — то есть решение о том, какой из ответов лучше, принимается тремя независимыми экспертами. В момент принятия решения эксперт не знает, какой из моделей принадлежит авторство каждого из ответов, что позволяет сделать сравнение беспристрастным.
Важно: во всех SBS‑сравнениях ответы моделей получались с помощью параметров генерации по умолчанию (параметры генерации не передавались в API запросы).
В таком сравнении GPT4-turbo проигрывает GigaChat‑Max со счётом 49/51, YaGPT‑Pro‑v3 — cо счётом 44/56, а YaGPT‑Pro‑v4 — cо счётом 48/52 соответственно.
Без учета красоты ответа
Подробности SBS против YaGPT-Pro-v3/v4
Внимательный глаз заметит, что на нашей корзине все три модели (GigaChat MAX, GPT4-turbo и YaGPT) отвечают достаточно хорошо на большинство вопросов. Поэтому ответы из категории both_good проходят дополнительную разметку: по уровню красоты ответа. Получается, что первая SBS‑оценка игнорирует красоту ответов, а вторая (результаты ниже) при равной правильности ответов выбирает более красивый.
Красота делает ответы структурированными, а их восприятие более комфортным. Мы добавили такой пример:
И вот теперь на SBS, учитывающих форму подачи ответов, GPT4-turbo проигрывает уже со счётом 39/61, YaGPT‑Pro‑v3 — cо счётом 31/69, а YaGPT‑Pro‑v4 — cо счётом 33/67 соответственно.
Учитываем красоту ответа
Теперь учитываем красоту ответа, подробности SBS против YaGPT-Pro-v3/v4
Нам важно было создать модель, которая отвечает как минимум на уровне GPT4 (и мы даже обогнали GPT4-turbo), поэтому дальше будем сравниваться только с моделями GPT4-o (и старше, если выйдут).
С красотой всё понятно — ответы GigaChat'а стали визуально намного приятнее. Но на замере, не учитывающем красоту ответов, модели показывают себя похожим образом. Мы считаем, что:
Вопросы корзины стали слишком простыми для современных моделей, и мы заняты значительным усложнением SBS‑вопросов.
Даже будь пункт 1 решённым, замеры остаются закрытыми и таким метрикам людям извне остается только доверять (или не доверять). Этот пункт общий вообще для всех SBS‑сравнений.
Мы за открытость и честность сравнений, поэтому публикуем замеры наших моделей в основном на открытых бенчмарках. Качество генераций предлагаем оценить с помощью более сложных, а главное — открытых автометрик и judge‑метрик.
Judge-метрики
Примечания:
Все представленные модели замерялись через API.
Модели GigaChat/GigaChat-Pro/GigaChat‑Max, фигурирующие во всех замерах, доступны в режиме preview по ссылке
MT-Bench Ru
MT‑Bench используется для оценки разговорных возможностей, способности следовать инструкциям. В этом бенчмарке судья (другая LLM) выставляет оценки ответу модели в интервале от 0 до 10. В конце оценки за все ответы усредняются.
Замер производился на оригинальном репозитории lmsys, также использовался такой перевод вопросов. В качестве судьи выступала модель GPT-4. Для генераций использовались параметры генерации из репозитория, причём если категория вопроса не фигурирует в конфиге, то используется температура 0,7.
Для моделей мы проводили замеры несколькими способами. Вот их описание:
wo_filter— в замере выключен фильтр безопасности,w_filter— свидетельствует об обратном (то есть фильтр включен).OS— в модель передавалось системное сообщение от OpenAI. Отсутствие OS в названии означает, что замер производился с системной инструкцией по умолчанию (в запросе отсутствовало системное сообщение).
Arena-Hard-En
Этот бенчмарк содержит разнообразные вопросы преимущественно технической направленности, такие как задачи по математике, программированию, машинному обучению и другим областям. Замер производился на оригинальном репозитории. В отличие от MT‑Bench оценка моделей происходит совершенно иным образом. Судья (другая LLM) не проставляет оценку, а сравнивает два ответа: кандидата и базовой модели. На основе этих пар и строится итоговый рейтинг. У базовой модели в таком замере итоговый результат всегда равен 50.
Как и предусматривает бенчмарк, тут использовались жадные параметры генерации. Для моделей GigaChat использовались параметры:
temperature: 1.0,
top_p: 0.0Для остальных моделей:
temperature: 0.0Почему такие параметры идентичны, объяснит GigaChat:
Модель‑судья — gpt-4–1106-preview. Базовой моделью выступила gpt-4–0314.
Разницу метрик GigaChat и GigaChat Pro с различными системными промптами можно легко объяснить: с системным сообщением по умолчанию (написано на русском) модель довольно часто отвечала на русском языке, в таких ситуациях судья всегда отдавал предпочтение базовой модели.
Arena-Hard-Ru
Бенчмарк является точной копией предыдущего, только вопросы переведены на русский язык, для прогонов был использован этот перевод. Единственное отличие от замера на английском языке: базовой моделью была выбрана gpt-4–0613. Все остальные параметры полностью совпадают с Arena‑Hard‑En.
Артефакты замеров GigaChat и моделей OpenAI (генерации моделей и судейства) можно подробно изучить в этом репозитории.
Arena-General-Ru
Ещё одна арена на русском с 500 уникальными вопросами. Все замеры проводились с помощью оригинального репозитория, а моделью-судьей выступила GPT4o. Скриншот из лидерборда покажем ниже:
Итог арен:
Смесь метрик SBS, арен, автометрик и замеров на бенчмарках показывает, что GigaChat‑Max получился очень хорошей моделью. И всё же нам ещё есть куда тянуться ;)
GigaAlignment
Красота
На значимость красоты ответов обратили особое внимание после появления платформ вроде LLM‑arena, где пользователи могут сравнивать ответы разных моделей между собой. Такие платформы фактически привели к новой «гонке за качество», где модели вынуждены стремиться не только к точности, но и к структурированности, ясности и эстетике подачи информации в своих ответах.
Структурированная подача информации и эстетическая привлекательность зачастую оказывали прямое влияние на предпочтение пользователей, даже если оба ответа были полезными и фактологически верными.
Красота в подаче информации работает как инструмент для создания последовательного повествования: она помогает структурировать ответ, привлечь внимание к наиболее важным аспектам и организовать логические акценты.
Сделать ответы красивыми — отдельный вызов
Сделать ответы красивыми было для нас отдельным вызовом. В обучение моделей‑предшественников было вложено слишком много. AI‑тренеры, редакторы, студенты и даже сотрудники банка трудились над созданием набора данных с самого запуска проекта GigaChat.
Просто переписать ответы так, чтобы они соответствовали всем новым руководствам, заняло бы много месяцев.
Переиспользование и структурирование данных
Чтобы переиспользовать все прошлые наработки и сделать ответы более привлекательными и структурированными, не теряя при этом в фактологической точности, мы разработали ряд конвейеров по их улучшению:
Предразметка: подготовка ответов для структурирования и визуального улучшения.
Сравнение: проверка, действительно ли новый ответ лучше старого.
Валидация ответа: подтверждение соответствия улучшенного ответа установленным требованиям.
Редактура: окончательная доработка и форматирование, после которой неизбежно следует валидация.
Только после этого данные могут попасть в обучение новой модели.
Схема разметки данных. Как мы делали ответы красивыми
Вот некоторые выдержки из нашей инструкции, которая использовалась для разметки обучающих данных:
Определяем структуру текста:
Если ответ длинный или сложный, то разбиваем его на разделы, используем заголовки и подзаголовки для чёткой организации структуры ответа.
Если ответ короткий или не очень сложный, то стараемся использовать выделение ключевых/технических терминов (подробнее об этом будет чуть ниже).
Как используем списки:
Нумерованные списки: используем, когда порядок важен (например, этапы приготовления борща).
Маркированные списки: применяем для перечислений, когда порядок не имеет значения.
Выделение ключевых терминов:
Используем жирный шрифт для выделения важных понятий или действий, чтобы привлечь внимание.
Курсив стараемся использовать для выделения определений или акцентирования внимания на специфичных словах.
Код и технические термины:
Используем одинарные кавычки (`функция`) для выделения названий функций, переменных и команд.
Для многократных строк кода используем тройные кавычки (```python <здесь код>```) для создания блока кода.
Примеры и иллюстрации:
Вставляем конкретные примеры после объяснений, чтобы продемонстрировать, как работает концепция. Например, используем такой подход, если в ответе необходимо вернуть код, но только в случае сложных функций.
Если возможно, используем таблицы для структурирования данных. В ответах они выглядят просто потрясающе!
Используем визуальные акценты:
Если текст позволяет, добавляем эмодзи, чтобы передать эмоциональный окрас, но делаем это уместно и умеренно.
Так мы научили GigaChat MAX давать не только точные, но и красивые ответы.
STEM. Science Crowd
В начале этого года мы поставили амбициозную цель — улучшить качество данных в доменах STEM (Science (наука), Technology (технологии), Engineering (инженерия) и Mathematics (математика)) и создать более надёжные инструменты для анализа и обучения в этих областях. И эту идею реализовали, создав сообщество специалистов из топовых вузов, готовых помочь нам собрать набор данных. Так появился Science Crowd — проект, созданный для улучшения доменов STEM через сбор и разметку данных.
Почему именно оттуда?
Данные — это основа, на которой строятся модели машинного обучения, и качество напрямую зависит от того, насколько качественно размечены данные. При этом домены STEM требуют глубокой погруженности в тематику, которая часто сложна для поверхностного понимания. Требования к качеству и актуальности данных могут быть удовлетворены лишь в тесной работе с людьми, обладающими не только знаниями, но и свежим взглядом. Поэтому выбор пал на сотрудничество с университетами: они изучают актуальные вопросы и методы, работают с новыми подходами, и их выпускники и сотрудники всегда стремятся к профессиональному развитию.
Как нам это помогло
Благодаря проекту Science Crowd удалось повысить качество моделей GigaChat на задачах из области STEM, а также достичь роста метрик на многих бенчмарках, например на MATH и GSM8k. MATH охватывает задачи от средней школы до начальных университетских курсов, а GSM8k состоит в основном из школьных задач на вычисления. Каждый набор данных содержит как тестовые задачи, так и задачи для обучения. В обучающих наборах есть существенный недостаток: рассуждения в эталонных ответах сжаты и не подробные.
Учитывая недостатки open‑source обучающих наборов, мы решили готовить данные в формате «цепочки рассуждений» (chain‑of‑thoughts, CoT), чтобы модель могла проходить шаги решения поэтапно. Этот подход помогает модели лучше ориентироваться в логике задачи, улучшая её способность решать схожие задачи в будущем. При этом каждое решение было проверено нашими экспертами.
Примеры:
Раз
Два
Здесь обойдёмся без подробностей, но обязательно напишем отдельную статью с описанием процесса разметки и подготовки данных в STEM и поделимся тестовыми наборами, о которых расскажем ниже 🙂. А теперь про результаты.
Результаты GigaChat‑Max сопоставимы с метриками лучших моделей, таких как GPT-4, хотя модель всё ещё уступает некоторым из них: 53 % на MATH и 92 % на GSM8k.
Чтобы удостовериться, что наши модели эффективно справляются с прикладными задачами, важными для студентов и преподавателей, мы собрали и замерили бенчмарки из сложных вопросов по биологии, химии и математике. Эти задания, собранные из российских вузовских учебников, позволяют оценить уровень применимости моделей в образовательных сценариях.
Метрики
Test sets (accuracy) | |||||
model | SC* Math | SC* Biology | SC* Chemistry | MATH | GSM8k |
chatgpt-4o-latest | 0,68 | 0,81 | 0,57 | 0,73 | 0,92 |
GigaChat-Max | 0,66 | 0,73 | 0,58 | 0,53 | 0,92 |
GPT-4 | 0,64 | 0,74 | 0,54 | 0,52 | 0,92 |
GigaChat-Pro | 0,59 | 0,68 | 0,49 | 0,45 | 0,78 |
*SC — Science Crowd
SC Math/Biology/Chemistry — бенчмарки формата MMLU c четырьмя few‑shot‑примерами. Содержат системное сообщение с описанием задачи и области знаний, в которой будет задаваться вопрос. Few‑shot‑примеры оформлены различными репликами в виде контекста, формат был позаимствован из cookbook OpenAI.
MATH — бенчмарк с математическими задачами уровня от средней школы до первых курсов университета, с четырьмя few‑shot-примерами.
GSM8K — бенчмарк cо школьными задачами уровня начальной и средней школы, с пятью few‑shot-примерами.
Все замеры проводились с жадными параметрами генерации.
Диалоги и работа с функциями
За всё время обучения моделей мы постоянно расширяли экспертизу, а с каждой новой итерацией становилось всё больше требований к данным. Наши данные должны удовлетворять следующим критериям:
фактологическая правильность, безопасность и «красивость» ответов;
максимальное разнообразие по задачам и темам контекстных диалогов;
поддержка всех модальностей, включая функции.
И критериев становится всё больше, поэтому мы хотим анонсировать будущую статью о наших проектах и методах разметки для формирования SFT‑наборов. У нас много опыта в создании разнообразных SFT‑данных, и мы обязательно поделимся им с вами. Сегодня же остановимся на функциях.
Что такое функции и зачем они нужны?
Функции — это внешние инструменты или фрагменты кода, к которым модель может обращаться для выполнения задач пользователей. Они делают GigaChat способным взаимодействовать с различными внешними инструментами для выполнения различных сложных действий и расчётов за пределами чата.
Хотя модель не исполняет функции сама, она лично определяет, когда и как использовать их, исходя из своего понимания текущего разговора, данных и описания доступной функции.
Как работать с пользовательскими функциями?
Главный шаг к созданию функции — это разработка её описания в виде JSON‑схемы (своеобразной документации, по которой модель будет пользоваться вашим инструментом). Получив в контексте описание вашей функции, модель автоматически определяет необходимость вызова. Все модели GigaChat всё лучше работают с пользовательскими функциями, которые вы реализуете и исполняете самостоятельно.
Несколько примеров функций:
запрос на поиск информации в базе данных;
поиск в интернете по запросу и параметрам;
изменение статуса устройств умного дома;
вычисление математической формулы;
создание изображения по текстовому запросу с помощью сторонней нейронной сети.
Подробнее про работу с пользовательскими функциями читайте в документации или примере кода для использования функций в GigaChain.
Развитие GigaChat в навыке вызова функций
Обучая GigaChat использовать функции, мы используем несколько доменов данных. Их можно поделить на две категории:
0-shot функции — здесь мы используем множество собранных и сгенерированных описаний. Цель этого домена — научить модель работать с различными функциями.
in‑house функции — они включают в себя наиболее сложные примеры функций, используемых во внутрибанковских продуктах, в том числе в агентных системах.
Ниже приведено сравнение на одном из наших бенчмарков, включающем в себя функции управления умным домом, получения погоды, времени, управления календарем. Там замеряются классификационные метрики того, насколько хорошо модель использует доступные функции.
GigaChat Pro* | GigaChat MAX | |
Recall | 0,95 | 0,99 |
TNR (True Negative Rate) | 0,94 | 0,98 |
Интересным преимуществом нашей модели является более функциональный API использования функций (например, в сравнении с OpenAI), позволяющий модели также работать с описаниями возвращаемых значений. Это делает вызовы ещё точнее, предоставляя модели больше информации о доступной функциональности.
Примеры используемых нами описаний (осторожно, под катом много кода :)):
Установить напоминания (set_reminder):{
"name": "set_reminder",
"description": "Установить напоминание. Данная функция используется, если пользователь хочет установить напоминание или просит напомить о каком-либо событии.\nЕсли, зная текущее время и дату, по запросу пользователя можно однозначно определить на какое время установить напоминание, то вызови данную функцию, иначе - переспроси, например, \"На какое время?\".\nПосле вызова данной функции ответь пользователю, какое напоминание установлено.",
"parameters": {
"type": "object",
"properties": {
"title": {
"type": "string",
"description": "Текст напоминания"
},
"date_time": {
"type": "string",
"description": "Дата и время напоминания. Могут быть указаны относительно сегодняшнего дня (например, \"завтра\" или \"через неделю\"). Указание времени обязательно, дата может быть не указана. Используй формат, в котором дата и время переданы в запросе пользователя."
},
"device_name": {
"type": "string",
"description": "Название устройства, на котором будет создано напоминание. Это может быть sberboom, sberbox или другое устройство от SberDevices. Если пользователь явно не указал устройство - оставляй device_name пустым."
},
"room": {
"type": "string",
"description": "Название комнаты, где нужно озвучить напоминание. Старайся указывать название в именительном падеже. Если пользователь явно не указал комнату - оставляй поле room пустым."
}
},
"required": [
"title",
"date_time"
]
},
"few_shot_examples": [
{
"request": "создай напоминание полить цветы на кухне завтра с утра",
"params": {
"title": "полить цветы",
"date_time": "завтра с утра",
"room": "кухня"
}
},
{
"request": "напомни вечером в 9 сделать разминку",
"params": {
"title": "сделать разминку",
"date_time": "вечером в 9"
}
},
{
"request": "напомни через пять минут лекарства",
"params": {
"title": "лекарства",
"date_time": "через пять минут"
}
},
{
"request": "скажи мне выключить насос через десять минут",
"params": {
"title": "выключить насос",
"date_time": "через десять минут"
}
},
{
"request": "напомни в 3 часа за хлебом",
"params": {
"title": "за хлебом",
"date_time": "в 3 часа"
}
},
{
"request": "через час напомни за максимкой",
"params": {
"title": "за максимкой",
"date_time": "через час"
}
},
{
"request": "скажи налить воды в 7 часов",
"params": {
"title": "налить воды",
"date_time": "в 7 часов"
}
}
],
"return_parameters": {
"type": "object",
"properties": {
"status": {
"type": "string",
"enum": [
"success",
"fail"
],
"description": "Статус - удалось ли установить напоминание."
},
"error": {
"type": "string",
"description": "Текст ошибки в случае, если status == fail"
},
"reminder": {
"type": "object",
"description": "Параметры созданного напоминания",
"properties": {
"id": {
"type": "string",
"description": "Идентификатор напоминания, например '2afbbcd1-0906-45a0-a33a-9553d50c1575'."
},
"cron": {
"type": "string",
"description": "Описание периодичности напоминания. Например, \"каждый день\". Если напоминание одноразовое, то поле пустое."
},
"title": {
"type": "string",
"description": "Название напоминания, о чем надо напомнить."
},
"devices": {
"type": "array",
"description": "Словарь устройств, к которым привязаны напоминания",
"items": {
"type": "string",
"description": "Название устройства"
}
},
"reminderTime": {
"type": "string",
"description": "Дата и время старта напоминания, например 'завтра в 13 часов 23 минуты'"
},
"createdAt": {
"type": "string",
"description": "Дата и время создания напоминания, например, 'сегодня в 9 часов 47 минут 40 секунд'"
}
}
}
},
"required": [
"status"
]
}
}{
"name": "get_weather",
"description": "Позволяет узнать погоду.\nПосле получения данных от функции отвечай в стиле: \"Сейчас в Ростове-на-Дону пасмурно температура плюс 4 градуса и поднимается ветер. Такая погода продлится до ночи, ночью в среднем температура будет три градуса.\" или в таком стиле: \"Сейчас в Томске ясно, температура плюс 4 градуса, но безветренно. Днём температура повысится до шестнадцати градусов, a ночью опустится до девяти градусов.\".\nЕсли пользователь не просит точное значение ветра, то вместо цифр используй в ответе: если ветер 0 м/c - это штиль; если 1 м/с - ветра почти нет; если 2 м/с - немного ветренно; 3 м/с - ветрено; 4 м/с - ветер; 11 м/с - сильный ветер; 18 м/с - штормовой ветер; 21 м/с - сильный шторм; 25 м/с - буря; 30 м/с - ураган.\nВ случае ошибки про получении информации ответь пользователяю, используя поле error, например, \"К сожалению, у меня есть данные только на 9 дней\".",
"parameters": {
"type": "object",
"properties": {
"location": {
"type": "string",
"description": "Локация (страна, регион, город, море и тп.) в которой нужно узнать погоду. Указывается в именительном падеже на русском языке с большой буквы."
},
"date_time": {
"type": "string",
"description": "Время и дата (могут быть относительными, например, \"завтра\", \"через 1 час\", \"вечер\"), за которое необходимо узнать погоду.\nЗаполняется напрямую из запроса пользователя на языке запроса.\nЕсли пользователь не указал в запросе период или момент времени, то оставь поле пустым."
},
"specific_parameter": {
"type": "string",
"description": "Указывается, только если пользователь в своем запросе запрашивает определенный параметр о погоде. Допускаются вопросы о следующих параметрах: давление, температура воды, влажность воздуха, температура воздуха, осадки, направление ветра, скорость ветра. Например, если пользователь просит температуру или спрашивает сколько градусов, то передай параметр \"temperature\".",
"enum": [
"pressure",
"water_temperature",
"humidity",
"temperature",
"precipitation_amount",
"wind_direction",
"wind_speed"
]
}
},
"required": []
},
"few_shot_examples": [
{
"request": "какая сейчас температура?",
"params": {
"date_time": "сейчас",
"specific_parameter": "temperature"
}
},
{
"request": "сколько градусов на улице",
"params": {
"specific_parameter": "temperature"
}
},
{
"request": "какое атмосферное давление",
"params": {
"specific_parameter": "pressure"
}
},
{
"request": "какая погода через 3 дня в москве",
"params": {
"date_time": "через 3 дня",
"location": "Москва"
}
},
{
"request": "какая погода на этой неделе во франции",
"params": {
"date_time": "эта неделя",
"location": "Франция"
}
},
{
"request": "будут ли сегодня вечером осадки",
"params": {
"date_time": "вечер",
"specific_parameter": "precipitation_amount"
}
},
{
"request": "брать ли мне с собой зонтик сегодня на прогулку?",
"params": {
"date_time": "сегодня",
"specific_parameter": "precipitation_amount"
}
}
]
}Агенты
Мы уже начали применять GigaChat MAX в агентных системах (готовим пост для Telegram‑канала и статью на Хабр), модель отлично показывает себя в качестве основы для построения агентных и мультиагентных систем. На базе GigaChain, GigaChat МAX и adaptive RAG мы сделали внутреннего бота техподдержки, и он показал прирост точности и качества ответов с 75 % (Pro) до 87 % (Max).
Giga токенизатор
При обновлении флагмана GigaChat существенно улучшили токенизатор: он эффективнее кодирует текст и обрабатывает языки программирования вместе с LaTeX. Последним двум мы уделили особое внимание: благодаря добавлению частых ключевых слов, поддержке пробелов, табуляций и переносов строк повысилась точность работы с кодовыми данными и улучшились итоговые метрики.
Токенизатор делит текст на «кусочки» (токены), которыми впоследствии оперирует языковая модель для анализа и построения текста. Задача токенизатора — делать это максимально эффективно, а эта самая эффективность обычно измеряется либо с помощью фертильности, либо подсчитывается среднее число символов на один токен. Эффективность кодирования необходима для оптимизации инференса: важно, чтобы модель генерировала больше текста за то же количество токенов.
В приведённых ниже замерах мы демонстрируем возросшую эффективность кодирования GigaChat MAX по сравнению с предшественником. В таблице: чем больше число (степень сжатия текста), тем лучше.
characters / token | ||||||
model | code_go | code_python | math | LaTex | text_en | text_ru |
GigaChat-Max | 2,920 | 4,247 | 1,271 | 1,794 | 4,377 | 4,085 |
GigaChat-Pro | 2,466 | 3,552 | 1,283 | 2,146 | 4,069 | 3,571 |
Борьба с циклами в GigaChat
Одна из самых назойливых проблем больших языковых моделей — зацикливание при генерациях ответов. Далеко ходить не надо: самый первый комментарий к одной из наших статей был про циклы :)
Проблема общая для всей технологии и проявляется даже у мировых лидеров отрасли. Существующие общеизвестные штрафы в популярных библиотеках (frequency_penalty, presence_penalty, no_repeat_n_gram и т. д.) не решают поставленную задачу, а в некоторых случаях явно портят генерацию.
Поэтому мы разработали и внедрили свой алгоритм антициклов, который управляет генерацией, устраняя повторение n‑грамм гораздо мягче, чем это делают перечисленные выше механизмы. Наш алгоритм работает динамически, позволяя гибко управлять борьбой с цикличностью в процессе.
Естественно, антициклы надо включать не всегда:
при написании кода все ключевые и повторяющиеся элементы, такие как имена переменных и функций, не должны быть изменены;
различные юридические документы, использующие одни и те же термины, не должны быть нами искажены;
то же самое касается и фактологии;
если попросить модель повторить что‑то, она должна это повторить.
Мы учли все эти сценарии, приправили их сверху пачкой эвристик. И теперь GigaChat не повторяется, если только явно не попросить его об этом:
Не только для разработчиков
В начале статьи мы писали, что проще всего пользоваться новым GigaChat через бота в Telegram или веб‑версию. Для разработчиков и тех, кто хочет настроить GigaChat под себя, мы предлагаем использовать публичный API, вот документация к нему.
А для тех, кому нужно кастомизировать GigaChat под себя, мы создали удобный интерфейс и назвали его Studio. В нём вы можете за пару кликов:
создавать ботов под свои задачи;
настраивать параметры API под себя (пока что это температура генерации и длина ответа);
тестировать различные систем‑промпты;
и многое другое.
Чтобы попробовать, воспользуйтесь нашей инструкцией: мы обсудим, как сделать из GigaChat помощника на итальянском!
Заходите по ссылке и регистрируетесь по Sber ID или другим удобным вам способом.
Выбирайте «Перейти в PlayGround».
Выбирайте стенд «Ранний доступ», затем модель — лучше всего будет работать GigaChat‑Max. Генерации ограничены лишь балансом токенов, для моделей Pro и MAX баланс общий, а для Lite — отдельный.
Вводите промпт (в переводе на русский: «Ты Гигачат. Отвечай на запросы пользователей.») и получаем GigaChat'a-итальянца!
«Tu sei GigaChat. Rispondere alle richieste degli utenti.»
Четыре шага — и бот готов! Попробуйте создать своих персонажей или использовать GigaChat в более рабочих сценариях. Важно помнить, что сейчас функция всё ещё находится в стадии Beta, поэтому к составлению промпта надо подходить внимательно: он должен содержать подробную и чёткую инструкцию к действиям, иначе GigaChat может выйти из роли. Лучше всего в качестве базовой модели использовать GigaChat MAX, однако даже с младшими моделями линейки можно добиться отличных результатов, если уделить внимание качеству инструкции.
Вместо заключения
В этой статье нам удалось рассказать о части проделанной работы и росте качества GigaChat MAX. Модель превосходит российские и большинство зарубежных аналогов по красоте ответов и их информативности. Однако это не всё: в статье мы рассказываем о промежуточном результате. А тем временем GigaChat MAX не закончил свое обучение: модель прямо сейчас доучивается на наших кластерах, чтобы покорять новые высоты.
И ещё раз об изюминке статьи — команда GigaChat запускает свой telegram‑канал (подписывайтесь), где мы расскажем больше об искусственном интеллекте, новейших технологиях и о том, как GigaChat становится умнее с каждым днем!
Stay tuned! :)
Благодарности
Хотелось бы сердечно поблагодарить:
Наших коллег из группы разметки, аналитики и алайнмента, чьи примеры использованы выше, а обучающие данные делают GigaChat всё лучше и лучше.
Сообщество экспертов, которые помогли в создании уникальных STEM-данных.
Команду инженеров и ML‑специалистов, организовавших и сопровождавших весь сложный процесс обучения и вывод модели до наших пользователей.
И, наконец, огромное спасибо Евгению Косареву (@evgenijkkk), Федору Минькину (@fminkin), Григорию Лелейтнеру (@RunFMe), Никите Савушкину, Сергею Порхуну, Владимиру Карлову, Виктории Аленчик, Никите Пастухову, Дарье Латорцевой, Эльдару Дамирову, Константину Крестникову (@Rai220), Сергею Маркову (@oulenspiegel), Сергею Аверкиеву (@averkij) и GigaChat‑Max (и он тоже ;)) за написание этого текста, большое количество полезных правок и дельных замечаний, сделавших обзор намного ярче и лучше.
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09.10.25 08:20
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09.10.25 08:24
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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09.10.25 11:05
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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11.10.25 04:41
luciajessy3
Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…
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11.10.25 10:44
Tonerdomark
A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 01:12
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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12.10.25 19:53
Tonerdomark
A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.
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12.10.25 21:36
blessing
Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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13.10.25 01:11
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 01:15
tyleradams
Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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14.10.25 08:46
robertalfred175
CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 18:07
crypto
Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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15.10.25 21:52
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 20:17
tyleradams
As time passes, there are an increasing number of frauds involving Bitcoin and other cryptocurrencies. Although there are many individuals who advertise recovering money online, people should use caution in dealing, especially when money is involved. You can trust NVIDIA TECH HACKERS [[email protected]], I promise. They are the top internet recovery company, and as their names indicate, your money is reclaimed as soon as feasible. My bitcoin was successfully retrieved in large part thanks to NVIDIA TECH HACKERS. Ensure that you get top-notch service; NVIDIA TECH HACKERS provides evidence of its work; and payment is only made when the service has been completed to your satisfaction. Reach them via email: [email protected] on google mail
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17.10.25 20:20
lindseyvonn
Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet
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17.10.25 20:22
richardcharles
I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.
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17.10.25 20:23
stevekalfman
If you need a hacker for scam crypto recovery or mobile spy access remotely kindly reach out to [email protected] for quick response, I hired this hacker and he did a nice job. before NVIDIA TECH HACKERS, I met with different hacker's online which turns out to be scam, this NVIDIA TECH HACKERS case was different and he is the trusted hacker I can vote and refer.
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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17.10.25 21:42
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 08:39
debby131
Given how swiftly the cryptocurrency market moves, losing USDT may be a terrifying and upsetting experience. Whether you experienced a technical problem, a transaction error, or were the victim of fraud, it is important to understand the potential recovery routes. Marie can assist you in determining the specific actions you can take to attempt to regain your lost USDT when you need guidance and clarification. You can reach her via email at [email protected] and WhatsApp at +1 7127594675.
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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21.10.25 11:45
harristhomas7376
"In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 04:48
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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22.10.25 07:36
donnacollier
HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM HOW I RECOVERED MY BITCOIN FROM CRYPTO INVESTMENT SCAM Hello everyone l’m by name Donna collier I live in urbandale 3 weeks ago was the darkest days of my life, i invested my hard earned money the sum of $123,000 into a crypto currency platform I was introduced to by a friend I met online everything happen so fast I was promised 300% of return of investment when it was time for me to cash out my investment and profit the platform was down I was so diversitated confused and tried to end it all then I came across upswing Ai a renowned expert in crypto currency and digital assets recovery at first it seem impossible after taking up my case within the the next 48 hours they where able to track down those fraud stars and recover my money I can’t recommend them enough to any one facing likewise change I will recommend you contact upswing Ai on Contact Details: WhatsApp +,1,2,0,2,8,1,0,1,4,0,7 E m a i l @Upswing-ai.com Website https: // u psw ing-ai. com/ platform /
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 11:59
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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22.10.25 16:31
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 01:52
marcushenderson624
Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 15:47
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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23.10.25 21:43
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:08
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:40
elizabethrush89
God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 06:54
MATT PHILLIP
I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $150,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.
-
24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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24.10.25 18:18
patricialovick86
How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 00:49
tyleradams
*HOW TO GET BACK YOUR STOLEN BITCOIN FROM SCAMMERS* ⭐️⭐️⭐️⭐️⭐️ Hello everyone, I can see a lot of things going wrong these last few days of investing online and getting scammed. I was in your shoes when I invested in a bogus binary option and was duped out of $87,000 in BTC, but thanks to the assistance of NVIDIA TECH HACKERS. They helped me get back my BTC. I didn’t trust the Hackers at first, but they were recommended to me by a friend whom I greatly respect. I received my refund in two days. I must recommend NVIDIA TECH HACKERS they are fantastic. 📧 [email protected]
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25.10.25 00:50
stevekalfman
If you ever need hacking services, look no further. I found myself in a difficult situation after losing almost $510,000 USD in bitcoin. I was distraught and had no hope of survival because i lost my life savings to this scam, I had no chance of recovering my investment. Until i came across an article on google about ([email protected]). A real-life recovery expert, everything changed completely after contacting him and explaining my ordeal to him and he quickly stepped in and assisted me in recovering 95% of my lost funds. They guarantee their clients and i got the highest level of happiness their services are highly recommended. so I’m putting this here for anyone who require their services too" Email: [email protected]
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25.10.25 05:05
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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25.10.25 10:13
wendytaylor015
My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
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26.10.25 01:03
Christopherbelle
A terrible financial shock hit me hard. I lost $860,000 in a fake crypto scheme. Things looked good until I tried to cash out my earnings. Suddenly, my account vanished into thin air. I told the police many times, but help never showed up. Despair washed over me; I felt totally beaten. Then, I found Sylvester Bryant Intelligence. Right away, they were skilled and honest about the whole thing. They looked deep into my situation. They tracked where the stolen funds went. They fought hard for me every step of the way. To my great surprise, they got my money back. I thought that was impossible. I owe them so much for their hard work and truthfulness. Sylvester Bryant Intelligence restored my peace. If scams took your crypto, contact them now. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957. or +44 7428 662701.
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26.10.25 18:09
victoriabenny463
A few months ago, I fell for what looked like a legitimate online trading platform. The website was sleek, the support team was responsive, and they even showed me fake profit charts that seemed to grow daily. I started small, and after a few test withdrawals worked, I invested more eventually depositing 2 Bitcoin in hopes of long-term returns. But one morning, when I tried to withdraw, everything changed. The platform suddenly locked my account, claiming there were additional fees to release my funds. The support chat stopped responding, and the website started giving error messages. That’s when I realized I’d been scammed. I was devastated. Two Bitcoins wasn’t pocket change, it was my savings. I filed reports online, but everyone told me it was impossible to recover crypto once it’s sent. Then, through a discussion forum, I came across Dexdert Net Recovery, a team specializing in tracing and recovering stolen digital assets. Skeptical but desperate, I reached out. Their response was immediate and professional. They asked for transaction IDs, wallet addresses, screenshots of my correspondence with the fake platform, and any proof of payment I had. Within days, their analysts traced the stolen Bitcoin through multiple wallets using blockchain forensics, They updated me step-by-step, Working with their recovery experts and blockchain partners, Dexdert Net Recovery successfully froze the funds and verified ownership of my wallet. After 2 days of persistence and verification, I finally saw my 2 Bitcoin restored back into my own wallet. I couldn’t believe it. What stood out most wasn’t just that they recovered my funds, but how transparent and supportive the Dexdert team was throughout the process. They educated me on crypto safety, how to spot fake trading sites, and how to secure my digital assets in the future. Dexdert Net Recovery truly lives up to its name. They gave me back not just my Bitcoin, but my peace of mind. Reach Out Information Below Via: Email: ([email protected]) Telegram: (https://t.me/Dexdertprorecovery) WhatsApp: (+1 (859) 609‑4156)
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