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habrGPT. Обучим LLM 0.5B с нуля на статьях Хабра с помощью nanochat от Карпатого. Обучение fp8 дома и сравнение с bf16

0d37f82ebde63da7de7bca3b2eb6f701.png

Раскрученный проект nanochat обещает "за $100 обучите свой ChatGPT". В оригинале обучение на 8xH100 80Gb, но никто не мешает обучить его на домашнем и более слабом железе. Попробуем обучить LLM с нуля на статьях Хабра, чтобы посмотреть хватит ли там материала, чтобы модель хотя бы смогла связать пару слов.

Этапы обучения LLM с нуля

Классические этапы обучения LLM:

  • pretrain - это base модель. Дают неразмеченный сырой текст, модель учится продолжать.

  • SFT - это instruct модель. Дают качественный, размеченный датасет.

  • RL, DPO - выравнивание модели, датасет с парами хороший-плохой ответ.

Обучение с нуля начинается со случайных параметров, на вход необученной модели подается неразмеченный текст и модель шаг за шагом пытается предсказать следующие токены на основе предыдущего контекста. Вначале модель осваивает простые паттерны, такие как орфография и пунктуация, после начинается выявление более сложных связей, где происходит аппроксимация не только коротких связей, но и полных документов, например, идея которая озвучена в 1 главе получается развитие в 3 главе, и такие длинные связи тоже начинают выявляться.

Цель настроить параметры так, чтобы модель могла уверенно продолжать текст, где начало, середина и конце связаны друг с другом. Упрощенно можно на это посмотреть так, из случайного распределения параметров начинают проявляться структуры, эти структуры означает что паттерны найдены и знание усвоено:

8d584d30cbfdf5f4907ee2a1741cd94f.pngАнимация упрощенного процесса подбора параметров модели
Анимация процесса подбора параметров модели
Анимация (webp) процесса подбора параметров модели

Модель работает с токенами. Слова, перед тем как попадут в модель, разбиваются на токены, токены в свою очередь преобразуются в вектора, эти вектора можно назвать как "вектора сути". Такие вектора тоже обучаются, и после обучения начинают передавать смысл слова.

То, что имеет похожие смыслы или близкие сущности - они начинают располагаться всё ближе и ближе друг к другу в многомерном пространстве, формируя кластер семантической близости. Чем лучше обучена нейросеть, тем точнее будет их расположение в таком многомерном пространстве с огромной размерностью (размерность от 512 до 8192 и более). Это называют эмбеддингами.

Эмбеддинги
Эмбеддинги

Эмбеддинги несут суть слова в многомерном пространстве, а не само слово, и так как это вектор, с векторами можно проводить работать через геометрию пространства.

Например, есть Вектора "Король", "Мужчина", "Женщина". Каждый вектор содержит в себе какую-то определённую суть:

Вектор("Король") = [Мужчина] + [Монарх]
Вектор("Мужчина") = [Мужчина] + [Человек]
Вектор("Женщина") = [Женщина] + [Человек]

Если из Вектор("Король") вычесть Вектор("Мужчина"), получится чистый признак [Монарх]

Если пока нет готового понятия, его можно создавать:

Вектор("Король") - Вектор("Мужчина") + Вектор("Женщина") = Вектор("Королева")

По сути работа нейросети заключается в том, чтобы перемножать эмбеддинги с векторами положений слова, вычислять значимость слова в контексте, создавая новые вектора, новые вектора прогоняются дальше слой за слоем, всё усложняя признаки.

На выходе нейросети вычисленные вероятности для всех токенов нейросети, количество вероятностей равно vocab_size, обычно от 32к до 256к, но большинство их них будут иметь значение ниже 0.01 и только top-k токенов будут иметь какую-то значимость.

Нейросеть не выбирает какой токен из предложенных выбрать. Выбором занимается внешний от нейросети процесс - семплинг. Семплинг это не интеллектуальная сущность, тут нет накопленной статистики, нет обучения, и он предназначен чтобы добавить случайности и разнообразия в ответ, это делает модель более интересной, но выбор неудачного токена может увести даже большую модель в ошибочное направление.

Можно выделить основные параметры семплирования:

  • Greedy (Жадный поиск) - всегда берется самый вероятный токен, самый первый.

  • Top-K - отсекает хвосты, оставляя только N верхних по вероятности токенов.

  • Top-P - оставляет токены, пока их сумма вероятностей не достигает порога.

  • Temperature - масштабирует логиты до softmax, сглаживает или заостряет распределение.

семплинг
семплинг

Когда pretrain создан, он умеет только продолжать фразы и нужно научить его следовать инструкциям. Модели показывают как выглядят инструкции, шаблон, структуру, служебные токены для разделения user и assistant, чтобы модель могла правильно отделять свои ответы от запросов пользователя.

Всё это делается на основе множества размеченных примеров, из которых будут выявляться паттерны. Происходит процесс подбора параметров так, чтобы шаблон сходился.

SFT
SFT

После того как модель научилась следовать шаблону, можно её дополнительно настроить или выровнять, усилить сигнал хороших ответов и ослабить у плохих. Для этого нужен датасет где будет пара хороший-плохой ответы, и по ходу дообучения расхождение между этими парами должно усиливаться.

DPO
DPO

Nanochat, закон Шиншиллы, PLE, домашние GPU, win vs linux

Обучать будем на nanochat, это позволит создать современную LLM без погружения в конфигурации, настройки, подбор параметров обучения.

Nanochat от Andrej Karpathy построен по принципу "укажите 1 параметр, остальные будут подобраны автоматически" - нужно указать depth или количество слоев трансформера. Остальные параметры будут подобраны согласно закону Шиншиллы.

В nanochat свежие подходы к обучению, вместо AdamW используют гибрид с более лучшим Muon, вместо GELU более качественный SwiGLU, пробуют различные новые архитектурные ращения вроде PLE, обучение в fp8, компиляция torch.compile triton ядер для ускорения в 2 раза и т.д.

Возможно, вместо adamw+muon можно перейти на новый оптимизатор gefen, который заявляет, что можно сэкономить до x8 памяти: https://github.com/ndvbd/Gefen

Что такое PLE?

Размер модели d16 составляет 0.5B, но эффективных ~0.25B, остальное это PLE.

Архитектура PLE (Per-Layer Embeddings), это к каждому, или через один, слою добавляется слои эмбеддингов, которые по сути является ассоциативной памятью. Этот слой обучают вместе с моделью, но он почти не требует FLOPs ни на обучение, ни на инференс. Идея в чем-то похожа на MoE, только тут получается статичный слой PLE, который увеличивает емкость данных у модели в 2 раза, не тратя ресурсы на вычисления.

В Gemma4 есть 2 модели E2B и E4B, которые работают на этой архитектуре. В теории Gemma4 E4B обучается и запускается как 4B модель, но работает как "умная" 8B модель.

Что такое закон Шиншиллы?

Исследователи из DeepMind в 2022 году представили работу Chinchilla Scaling Laws (Закон Шиншиллы), в которой вывели эмпирические правила, что на 1 параметр модели нужно 20-25 токенов обучения. Так же они внесли корректировки в Warmup и пиковый LR.

В nanochat из этого scaling laws исключаются эмбеддинги, поэтому в nanochat, где эмбединги PLE занимают почти половину модели, Chinchilla ratio составляет 12. Другие параметры будут вычислены на основе этих факторов.

Например, вычисление общего размера батча:

B∝D ^{0.383}

Где B - оптимальный размер батча, а D - размер датасета. Степень 0.383 тоже выведена эмпирически DeepMind и OpenAI, отвечающая на вопрос как сильно надо увеличить размер батча, если увеличивается объем датасета, чтобы обучение шло оптимально.

Для d16 размер батча оптимален в 512к, для d24 будет 1кк. Вместить такой размер физически на GPU тяжело, чтобы это компенсировать используют Gradient accumulation.

Total\_Batch\_Size = Device\_Batch\_Size \times Gradient\_Accumulation

На домашнем GPU физический размер батча будет где-то в диапазоне 4-16, но за счет накапливания через Gradient accumulation, итоговый батч будет иметь нужный размер. И математически это почти равнозначно физическому батчу.

5090 это урезанный Blackwell, поэтому поддержки fa3 нет

Nanochat рассчитан на работу с серверными картами уровня H100 и выше, потому что тут используется flash-attention 3, который ускоряет обучение и тратит меньше памяти. FA3 работает на архитектурах Blackwell и Hopper.

Я буду обучать на 5090, и это как раз архитектура Blackwell, но в ходе обучения возникла первая проблема, расход памяти был слишком большой, из-за снижалась скорость обучения, MFU показывал не эффективное использование карты.

Проблема в том, что в nanochat используется скользящее окно внимания SSSL (S - 1/4 от полного внимания, L - полное), это ускоряет обучение и экономит память. SSSL эффективно только в fa3, для этого паттерна нужно оптимально маскировать урезанное внимание, чтобы не тратить полную память и вычисления на операция с такими слоями.

Изучение вопроса как работает FA3 привело к тому, что тут нужны физические блоки тензорной памяти TMEM, если их нет, будет откат на старые регистры HMMA (уровень Volta/Ampere), которые не могут оптимально работать с SSSL и тратят лишнюю память и время на обработку, что приводит к тому, что скорость обучения падает. Оказалось, что TMEM физически присутствует только в корпоративном сегменте Blackwell, на картах типа B200, на домашних картах этих блоков нет. Подробнее про fa3 и отсутствие TMEM на 5090: https://gist.github.com/solatticus/aab6ec3a0436748b021cbbdd12e8c739

В итоге на домашних GPU придется откатиться на SDPA, где под капотом используется FA2 (в Linux, под Windows скорее всего придется установить fa2 вручную), который не может нормально работать с SSSL. FA2 это тоже быстро, но не так эффективно как FA3/FA4, и придётся переключиться на полный L.

Возможно, есть какой-то эффективный способ обучать со скользящим окном внимания на потребительских GPU, вроде FlexAttention. Ещё какая-то работа представлена тут: https://github.com/MaxLSB/flash-attn2

Обучение на Windows или на Linux

Под Windows нужно установить pip install triton-windows - это позволит запустить обучение и скомпилировать triton ядра, но вопрос скорости остается открытым.

Под Linux скорость обучения выше, чем под Windows. В чем именно проблема, не понятно. Возможно проблема моей сборки, возможно медленный fa2 под Windows, или из-за Win10, а на Win11 будет нормально.

Под Windows скорость 85к t/s:

Windows 10, обучение d16, TDP 450, 85617 t/s
Windows 10, обучение d16, TDP 450, 85617 t/s

Утилизация GPU 100%, что с учетом скорости, не эффективно:

Windows 10, TDP 450
Windows 10, TDP 450

Под Linux 132к t/s, на ~60% выше при той же утилизации 100%:

Manjaro Linux, обучение d16, TDP 450, 132498 t/s
Manjaro Linux, обучение d16, TDP 450, 132498 t/s

В обоих случаях nvidia-smi -i 0 -pl 450, чтобы GPU оставалась тихой во время работы, это снижает эффективность всего на ~7%, но шум вентиляторов тише в 2 раза.

При TDP 575 результат не сильно лучше, но ощутимо шумнее. Windows 10, обучение d16, 91396 t/s
При TDP 575 результат не сильно лучше, но ощутимо шумнее. Windows 10, обучение d16, 91396 t/s

Обучение. Токенизатор

Обучение начинается с обучения токенизатора. В качестве дапасета IlyaGusev/habr.

Обучение токенизатора проходит на тех же статьях, он ищет зависимости языка, выявляет частые слоги, корни слов, различные сочетания символов, создает словарь, чтобы эффективно сжимать русский текст в токены.

393f9d3ac3b0b8754dbbd7ee924315cc.png

После обучения токенизатора, можно подсчитать точное число токенов Хабра, получилось на 302к статей всего 508M токенов.

2479bf1f03cdbadf1ab07c0cc17ef4c6.png

Комментарии это ещё +0.6B. Но их не будем учитывать, так как обучение на статьях, хотя комментарии могли бы внести живости в общение модели и расширить её знания.

aeb4250106db15069501faaf508f6769.png

Обучение pretrain. Параметры d16

Скрипт обучения рассчитан на 80Гб VRAM, по умолчанию batch-size равен 32, чтобы влезть в меньший объем VRAM, нужно его снизить. Если памяти совсем не хватает, можно включить Gradient checkpointing, это кардинально снизить расход памяти.

Обучать будем в fp8, размер d16, для размера 0.5B нужен датасет в 6-10B, у нас есть только 508M. Вместо SSSL используем L, сохраняем чекпоинт каждые 500 шагов, размер физического батча 16 или меньше, чтобы влезало в VRAM.

python -m scripts.base_train --depth=16 --fp8 --window-pattern L --save-every=500 --device-batch-size 16

После запуска, скрипт произведет все необходимые расчёты по автоматическому выставлению параметров. Размер d16 составляет 0.5B (размер PLE указан как value_embeds и составляет 0.25B, размер матриц трансформера 0.19B и общий размер 0.5B), суммарный размер батча 512к, количество голов внимания 8.

С учетом Закона Шиншиллы и PLE скрипт рассчитал, что для d16 нужно 2.8B токенов, чтобы достигнуть это число обучение будет в несколько эпох, пока не будет пройдено заданное количество токенов. Из-за множества эпох возможно переобучение (overfitting).

e65cf2fe9d8ca5d310871e58b4f57cc7.png

Малый размер датасета и BOS-aligned best-fit packing

По умолчанию в nanochat максимальная длина последовательности 2048 токенов. Но я выставил её в 512, чтобы сэкономить память, и тут же столкнулся с первой проблемой обучения.

Обучение шло не плохо, loss уверенно снижался, но эпохи слишком быстро сменяли друг друга.

По расчётам должно было быть 5.5 эпох, но первые эпохи прошли слишком быстро, а потом пошли эпохи 6, 7, 8, чего быть не должно. Вернувшись к анализу кода, и внимательнее посмотрев на предупреждение в файле dataloader.py о том, что "Original Streams tokens" отключен, теперь вместо него BOS-aligned bestfit который "~35% tokens cropped at T=2048", стало понятно, что датасет кропается по какому-то алгоритму.

Старый способ создавал плоский буфер токенов из 100% датасета, который шли друг за другом, в таком режиме обрезки старой статьи попадали в новую, получалось много шумных данных. Вместо этого новый алгоритм ищет статьи которые влезают в заданную последовательность, если таких нет, берутся длинные и обрезаются, обрезки выбрасываются.

При bestfit модель видит более чистые данные, каждое начало это BOS токен и начало документа, структура и весь контекст статьи в одном месте. Но при размере контекста в 512 токенов, хвосты выбрасываются и это составляют львиную долю датасета.

В итоге в обучение попало только 170M вместо 508M при ctx 512.

Обучаем pretrain. 1 попытка. Контекст 2048

Вернемся к стандартному значению в 2048. При таком варианте из датасете берется 370M. Потери в районе обещанных 35%, поэтому попробуем обучить так.

Численным показателем хода обучения выступает функция потерь cross-entropy loss. Модель выдает распределение вероятностей по всему словарю, настоящий следующий токен известен из обучающих данных, и кросс-энтропия измеряет расстояние между тем, что выдает модель и тем, что должно быть. На первых шагах loss максимальный и вычисляется как натуральный логаритм от размера словаря, в нашем случае это 32к, все 32к токенов имеют равную вероятность.

\text{loss} = \ln(\text{vocabsize}) = \ln(32768) = 10.39

Базовые паттерны будут очень быстро усваивается, поэтому дойти до loss 6 будет просто, в районе 3 будут усвоены все основные принципы языка, орфография, пунктуация, опуститься ниже 3 будет сложно, так как там будут выявляться уже какие-то конкретные факты, тонкости.

Размер d16, fp8, 5090, датасет 370M с BOS bestfit, целевое количество токенов 2.8B, ожидаемое время обучения 6 часов. Размер контекста в 2048, хвосты длинных статей обрезаются, 63% датасета. Обучение потребует ~9 эпох.

8c6414070e1d9ecea9e24b8344eae11d.png

loss 10.39. Шаг 1. Loss совпадает с расчётным, все 32к токена равновероятны при выборе моделью. Посмотрим как это выглядит.

Токены просто хаотично слипаются, есть какие-то слова, но это либо случайность, либо целый токен слова, текст представляет собой неразборчивое месиво:

loss 10, 1 шаг
loss 10, 1 шаг

loss 6. Шаг 40. Происходит быстрое снижение с 10 до 6. Базовые паттерны языка выявляются, смысла в фразах нет, но теперь это уже не мешанина токенов:

loss 6, 40 шагов
loss 6, 40 шагов

loss 3.3. Шаг 500. Примерно 10% обучения, эпоха ещё не пройдена. До loss 3 добраться просто, нейросеть быстро аппроксимирует язык и PPL равняется 20, у модели есть 20 вариантов следующих токенов, которые она считает подходящими.

8699366629f544fe1036d652a2db5ac9.png

PPL 20 означает, что ответы уже начинают походить на настоящие, модель выучила частоту токенов, простые сочетания, базовую грамматику, в фразах начинает проявляться смысл:

loss 3.3, 500 шагов, 10%, датасет 370M
loss 3.3, 500 шагов, 10%, датасет 370M

loss 2.6. Шаг 3000. 55% обучения. 2 эпохи. Опуститься ниже loss 3 занимает много времени.

Тут можно заметить bpb 0.56, который я пока не учитываю.

de194a32accf9ac6fa6a95677f4d5b79.png

loss ниже 3 изучает семантические связи, длинные зависимости, набор фактических знаний. PPL опустился до 13, текст становится более связным:

loss 2.6, 3000 шагов, 55%, датасет 370M
loss 2.6, 3000 шагов, 55%, датасет 370M

loss 1.8. Шаг 5376. bpb 0.7, 9 эпох. Пройдено 2.8B токенов, цель достигнута.

Завершал обучение под Win10, поэтому цифры отличаются
Завершал обучение под Win10, поэтому цифры отличаются

Проверка pretrain 1. Первая проблема обучения на fp8

Можно посмотреть какие паттерны удалось выявить.

В целом текст получается связным, ответ по промпту, орфография соблюдена. Модель пытается что-то выжать и придумать какой-то ответ, даже если ей не известно ничего:

6f7c9a5040cf2f08845fc1835be9a36c.png

Проверим, как модель усвоила тонкости языка. Если начать как мужской, то модель продолжает писать в мужском роде, если начать как женский, то модель следует этому:

eaf4a4f15f2abebff2c915bbf1bf29af.png

Списки стандартный, буквенный, римский и ненумерованный. У модели не получилось аппроксимировать этот навык:

Провал со списками
Провал со списками

И это первое проявление проблемы fp8 против bf16. Точнее их было больше, но модель постепенно, но не идеально, выправляла их по ходу обучения.

Для сравнения fp8 vs bf16 пример старого чекпоинта d16, который обучался только на статьях Хабра, но обучался в bf16. Такой чекпоинт не только вывел как правильно составлять все варианты списков, но и усвоил последовательность планет до Марса:

73d30dd6471112dd7a1828656f76445f.png

Но в целом pretrain обучился и в fp8, и возможно ему просто не хватило токенов.

pretrain. 2 попытка. Попробуем контекст в 8192

Чтобы увеличить количество токенов, и прежде чем отказываться от BOS bestfit, попробуем обучить модель в 8192. Это увеличивает до 450M токенов, примерно 85%.

Обучать сразу в 8192 не рекомендуется, так как стабильность хуже, матрица внимания слишком большая на первых шагах из-за чего сходимость будет плохая.

Скорость обучения просела в 2 раза (и дополнительно от того, что под Win10):

e3d7089762ea1d8ce7c94793c781b3ab.png

На 500 шагах loss упал до 3.2, в целом работает:

c4745bf5b97094ac5709077fb0ac28f7.png

Качество для loss 3 имеет слишком много зацикливаний и повторений:

93eef299d18bea3dd5c56484f1393f65.pngf2e83730af75245d5e53a5af3b728ad9.png

Поэтому попробуем вариант поэтапного обучения. Можно взять предыдущий чекпоинт в контексте 2048, который прошел 5376 шагов и дообучить его как Continued Pre-Training (CPT). Если немного модифицировать код nanochat, можно продолжать обучение не с конкретного шага, а инициировать новое обучение, но не с нуля, а весами с другого шага.

python -m scripts.base_train --depth=16 --fp8 --window-pattern L --save-every=500 --device-batch-size 4 --max-seq-len 8192 --model-tag d16-8192 --load-weights-from 5376

Модель уже видела 370M токенов, поэтому сразу loss 3.1 и быстро падает до 2.3, адаптация к 8192 проходит на первых шагах нормально:

216b6f377f85d6c4223b0d743cfabe2c.png

А дальше loss начал плавно расти до 2.7 и не собирался останавливаться. Модель обучается слишком большим шагом LR и вылетает из своего минимума.

1b9249a7542c7b8b53bf1e6323d28ac1.png

Нужно снизить LR, увеличить warmup:

python -m scripts.base_train --depth=16 --fp8 --window-pattern L --save-every=500 --device-batch-size 4 --max-seq-len 8192 --model-tag d16-8192 --load-weights-from 500 --matrix-lr 0.005 --embedding-lr 0.075 --unembedding-lr 0.002 --scalar-lr 0.125 --warmup-steps 200

После этого loss снижается, в ходе адаптации плавает от 2.4 до 2.1. Итоговый loss стал ниже даже 1.7, у 2048 версии было 1.8. Но при этом val bpb остался тем же, стал 0.71, а был 0.70:

cc9689528be49ead8b9fbd9e8e63f0ec.png

И это странно, если посмотреть лог, то минимальный bpb составлял 0.55, но в конце обучения он вырос до 0.7, хотя loss упал:

31f9c9356ce8c4453c7e536dc5ce8e93.png

Всё это указывает на переобучение. Для CPT надо было задать меньше эпох, так как в обучение добавилось только 80M дополнительных токенов, но чекпоинт на 2048 имел аналогичные показатели, минимальный был 0.55, а итоговый 0.70. Так что проблема была и с первым чекпоинтом.

Не сохранилась 0.55 версия, но можно сравнить bpb 0.65 vs 0.71:

1f89769291c443ca018b304f471a7c95.png

Версия 0.65 дает правильный код и структуру ответа, версия на 0.71 зацикливается. Видимо на 0.55 было бы ещё лучше. Переобучение ощутимо снижает качество, но оба чекпоинты были переобучены, так как val bpb был 0.7, потенциал датасета не раскрыт.

BPB, Loss и PPL

Простая и быстрая оценка LLM это показатель перплексии PPL.

PPL показывает степень уверенности модели в её ответе. PPL равный 10 означает, что у модели на выбор 10 вариантов, и она не уверена какой из них лучше, модель колеблется между этими 10 вариантами. Loss и PPL математически связаны:

PPL = e^{loss}

Loss 3 дает PPL равную 2^3 = 8, loss 1.8 = PPL 3.5. Если Loss снижается, а val Loss растет, значит модель от обобщения перешла к запоминанию, модель переобучается (overfitting).

В nanochat для валидации используют BPB, более универсальную метрику, которую можно сравнивать на разных датасетах и токенизаторах. BPB не зависит от того, токенизатор разбил слово на 3 токена или на 1 токен, так как нормализует значение. BPB - сколько бит информации требуется модели, чтобы закодировать один байт текста:

\text{BPB} = \frac{\mathcal{loss}}{{\text{bytes}} \cdot \ln(2)}

SFT для pretrain

Пока продолжим с тем, что получилось. Pretrain умеет только продолжать текст, чтобы раскрыть этот потенциал нужно дообучение на другом датасете, который покажет модели:

  • Шаблон Assistant - User

  • Примеры вопросов и качественных ответов

  • Примеры где нужно останавливать генерацию, чтобы не генерировать до отсечки

Найти хороший датасет не тривиальная задача. Я нашел несколько вариантов:

Возможно, имеет смысл создать SFT датасет по статьям хабра в формате вопрос-ответ, чтобы знания у модели лучше усвоились. Например, создать что-то такое, для каждой статьи создать от 2 до 10 ответов, это позволит научиться отвечать на вопрос не целой статьей, а коротким ответом, и позволит лучше усвоить знания из статей:

091318e6b4126dfc5a67940880052d7f.png

saiga_preferences это DPO датасет, но если взять только chosen, и игнорировать rejected, то получиться SFT. Но это маленький датасет на 30к записей, который не включает в себя многие сценарии. Дообучение на нем займет не много времени, как проверка концепции подойдет.

Я не сохранял промежуточные чекпоинты, поэтому версии с bpb 0.55 не осталось. Попробуем дообучить 0.71 версию, посмотрим, что получиться с переобученным pretrain. Запускаем SFT и смотрим, что показатели loss тут отличаются. Они ниже 1, но это нормально, так как датасет маленький, и показатель val bpb не показывает переобучение:

0b2631c567f175b2f88e031e21411e40.png

Свободный режим общения с моделью. Уже не плохо, модель ведет диалог, ответы короткие:

d16 8192, sft saiga
d16 8192, sft saiga

Подберет занятия, чтобы развеять скуку (конечно, если вам подходит вариант с путешествиями по времени или в космосе):

ece582442fb59a962b2f4b3f56be3777.png

Если задавать вопросы, то ответы уже становиться длинными, но модель научилась выполнять инструкции и отвечать на вопросы по теме:

67b823d42cae2dd5e0158bcb7519c8fd.png

У pretrain размер генерации без остановки доходил до лимита в 8к, теперь же модель останавливается сама:

f7203099adc1be60742db4e22338c970.png

Можно попробовать написать статью, так как обучение было на статьях, то она не должна потерять навык генерировать очень длинный текст, сохраняя оформление:

f7117772b54ca180ec43fe2344072d7d.png

Попытка написать стих. Всплывает проблема зацикливания:

80892bd47df2a71dc8e972aad279c924.png

Как концепция - всё работает.

После SFT выравнивание через DPO

В датасете DPO есть хорошие и отвергнутые ответы, увеличивая разрыв между ними, можно выровнять веса модели так, чтобы у неё был перевес в нужную сторону.

Тут сталкиваемся с той же проблемой обучения. Вначале у DPO loss всегда равен ~0.693, PPL 2 - cлучайное угадывание между 2 вариантами. При нормальном обучении DPO loss должен плавно снижаться, показывая, что модель учиться выбирать хорошие варианты. И вначале всё идет не плохо, loss снижается:

5b763c75132fef93671ebf443c0c025e.png

Но после 25% loss резко растет выше 0.69, что в целом не нормально для DPO:

c7042611ce4afc3776b6b40467fd8a4f.png

Попробуем тот же способ как выше, снизим LR:

python -m scripts.chat_dpo --model-tag d16-8192 --beta 0.1 --dataset saiga_preferences --matrix-lr 0.00001 --embedding-lr 0.00001 --unembedding-lr 0.00001

Теперь нормально, loss плавал от 0.33 до 0.56, но не выходил выше 0.69:

70278ee2eb7991ba12967dc2438a86a6.png

Посмотрим, дало ли это хоть что-то.

Начало генерации в обоих случая одинаковое, перегенерирован только последний ответ:

d462c6ead74c15f076dd98928c04e768.png

Так как SFT версия получилась не достаточно хорошей, сложно сказать это случайность или действительно какой-то значимый эффект есть. Ответ стал лучше, DPO версия хотя бы сгенерировала код, а не впала в рассуждения, но код не того качества, как ожидалось.

Исследование. fp8 против bf16, 100% датасет без BOS best-fit

Первые попытки не стали полным провалом, но было видно, что они работают хуже, чем могли бы, и это заставляет искать другие стратегии обучения. Проверим несколько гипотез на микро модели размером d8, сравним загрузку датасета по стратегии bestfit с 100% flat, fp8 vs bf16.

У d8 размер 124M (как у базовой GPT-2 Small 124M). Для обучения 124M с учетом PLE нужно как раз 0.5B, что совпадает с размером датасета Хабра без bestfit.

Скрипт показывает, что обучение влезает в ~1 эпоху:

01e32d58aa9962043dfe30f5cd9a54c2.png

d8 это маленькая модель, модели такого размера почти сразу скатываются в повторы и зацикливание:

01ffa212c6235e0acc3e381bf8381a61.png

Поэтому сразу добавим штраф за повтор в размере 1.1, ответы буду глупее чем на d16, так как размер тут совсем крохотный, хотя и d16 очень маленькая.

1 вариант. Размер d8, обучение fp8, контекст 2048 с 100% загрузкой датасета:

d8 124M, fp8, ctx 2048 100%, bpb 0.61
d8 124M, fp8, ctx 2048 100%, bpb 0.61

bpb 0.61:

15fd9ff3b467294e5f08494206c2c828.png

2 вариант. Размер d8, обучение fp8, контекст 8192 с bestfit:

d8 124M, fp8, ctx 8192 bestfit, bpb 0.58
d8 124M, fp8, ctx 8192 bestfit, bpb 0.58

bpb 0.58:

388e6df1305d58f23beac588dab07ead.pngb432ef822029b668104de80e3750db8a.png

3 вариант. Размер d8, обучение bf16, контекст 2048 с 100%:

d8 124M, bf16, ctx 2048 100%, bpb 0.61
d8 124M, bf16, ctx 2048 100%, bpb 0.61

bpb 0.61:

02012c82cba78dda0085e0fd006c43dc.png

4 вариант. Размер d8, обучение bf16, контекст 8192 с bestfit:

d8 124M, bf16, ctx 8198 bestfit, bf16, bpb 0.58
d8 124M, bf16, ctx 8198 bestfit, bf16, bpb 0.58

bpb 0.58:

8afd7190affe21184047fc1f7acab6e0.png

Ответы моделей слабые, но даже так можно сделать какие-то выводы:

  • даже при одинаковых loss и bpb связность ответа отличается.

  • ответы bf16 лучше согласованы

  • разница между bestfit и 100% загрузкой незначительная

Обучать в fp8 сложно, когда bf16 это тоже самое, что fp32 для обучения, то переход от bf16 к fp8 снижает диапазон в 4 раза и требует различных хаков с масштабированием. Для таких маленьких моделей это приводит к тому, что модели не имеют достаточно простора, чтобы сделать обобщение быстро и переобучаются раньше, чем обобщают. Требуется определенный опыт для обучения в fp8 и в условиях ограниченного датасета это не лучший вариант.

Что касается загрузки датасета, показатели loss и bpb - это усреднение ошибки на млн токенах, они не показывают качество усвоенных данных. И потеря 37% критична на таком размере, поэтому имеет смысл переключиться на полную загрузку. Как вариант, можно попробовать разбивать статьи длиннее T=2048 по абзацам, чтобы лучше влезать в besfit.

Нужно всё переделать и сделать правильно

Попробуем всё переделать. Обучение в bf16, ctx 2048, непрерывный 100% датасет.

На половине обучения bpb 0.54:

435cb8ed4d8e6ec146b42fd604ed9d3f.png

Обучение ещё не завершено, но pretrain уже ведет себя стабильнее:

337c86c8c375e60ee9ef9b682756c6f4.png

Модель начала усваивать списки, значит хватает диапазона, чтобы извлекать более сложные признаки и паттерны, чем это получалось в fp8:

d16 bf16
d16 bf16

На 4500 шагу bpb остается 0.54, модель не переобучается и продолжает выявлять паттерны:

f7d1b08bda80e3033061328e08e80279.png

К этому шагу модель освоила простой перевод, чего версия на fp8 не смогла сделать:

cat = кошка, dog = собака, keyboard =
cat = кошка, dog = собака, keyboard =

Более сложные фразы удаются:

95a2b67391b13b90bd8b5aa9c10f7e56.png

Обучение завершено на val bpb 0.55, loss 2.12. Пройдено 2.8B без bestfit, плоским списком с 100% загрузкой всех токенов. Переобучение минимальное, val bpb близок к лучшему значению.

d16 bf16
d16 bf16

Результат bf16

pretrain усвоил порядок планет до Нептуна:

83db622c94f2c1ed8d9ac835513fdcc8.png

Свободный чат:

e79bc7dbed80ac6ffdfaf0a525ecc25f.png

Вопрос-ответ:

6fe8252799118e931d3a2ad9c72b96da.png

Генерация простого кода:

f4f7d0c5ba288d697ccffb57eb1872c7.png

Написать корректный json это тоже навык:

fc857e6723ba3c4d790a8b5fcc5e0b51.png

Где будет провал

Модель не может знать как чинить кран на кухне, и что вообще такое кран на кухне, так как такой информации не было на Хабре.

37752da3378b751fca11b437bba1ce42.png

Но зато смогла каким-то образом понять, что вообще такое "Кухня":

9aeafe1b27458a3e6d6d9f6fb1f61a88.png

У модели нет знаний из Wiki, встречая незнакомые сущности, навык галлюцинаций выкручивается на 500%:

bfa29fdafad1a871c0f2ebf691402ed3.png

Но знает эмодзи, так как они встречались:

cbd926fc2325cab2c69c6c45b538e116.png

Сложность со следованием какой-то точной инструкции, например "не писать комментарии", просить перечислить точное количество чего-то, написать сложный код и тому подобное.

f881668583d7166e7327bdf3b35dff06.png

Более простые задания с небольшой конкретикой даются лучше:

6f49c65fead24fd2a21d30cd20c8c00b.png

Если pretrain мог переводить с помощью правильно составленного запроса, то SFT версия почти не умеет, так как не было или мало примеров такого сценария в SFT датасете. Вместо перевода начинает общение с текстом, при этом понимает смысл текста на английском.

9267f9ded37046f9a1a5fa4ed1bb8db5.png

Но простые примеры иногда получаются:

38042697e0d71e0e46f7634339a0b47e.png

Потенциал не раскрыт

Как концепция - работает, но можно лучше. Если пройтись циклом дообучения:

Saiga SFT → Habr SFT → Vikhr SFT → Saiga DPO

Можно получить более интересную модель:

Заключение

Модель habrGPT 0.5B научилась связно говорить, соблюдать орфографию, пунктуацию, давать ответы на вопросы, писать статьи, выполнять задания, генерировать простой код, писать что-то похожее на стихи, немного переводить, несмотря на то, что английского языка было мало.

Первая GPT-2 124M обучалась на 10B токенов, Gemma3 1B обучалась на 2T (2048B) токенов. Датасет Хабра содержит всего 508M (0.49B) узкоспециализированных токенов и всё равно что-то получилось.

Возможно, вместо 0.5B стоит называть эту модель E0.25B, хоть тут и есть 0.5B, но вместо трансформных +0.25B тут легковесные +0.25B PLE и на сколько они хороши и компенсируются качество непонятно. Возможно, честные 0.5B были бы даже лучше.

Обучение в fp8 частично провалилось, частично удалось. Обучить такую маленькую модель в fp8 можно и какой-то результат достигнут, но результат хуже чем на bf16.

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  • 31.05.26 10:06 wendytaylor015

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

  • 05.06.26 18:26 edengarcia

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

  • 07.06.26 08:58 keithwilson9899

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

  • 07.06.26 08:58 keithwilson9899

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

  • 07.06.26 21:00 gordondowney9

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

  • 07.06.26 21:00 gordondowney9

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

  • 07.06.26 21:02 gordondowney9

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

  • 07.06.26 21:02 gordondowney9

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

  • 07.06.26 21:03 gordondowney9

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

  • 07.06.26 21:04 gordondowney9

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

  • 10.06.26 06:21 wendytaylor015

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

  • 10.06.26 06:21 wendytaylor015

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

  • 10.06.26 18:09 david

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

  • 12.06.26 17:13 keithwilson9899

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

  • 12.06.26 17:13 keithwilson9899

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

  • 14.06.26 14:53 Freeman James

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

  • 14.06.26 15:37 kimberlyhebert786

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

  • 14.06.26 15:37 kimberlyhebert786

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

  • 14.06.26 16:34 Emmi Hakola

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

  • 14.06.26 16:53 James willson

    I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm

  • 14.06.26 19:38 riley777

    G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.

  • 15.06.26 06:12 Evan Garrison

    When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.

  • 15.06.26 06:25 Glenn robble

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

  • 15.06.26 06:34 Sallymarch

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 06:38 Sallymarch

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 06:41 Ewaguz

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

  • 15.06.26 12:49 Jason

    Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER

  • 15.06.26 12:56 Hillary

    As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448

  • 15.06.26 13:03 Feliksa Stegniy

    A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.

  • 15.06.26 13:05 James willson

    The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.

  • 15.06.26 13:06 Tansy

    Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448

  • 15.06.26 13:08 Sarahy billy

    A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm

  • 15.06.26 13:12 Cole donald

    "I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm

  • 15.06.26 13:16 Meral Yetkiner

    I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.

  • 15.06.26 13:18 Silas Olsen

    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]. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 15.06.26 13:59 Ewaguz

    If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:16 Martina k.

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

  • 15.06.26 14:18 Garrison Good

    If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:22 Sallymarch

    Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:23 Glennrobble

    If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 14:25 Evan Garrison

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

  • 15.06.26 14:26 Ewaguz

    That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:34 robertalfred175

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

  • 15.06.26 16:41 Louane Mercier

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

  • 15.06.26 16:45 Andrés Montero

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

  • 15.06.26 16:48 Olivia Sørensen

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

  • 15.06.26 16:51 Viljar Yohannes

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

  • 15.06.26 16:58 Guimar da Rosa

    Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.

  • 15.06.26 17:03 Andrea Escalante

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t

  • 16.06.26 11:40 robertalfred175

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

  • 16.06.26 11:43 robertalfred175

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

  • 16.06.26 13:37 Felix Steve

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

  • 16.06.26 13:45 Wills ben

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

  • 18.06.26 13:31 Noemi Bernard

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

  • 18.06.26 13:35 Carter Morris

    My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.

  • 18.06.26 13:40 Kuybida Andriyiv

    I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.

  • 20.06.26 14:57 michaeldavenport218

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

  • 20.06.26 14:57 michaeldavenport218

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

  • 21.06.26 11:09 Maurizio Rolland

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

  • 21.06.26 11:13 Buse Fahri

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

  • 21.06.26 11:16 علیرضا گلشن

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 22.06.26 21:51 kimberlyhebert786

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

  • 24.06.26 01:25 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever

  • 24.06.26 01:27 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever

  • 24.06.26 01:28 Fraddy Pual

    I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.

  • 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 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

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