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GigaChat 3.5 — меньше, быстрее, сильнее

Салют, Хабр!

Сегодня мы выкладываем в open source GigaChat 3.5 Ultra — нашу новую 432B-модель. В этом релизе мы впервые для нашей линейки масштабировали собственную гибридную архитектуру на сотни миллиардов параметров, ускорили инференс и усилили модель в коде, агентных сценариях и сложных областях.

GigaChat 3.5 Ultra компактнее прошлого флагмана: 432 млрд параметров вместо 700 млрд у GigaChat 3.1 Ultra. Но это не компромисс «меньше, зато дешевле»: за счёт новых данных, обновлённого рецепта обучения и архитектурных изменений модель стала сильнее, а также эффективнее по памяти и скорости генерации.

Интересно? Добро пожаловать под кат.

Что нового?

GigaChat 3.5 — результат более чем 1500 экспериментов с данными, архитектурой, пайплайном обучения и гиперпараметрами. Главное:

Собственная гибридная архитектура. Мы совместили MLA-слои с GatedDeltaNet и добавили стабилизирующие механизмы, чтобы всe это устойчиво обучалось на масштабе сотен миллиардов параметров.
Более дешёвый инференс. В 432B-модели используется примерно в четыре раза меньше KV-кеша на токен, в ту же память помещается более чем в два раза больше контекста, а throughput вырос примерно на 20%.
Меньше параметров, больше качества. Модель стала компактнее 700B-флагмана, но за счёт новых данных и рецепта обучения выросла в коде, агентных сценариях и сложных областях.
Ускорение генерации через MTP. Мы добавили дополнительные MTP-головы для self-speculative decoding: основной выигрыш дают первые две, ускоряя greedy decoding в 2,2 раза.
FP8 на всех этапах обучения. Пониженная точность ускорила обучение на десятки процентов и снизила потребление памяти без потери качества относительно bf16.а
Online RL в alignment. Новый этап после Pretrain → Stage 1.5 → SFT → DPO улучшил Instruction Following, математику и качество модели на аренах.

Как мы его делали?

Данные для pretrain

В прошлых релизах фундамент pretrain мы во многом строили на синтетике: модель сама генерировала данные. На небольших моделях это работает отлично, но при сотнях миллиардов параметров и триллионах токенов синтетика со временем «схлопывается» в однотипность: разнообразие падает, покрытие реальных сценариев неполное. Поэтому в 3.5 мы переосмыслили подход, и для основы pretrain-данных используем органические, натуральные тексты.

Главный прорыв — веб. Мы прогнали HTML-документы через LLM-парсинг (да, это огромный объём вычислений), и на выходе получили чистый Markdown с сохранением формул, таблиц и структуры вместо привычной мешанины из тегов и мусора. В экспериментах это дало значительный прирост MMLU, MATH и других метрик.

Сильно прокачали код: было 16 языков программирования, стало больше 600.

Чтобы добывать математику и код из веба (форумы, разборы алгоритмов, руководства), мы обучили отдельные классификаторы. Сначала прогоняем легкий fasttext с высоким recall, он дёшево отсекает основную массу мусора, а уже отобранное докручиваем LLM-классификатором.

Мы продолжаем осваивать наш YT-кластер, и нагружаем его все активнее. На YT мы перенесли наш модуль детекции ликов, который гарантированно вычищает из обучающих данных утечки бенчмарков. Туда же переехала вся обработка веба: LLM-парсинг HTML, дедупликация, фильтрация эвристиками и классификаторами. По сути, все тяжелые операции над данными теперь крутятся на YT, и профит от этого мы получаем колоссальный.

Раньше мы итерировались по данным на небольших сетапах (3 млрд на 200 млрд токенов, 7 млрд на 40 млрд). Для 3.5 мы от этого не отказались – но для экспериментов с заваркой всего датасета мы перешли на значительно большие размеры моделей – 120 млрд MoE на 2 трлн токенов. У такого сетапа заметно выше разрешающая способность, и на нём видны эффекты, которые на маленьких моделях просто не достигаются. На новом датасете по сравнению с прошлым мы получили +6% MMLU-PRO, +6% MATH и рост по остальным pretrain-метрикам.

Несмотря на органический pretrain, синтетика никуда не делась, она по-прежнему нужна на стадии midtrain в конце обучения, чтобы прокачать сложные метрики и понимание формата. Но мы сместили фокус с генерации «с нуля» в сторону обогащения органических источников: LLM теперь не столько выдумывает задачи, сколько достраивает решения, объяснения и ответы к вопросам, извлечённым из различных датасетов, статей, веба. Мы дополнительно клали в промпт исходный текст, из которого был получен вопрос. Например, в книгах вопрос идёт сразу после параграфа, и тогда вместе с вопросом мы передавали LLM сам параграф. Это повышало достоверность: модель опиралась не только на свои знания, но и на конкретный источник.

Итоговый pretrain-корпус состоит из ~52% веба, ~16% кода, ~6% математики, ~26% качественных источников (научные статьи и пр.). На midtrain состав другой — там доля синтетики заметно выше.

Пока что в качестве основного источника сырых данных мы используем Common Crawl, но хотим скачивать интернет самостоятельно — это даст кратно больше данных. Также планируем проводить больше экспериментов в сетапе 120B/2T (это довольно дорого) и прокачивать дальше математику и код.

Этап pretrain

Зачем менять архитектуру и рецепт претрейна

Со стороны может показаться, что качество большой языковой модели определяется в первую очередь её размером и объёмом данных. Увеличили количество параметров, дольше обучали, добавили хороший датасет — получили более сильную модель.

На практике этого недостаточно, особенно когда речь идёт о MoE-системах с сотнями миллиардов параметров, длинным контекстом и высокими требованиями к скорости инференса. При таком масштабе архитектура и рецепт обучения становятся не менее важны, чем данные и compute.

Ускорение генерации почти всегда требует компромиссов. Линейное внимание, Multi-Token Prediction и другие подходы помогают быстрее генерировать текст и эффективнее использовать память, но они меняют путь сигнала внутри модели, влияют на масштаб активаций и могут сделать обучение менее стабильным.

Сравнение архитектур DeepSeek V3 и GigaChat-3.5

Дополнительная проблема — перенос чужого рецепта. Даже если архитектура описана в статье или техническом отчёте, её нельзя просто взять и безболезненно запустить на своих данных, своём пайплайне и своем масштабе. Меняются данные, подробности реализации, баланс экспертов, гиперпараметры и режим mixed precision.

С этим мы столкнулись при создании GigaChat 3.0. Мы опирались на опубликованный рецепт DeepSeek V3, но на нашем пайплайне обучение оказалось нестабильным. Дело было не только в данных: при таком масштабе начинают играть роль недосказанности технического отчёта и подробности реализации пайплайна обучения. Чтобы довести обучение до конца, нам потребовались дополнительные стабилизирующие механизмы, в том числе hidden_z_loss, о котором мы писали в предыдущей статье.

Этот опыт стал для нас отправной точкой. Для следующего релиза было недостаточно просто собрать модель из известных архитектурных решений. Нужно было понять слабые места новой архитектуры, ограничения для обучения и набор стабилизирующих механизмов, без которых модель не дойдёт до полномасштабного обучения.

Поэтому в GigaChat 3.5 мы не просто добавили линейное внимание и MTP, а собрали собственную гибридную архитектуру и собственный рецепт обучения вокруг неё. Ускоряющие фичи шли вместе со стабилизирующими: Gated Attention, GatedNorm, сэндвич-нормализацией и клиппингом активаций. Эта связка позволила нам обучить крупную open source-модель с GatedDeltaNet и линейным вниманием без потери стабильности.

Как мы стабилизировали обучение

Все ключевые архитектурные правки решали одну задачу: удержать активации под контролем при 432 млрд и 700 млрд параметров.

Масштабирование через gating

В больших моделях часто возникают неявные механизмы самостабилизации, например, attention sink и residual sink. Модель выделяет отдельный токен или признак, через который концентрируется большая часть сигнала. Это помогает удерживать масштаб, но работает неявно и плохо контролируется.

При большом масштабе такой механизм сам может стать источником шума, поэтому мы добавили явные «ручки» управления сигналом:

Gated Attention: выход attention-слоя умножается на сигмоидальный гейт. Так модель может локально напрямую приглушить слишком сильный сигнал.
GatedNorm: похожая идея применяется в нормализации. Сеть может явно масштабировать сигнал между признаками, а не полагаться на неявные «якоря». Это наше нововведение — в open source подобной архитектуры ещё не было.

Детали реализации гейтов

Gated Attention

attn = softmax(q @ k.T / sqrt(d)) @ v
attn_gate = torch.sigmoid(x @ W_gate)
attn_out = (attn * attn_gate) @ W_O

Gated Norm

x_norm = x * torch.rsqrt(x.pow(2).mean(-1, keepdim=True) + eps)
x_norm = x_norm * (1.0 + norm_weight)

# gating
norm_gate = torch.sigmoid(MLP_gate(x_norm))

# scale-neutral at init
norm_out = x_norm * 2.0 * norm_gate

Обычный sigmoid(...) при инициализации даёт значение около 0,5, потому что вход в гейт близок к нулю. Если сразу умножать сигнал на такой гейт, то модель стартует с вдвое заниженным масштабом.

Мы добавили множитель 2: 2 * sigmoid(...). При инициализации такой гейт близок к единице и почти не меняет поток данных, а дальше модель сама учится, где сигнал нужно приглушить. При большом масштабе эта небольшая правка оказалась решающей для стабильности.

Сэндвич-нормализация

Классическая pre-norm защищает вход блока attention или MLP, но не контролирует его выход. Если блок сгенерировал вектор большой амплитуды, то он сразу попадает в residual stream и проходит через следующие слои.

Сэндвич-нормализация добавляет нормализацию не только перед блоком, но и после него — перед сложением с residual stream. Так в residual stream попадает более контролируемый сигнал, а на backward-проходе нормализация работает как дополнительный барьер для шума.

Структура блоков с сэндвич-нормализацией

# attention block
h = h + post_attn_norm(attn(pre_attn_norm(h)))

# mlp block
h = h + post_mlp_norm(mlp(pre_mlp_norm(h)))

Клиппинг активаций

В MoE-слоях есть отдельная точка риска — SwiGLU. Внутри эксперта перемножаются silu(gate) и up, и редкий сильный выброс может резко усилиться перед финальной проекцией w2.

Мы не стали клиппировать весь residual stream: выбросы не всегда вредны, часть из них участвует в полезном рескейлинге модели. Вместо этого мы ограничили значения точечно, внутри эксперта, прямо перед перемножением в SwiGLU. Такой клиппинг гасит самый опасный локальный взрыв, но не мешает модели использовать масштабирование в других местах.

Детали реализации клиппинга в SwiGLU

gate = self.w1(x).float()
up = self.w3(x).float()

up = torch.clamp(up, min=-10, max=10)
gate = torch.clamp(gate, max=10)

x = F.silu(gate) * up
out = self.w2(x.to(dtype))

Как мы сделали модель эффективнее на инференсе

Линейное внимание

Обычный attention дорожает с ростом контекста. Чем длиннее запрос, тем больше KV-cache и тем сильнее генерация упирается в память.

В GigaChat 3.5 мы впервые завели гибридную архитектуру: часть слоёв осталась обычными MLA, а часть стала линейными слоями на основе GatedDeltaNet в духе Qwen Next. Так мы сохранили сильные стороны обычного attention и снизили стоимость длинного контекста.

Главный выигрыш — память. Обычное внимание хранит историю токенов, а линейное сворачивает её в состояние фиксированного размера. В 432B-модели гибридная архитектура тратит примерно в четыре раза меньше кеша на токен. В тот же объём памяти помещается в 2,14 раза больше токенов контекста.

Откуда экономия памяти

У классического внимания память растет линейно с длиной контекста: MLA хранит на каждый токен сжатый латент, и слой стоит O(L d_c). Линейное внимание сворачивает историю в состояние фиксированного размера: матрицу d_k d_v на голову. Поэтому стоимость хранения — O(H d_k d_v), без зависимости от L.

Линейное внимание помогает и со скоростью. Когда KV-cache становится узким местом, гибридная модель обрабатывает больше запросов одновременно и обгоняет all-MLA по throughput: на контексте 4-128 тыс. прирост составляет около 20%. Ускорение генерации тоже растёт с длиной: от 1,15x на коротком контексте до 1,25x на 131 тыс.

Но линейное внимание при таком масштабе обучать сложнее: активации могут расти, а функция потерь — расходиться. Чтобы стабилизировать обучение, мы поменяли инициализацию, активацию гейта в нормализации GDN и тип нормы.

Что именно поправили для стабильности

В gated RMSNorm на выходе GDN мы заменили активацию гейта с SiLU на 2 sigmoid. Веса гейта начинаются около нуля, поэтому 2 sigmoid(w x) ≈ 2 sigmoid(0) = 1.0. В начале такой гейт почти пропускает сигнал как есть. SiLU в нуле даёт 0, то есть сначала почти полностью режет сигнал, а на больших значениях не ограничена сверху и может разгонять активации. Также мы поменяли init для A_log: с log(uniform(0, 16)) на log(uniform(1, 16)).

Долю линейных слоёв мы подбирали отдельно. Нужно было снизить стоимость инференса, но не просадить качество. Мы сравнили два варианта: оставить MLA каждым вторым слоем или каждым четвёртым. По основным метрикам они почти не отличались, поэтому мы оставили MLA каждым четвёртым: так экономия памяти выше, а качество не просело.

В итоге линейное внимание дало более дешёвый длинный контекст и более высокий throughput под нагрузкой. По основным бенчмаркам модель осталась на прежнем уровне или стала лучше: ускорение инференса мы получили не в обмен на качество, а вместе с ним.

Multi-Token Prediction

MTP — ещё один способ ускорить инференс GigaChat 3.5. Одна MTP-голова была у модели уже в версии 3.0: вместе с очередным токеном она предсказывала следующий. В 3.5 мы добавили ещё две дополнительные головы.

Иллюстрация multi-token prediction из технического отчёта DeepSeek-V3

На инференсе MTP работает как self-speculative decoding. За один forward-проход модель предлагает черновик на несколько токенов вперёд, а основная голова проверяет его и принимает корректную часть. Отдельная draft-модель не нужна.

Ключевая метрика — accept length, среднее число токенов, которые модель принимает за один шаг. Без MTP accept length равен 1. Старый вариант с одной головой давал около 1,8 токена за шаг. Новый вариант даёт около 2,3-2,5.

По скорости жадный декодинг ускоряется в 1,5 раза с одной головой и до 2,2 раза с двумя. Третья голова даёт небольшой дополнительный эффект по сравнению с двумя, поэтому основной практический выигрыш дают первые две. С ростом температуры ускорение снижается, но даже при t = 1,0 остаётся около 1,5x.

Обучение MTP-голов обходится недорого и почти не влияет на качество модели. Ещё один полезный эффект: accept length хорошо переносится с base-версии на instruct-версию.

Как добавляли головы

Для инициализации MTP-2 и MTP-3 мы взяли веса блока MTP-1, полученные после претрейна. Сначала обучали только новые блоки, заморозив остальные слои модели. Потом дообучали их end-to-end вместе с моделью во время alignment. End-to-end обучение заметно подняло accept length.

Генерация draft-токенов тоже требует вычислений. Чтобы снизить стоимость, мы сделали MTP-блоки с dense FFN. Linear attention в них пока не поддержан: используется full attention MLA.

MTP особенно полезен на крупной модели. На 432 миллиардах параметров каждый шаг генерации дорогой, а без MTP он даёт только один токен. MTP позволяет за тот же шаг принять несколько токенов и распределить стоимость forward-прохода между ними.

Что поменяли в рецепте обучения

Архитектурной стабильности недостаточно. Даже если модель не расходится, это ещё не значит, что она учится эффективно. На большом масштабе проблемы могут скрываться в особенностях оптимизатора и проявляться только на длинном обучении.

Мы заметили, что метрики наших моделей часто выходят на плато и дальше растут слабо. Чтобы разобраться, мы посмотрели на динамику обновления весов: насколько велики шаги оптимизатора, какие слагаемые доминируют и не превращается ли обучение в слишком осторожный режим.

Подозрение пало на параметры AdamW. Ближе к концу обучения шаги становились настолько маленькими, что вторые моменты градиентов по масштабу оказывались сравнимы с eps — параметром, который добавляют в знаменатель для численной стабильности. Для более чем 90% параметров eps становился доминирующим слагаемым. Это означало, что модель фактически теряла информацию о вторых моментах. Вместо AdamW оптимизация начинала вести себя ближе к SGD with Momentum. В новых моделях мы уменьшили eps, после чего метрики продолжили расти дольше и выше.

Как мы тестируем pretrain-фичи

Выше мы рассказали про архитектурные и обучающие изменения, которые вошли в новую модель: гейты, дополнительные нормализации, клиппинг активаций, линейное внимание, MTP-головы и правки оптимизатора. Но придумать фичу и встроить её в код — только половина дела. Дальше нужно понять, что она действительно помогает, а не просто удачно совпала с конкретным запуском.

В pretrain почти всегда хочется попробовать ещё одну полезную штуку: новые данные, другой loss, архитектурный трюк, настройку пайплайна. Но каждый такой эксперимент стоит дорого, а ответ нужен не через полгода, а сейчас.

Наивный способ выглядит так: обучили baseline, обучили модель с фичей, прогнали бенчмарки, увидели +0,7 — ура, фича победила. Проблема в том, что один запуск LLM — это не истина, а один бросок кубика. Та же конфигурация на другом seed’е может приехать к другой финальной метрике, и иногда seed noise оказывается больше самого эффекта фичи.

Поэтому мы стали смотреть не на одну точку, а на распределение. Для baseline запускаем несколько seed’ов и оцениваем естественный разброс. Потом делаем то же самое для feature-сетапа и сравниваем уже две маленькие выборки: насколько сдвинулось среднее, не выросла ли дисперсия, повторяется ли эффект на разных бенчмарках и не сломалась ли стабильность обучения.

Так как запусков мало, классический A/B здесь не очень помогает. Вместо одной «магической» p-value мы используем несколько градусников: delta, std, t-test, permutation test и Bayesian bootstrapped AB. Если все они смотрят в одну сторону, дельта больше естественного шума, а служебные метрики вроде активаций и весов ведут себя спокойно, то фичу можно обсуждать всерьёз.

Параллельно мы докрутили сами тестовые сетапы: подобрали baseline-модели подходящего размера, нашли минимальное количество токенов, после которого метрики уже достаточно сходятся, и поработали над снижением разброса бенчмарков. В отдельных случаях это позволило в разы уменьшить стоимость достоверного эксперимента.

Главный вывод простой: один benchmark score — слабое доказательство. Для нас эффект фичи — это сигнал на фоне шума. И лучше потратить немного больше времени на честный маленький эксперимент, чем унести случайную удачу в полномасштабное обучение и узнать правду слишком поздно.

Инфраструктура обучения

Эффективно обучить модель на сотни миллиардов параметров — отдельный инженерный вызов. В этой главе расскажем про два наиболее значимых инфраструктурных изменения — что они дали и как мы их внедряли.

Float8

Мы использовали FP8 при обучении. С точки зрения инфраструктуры, обучение любой модели можно рассматривать с трёх сторон: вычисления, коммуникации и память. FP8 позволил нам улучшить каждый из этих компонентов.

Вычисления. Все матричные умножения в обучении делятся на обычные General Matrix Multiply (GEMM) и групповые Grouped GEMM. Первые используют в обычных проекциях, вторые — в вычислениях экспертов, и обе группы мы можем выполнять в FP8.

Для стабильного и эффективного GEMM и Grouped GEMM мы взяли рецепт квантизации от DeepSeek: веса квантуем блоками 128×128, активации — блоками 1×128. Для GEMM использовали cuBLAS от NVIDIA, а для Grouped GEMM — DeepGEMM от DeepSeek, который адаптировали под нашу инфраструктуру и дополнительно ускорили.

Оптимизации вычислений помогли ускорить обучение на десятки процентов, а также снизить потребление памяти без изменения качества относительно bfloat16-обучения.

Коммуникации. Все коммуникации в обучении можно разделить по типу того, что мы пересылаем — веса или активации. Первые — это fsdp, вторые — это expert parallelism-коммуникации, когда эксперты расположены на разных картах и мы пересылаем токены между устройствами. Оба вида коммуникаций мы выполняем преимущественно в FP8.

Память. С точки зрения памяти мы тоже выиграли. Поскольку мы используем activation checkpointing, то часть промежуточных активаций мы сохраняем в FP8 для пересчёта на backward-проходе. Этим мы снизили пиковое использование видеопамяти аж на 20%.

Чтобы вся инфраструктура работала слаженно и эффективно, мы написали множество ядер на Triton, а некоторые затем переписали на CUDA — там, где упёрлись в ограничения Triton.

CPU offload

На больших моделях памяти не хватает даже с activation checkpointing. Расскажем, как CPU offload отыграл нам до двух десятков гигабайт на устройство и при этом не замедлил, а ускорил обучение.

Используя activation checkpointing на больших моделях, мы столкнулись с неочевидной проблемой. Даже когда активации внутри блока не сохраняются, PyTorch всё равно должен сохранить входы в checkpointing-блоки, чтобы на backward заново выполнить forward. При сотнях миллиардов параметров эти входы сами по себе начинают занимать десятки гигабайтов GPU-памяти, поэтому мы добавили для них CPU offloading: во время forward выгружаем часть тензоров на CPU, а перед backward возвращаем обратно.

MoE decoder layer мы разбили на три checkpointing-блока: attention, MoE-блок и post norm после MoE, но перед residual. Такое разбиение оказалось важным не только для памяти, но и для производительности. Если включить post norm внутрь MoE-блока, то во время backward PyTorch пересчитает весь этот фрагмент, включая дорогую combine-операцию после экспертов. Поэтому мы вынесли post norm отдельно: так мы экономим память, но не заставляем autograd повторно выполнять дорогую коммуникационную часть MoE.

Профиль памяти без offload: к концу forward растeт пик активаций.

С offload пик из растущих активаций исчезает. На этом прогоне освободилось ~16 ГБ; вдобавок входы MoE-блока переведены в fp8 — 3,2 ГБ вместо 6,4 ГБ.

Профиль памяти с offload

На бумаге CPU offloading выглядит просто: положили тензор на CPU, потом вернули обратно. На практике главная сложность возникла из-за коммуникаций. Мы копировали GPU→CPU в отдельном CUDA stream и по трейсам видели, что коммуникации, на которые накладывался offloading, иногда заметно растягиваются. Особенно это было заметно на DeepEP, слабее — на NCCL all-gather. Вывод получился практический: управлять нужно не только тем, какие тензоры выгружать, но и моментом начала выгрузки. Мы построили общее расписание выгрузок активаций и коммуникаций так, чтобы они не конкурировали, и растягивание коммуникаций ушло.

CPU offload оказался не просто ручкой для управления памятью, а рычагом ускорения обучения. Можно гибко выбирать, входы каких блоков выгружать — attention, MoE или post norm, — так что экономия настраивается примерно от 7 до 20 ГБ на устройство (432 млрд, 40 слоeв). Освободившаяся память позволила увеличить размер микробатча, это дало десятки процентов ускорения, а на длинных контекстах позволило снизить sequence parallelism и не использовать дорогие internode-коммуникации.

Alignment

Мы выстроили поэтапный пайплайн обучения: сначала SFT, чтобы модель запомнила способ общения и базовые форматы; следом DPO для первичной калибровки предпочтений; и только затем — online RL для обобщения знаний модели. Такой порядок обучения дал наиболее высокие итоговые метрики.

Обучение запускали в асинхронном режиме: train/inference-части процесса работали на разных группах вычислительных ресурсов, чтобы не простаивать и быстрее проходить шаги обучения. Для экономии памяти и ускорения использовали FP8-точность как при генерации ответов моделью, так и при её обучении. Дополнительно мы ускорили генерацию с помощью MTP.

Отдельно решили проблему расхождений между тем, как модель работает во время обучения и во время генерации. Благодаря этому не пришлось делать дорогой дополнительный пересчёт вероятностей ответов старой версией политики, а также использовать стабилизирующие техники вроде TIS. В итоге модель успела пройти достаточно шагов до сходимости, при этом обучение оставалось достаточно стабильным.

На стабильность сильнее всего повлияли несколько доработок: использование R3, расчёт финальных logits в lm_head в FP32, согласованная FP8-квантизация в train- и inference-частях, а также перевод наиболее чувствительных операций в более высокую точность.

Для более стабильного обучения мы использовали skip-фильтрацию. Идея простая. В нашем алгоритме модель учится на разнице оценок между несколькими ответами на один и тот же вопрос. Но бывают вопросы, где все ответы модели оказались одинаково хороши или одинаково плохи — разницы нет, а значит, и учиться на них нечему: такой пример не несёт полезного сигнала и только зря отъедает вычисления. Skip-фильтрация отбрасывает подобные «пустые» примеры на шаге обновления весов. При этом мы сделали это аккуратно, чтобы не терять в скорости — модель просто не тратит время на то, что её ничему не учит.

Отдельно поработали над ML-частью. Главной задачей было стабилизировать асинхронный режим — когда генерация ответов и обновление модели идут параллельно, а не строго по очереди. Для этого мы взяли алгоритм CISPO (Clipped Importance Sampling Policy Optimization). Если упростить, он не даёт модели слишком резко менять поведение за один шаг. Именно такие «рывки» часто разваливают длинное обучение; CISPO их сглаживает и помогает уверенно сходиться даже на долгих прогонах. Ещё мы добавили curriculum-сэмплер — по сути, «умного преподавателя», который подбирает сложность задач под текущий этап: сначала попроще, потом сложнее. Процесс стал ровнее, а метрики — стабильно растущими.

Мы сосредоточились на пяти областях: математика, код, естественные и общественные науки и общение на русском. Для оценки диалогов использовали подход GRM (Generative Reward Models): отдельную модель-«судью», которая оценивает ответы текущей версии обучаемой модели.

Хорошая функция награды — это половина успеха. Награда должна давать модели чёткий сигнал «что такое хорошо», иначе развиваться не на чем. И здесь есть главная ловушка — reward hacking: модель находит лазейку, которая резко повышает награду, но при этом ломает адекватность ответов. Формально «оценка» растёт, по факту качество падает.

Здесь мы и наступили на классические грабли: при обучении диалогам судья систематически хвалил более развёрнутые ответы и модель быстро это раскусила: начала раздувать генерации ради награды, а не ради смысла. При этом в математике и коде длинные цепочки рассуждений реально полезны и честно повышают метрики, так что просто «запретить длину» нельзя.

Решили эту проблему двумя штрафами. Доменный штраф за длину (domain overlong penalty) наказывает за многословие там, где оно не нужно, но оставляет свободу рассуждать в математике и коде, а штраф за повторы (repetition penalty) отучает модель ходить по кругу. В итоге удалось гибко управлять поведением и отучить модель «лить воду», как студент, растягивающий диплом до нужного объёма.

Чтобы выстроить правильное расписание обучения, мы прогнали множество экспериментов. Вывод получился такой: сначала модель нужно научить основам: общаться с пользователем дружелюбно и безопасно, и только потом постепенно подключать сложные области, шаг за шагом повышая долю специализированных данных и их сложность.

Логика здесь как в обычной учёбе: не имеет смысла давать интегралы тому, кто ещё не освоил арифметику. Такой порядок даёт модели максимально плотный обучающий сигнал на каждом этапе — и чтобы это обеспечить, мы реализовали curriculum-сэмплер по областям, который сам подбирает нужную смесь данных под текущую стадию.

В результате получилась модель, которая не только научилась вести качественный диалог, но и заметно подтянула математику, код и научные дисциплины.

Метрики

Весь рецепт из предыдущих глав — органический датасет, доливка кодовых семплов, стабилизирующие правки архитектуры и почищенный оптимизатор — помог нам сделать значительно более сильный pretrain, на котором будут строиться модели линейки GigaChat 3.5. В общих задачах GigaChat-3.5-Ultra-Base обходит и DeepSeek V3.2 Exp Base и DeepSeek V4 Flash Base.

Математика — одна из самых сильных областей базы. В среднем на MinervaMATH, GSM8K и MGSM модель занимает первое место, уверенно опережая DeepSeek V4 Flash и DeepSeek V3.2 Exp Base.

Отдельно отметим большой прогресс в кодовых задачах. За счёт обновлённого pretrain-датасета (было 16 языков — стало более 600), модель вырывается на уверенное первое место в кодовых задачах, далеко обходя и DeepSeek V4 Flash, и DeepSeek V3.2 Exp Base. Это самый наглядный пример того, как переработка датасета влияет на финальные метрики модели.

Выше мы уже рассказывали про новинку в этом релизе — этап Online RL, который сильно помог улучшить метрики в Instruction Following и аренах. Итоговая модель, пройдя все четыре этапа посттрейнинга, сравнима с DeepSeek V3.2 по метрикам, будучи меньше её в полтора раза:

В качестве LLM-as-a-Judge судьи для арен использовался MiniMax-M2.7

Благодаря обновлённому рецепту сборки данных и добавлению online RL наша модель стала значительно лучше предыдущей версии по мнению MiniMax-M2.7, который мы использовали в качестве LLM-судьи.

Таким образом, у нас получилось сделать очень быструю и умную модельку, которая к тому же очень хорошо показывает себя на аренах.

Вывод

GigaChat 3.5 Ultra для нас — не просто следующее число в линейке, а проверка гипотезы, что гибридную архитектуру с линейным вниманием можно довести до сотен миллиардов параметров, не разменивая качество на скорость. Проверка удалась: модель на 40% компактнее прошлого флагмана, тратит в четыре раза меньше кеша на токен, ускоряется до 2,2 раза за счёт MTP — и при этом стала сильнее в коде, математике и агентных сценариях. Ключевым оказался не какой-то один трюк, а дисциплина: каждая ускоряющая фича шла в связке со стабилизирующей, каждое изменение проверяли на распределении запусков, а не на одной удачной точке.

Мы выкладываем модель в open source, потому что верим, что такие рецепты нужно проверять сообществом, а не только внутренними бенчмарками. Веса доступны на HuggingFace и GitVerse под MIT.

А если вам хочется поучаствовать в развитии нашей линейки, починке старого и создании нового, то приходите к нам работать. Мы всегда рады поработать с сильными инженерами, которые не боятся сложных задач.

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6 июл. 2026 г.

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 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
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

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

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

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

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

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

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

I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46
09.07.26 19:10 Misty Alexander

Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted recovery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
09.07.26 19:13 Clara Soto

Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable recovery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.
12.07.26 03:30 Kora Baltacha

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12.07.26 03:33 Pahal Mathew

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30.07.26 00:04 Ahmed

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

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03.08.26 20:06 Philip

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04.08.26 11:05 Kisnoles

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

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I learned an important lesson after investing in what appeared to be a genuine opportunity. Unfortunately, I was unable to access my funds, which reinforced the importance of carrying out thorough due diligence, checking whether an investment is appropriately regulated, and seeking qualified professional advice rather than relying solely on online reviews or testimonials. During the process of addressing my case, I worked with Mrs. Tatiana Sorina , who communicated clearly, provided regular updates, and handled the matter in a professional manner. According to my experience, I have recovered $50,000 so far, while efforts to resolve the remaining balance are still in progress. If you wish to contact her, the details I used are: Mrs. Tatiana Sorina TEXT : (tatianasorina06 at G_Ma IL dot ..c 0 m)…. Before committing money to any investment, take time to verify the legitimacy of the platform, confirm any relevant regulatory authorisations, and avoid investing more than you can comfortably afford to lose.
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CapitalNode Analytics. They help to investigate and recover stolen digital assets from fake trading platforms. Great firm i must say.
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.26 04:59 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 WhatsApp/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.26 14:50 BAYER7043

My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.26 11:32 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.26 20:02 leslieyee

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

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.08.26 13:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.08.26 15:37 [email protected]

Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.
30.08.26 15:37 [email protected]

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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