Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 8190 / Markets: 112543

Market Cap: $ 2 185 272 033 062 / 24h Vol: $ 87 821 296 800 / BTC Dominance: 58.119182351694%

Н Новости

НейроАрхиватор через инференс

КДПВ

Статья напичкана скучными непонятными формулами. Не обращайте внимание. Сам пока не разобрался.

На заре развития ПК, и в частности программного обеспечения, из-за дороговизны железа, для хранения большого количества информации умные люди придумали способы сжимать информацию без потерь. Так появились алгоритмы по сжатию информации, и собственно ПО реализующее эти алгоритмы - архиваторы.

Развитие сетей, в т.ч. интернета дало возможность этой самой информацией обмениваться. Интернет тоже вначале был не дешевым, поэтому сжатие информации (как при передаче файлов, так и при открытии сайта) пригодилось и тут.

Ну а как же кровавый интерпрайз, где потеря информации без права восстановления, грозила бизнесу большими убытками? Бекапы данных занимают много места. Спасибо алгоритмам архивации, они из здесь выручают.

Игровая индустрия гоняясь за длинным рублём выкатывает игрушки размером в сотни гигабайт. Но и эту проблему распухшего контента нам обещают скоро решить нейросжатием текстур…

Тема на первый взгляд не особо интересная: ничего нового нет, никакого развития, полная стагнация… Или, нет?

Давайте немного освежим знания. Тем более что в этой теме (к примеру у меня) познания остались где-то на уровне RLE.

>> Классические архиваторы

Любая информация: текст, фото, видео, аудио (и т.д. и т.п.) имеет избыточность, то есть повторяющиеся фрагменты, закономерности, паттерны. Это физически занимает драгоценное место: на диске, в ОЗУ, при передаче по сети (забивает канал передачи). Архиватор решает эту проблему, преобразуя повторяющиеся части в краткие записи - ссылки на уже встреченные точно такие же фрагменты. Но это не единственный алгоритм сжатия, есть и другие.

Классические архиваторы - это строгий алгоритм, как для сжатия, так и для распаковки. Давайте посмотрим примеры (мы не будем рассматривать алгоритмы сжатия с потерями, например JPEG).

Мои познания в алгоритмах сжатия

Года напротив алгоритма - примерные даты начала применения, а не изобретения.

Определимся с исходной строкой для пояснения алгоритмов сжатия:
"в лесу родилась ёлочка, в лесу она росла".

Допустим, этот текст состоит из 8 битных символов в кодировке Windows-1251, (от "00000000" до "11111111" в двоичном представлении).

>> RLE (Run-Length Encoding), 1960-е года

Заменяет серию одинаковых символов. Исходную строку про ёлочку не сожмет. А вот такое "AAAAAABBBCC" сожмет до "A6B3C2". Т.е. заменяет подряд идущие одинаковые символы на пару "символ + количество".

Было: 11 символов.
Стало: 6 символов.

Отрицательное сжатие

Вариантов кодирования RLE несколько. Если рассмотреть строгое кодирование каждого символа количеством его повторений подряд, то выйдет отрицательное сжатие:
"в1 1л1е1с1у1 1р1о1д1и1л1а1с1ь1 1ё1л1о1ч1к1а1,1 1в1 1л1е1с1у1 1о1н1а1 1р1о1с1л1а1"

Было: 40 символов.
Стало: 80 символов.

>> Алгоритм Хаффмана (Частота), 1980-е года

Алгоритм считает частоту повторения символов, и составляет словарь: чем чаще встречается символ тем короче кодируется этот символ.

Фактически алгоритм строит бинарное дерево. Самые частые символы оказываются на вершине дерева (у них короткий путь), а редкие - на самых дальних ветках.

пробел встречается 7 раз: "в1лесу2родилась3ёлочка,4в5лесу6она7росла", поэтому записывается как "00" (2 бита).
буква "л" встречается 4 раза, записывается как "010" (3 бита)
и т.д.
буква "о" встречается 4 раза, записывается как "011" (3 бита)
буква "а" встречается 4 раза, записывается как "100" (3 бита)
буква "с" встречается 3 раза, записывается как "101" (3 бита)
буква "е" встречается 2 раза, записывается как "1100" (4 бита)

Почему для пробела "00" (2 бита)? В 2 бита влезает четыре варианта: 00, 01, 10, 11. Если бы кроме пробела в тексте встречалась буква "л" тоже 7 раз, тогда она получила бы значение "01" и т.д.

Но почему сразу после "00" идет "010"? Потому что алгоритм работает без разделителей при распаковке: ни один код не должен быть началом (префиксом) другого кода. Если один символ закодирован "00", то мы не можем использовать "000", и "0000" и т.д. Префикс "00" уже занят. Но мы можем использовать для следующего символа "010", "011" и т.д., потому что они начинаются с префикса "01", а не с "00".

                            *
                           /  \
                          /    \
                         /      \
                        /        \
                       /          \
                      /            \
                   0 /              \ 1
                    /                \
                   *                  *
                  / \               /   \
               0 /   \1          0 /     \1
                /     \           /       \
             ПРОБЕЛ    *         *         *
               00     / \       / \        / \
                    0/   \1   0/   \1    0/   \1
                    /     \   /     \    /     \
                   Л      О  А       С  *
                  010    011 100   101 / \
                                     0/   \1
                                     /     \
                                    Е      ...
                                  1100

Спускаемся по дереву сверху вниз:
До пробела: 0 > 0.
До буквы "л": 0 > 1 > 0
До буквы "о": 0 > 1 > 1
До буквы "а": 1 > 0 > 0
и тд.

Было: 40 символов (40 символов x 8 бит = 320 бит)
Стало: 152 бита (что соответствует 19 байтам ) …без учета словаря кодов. Не символа а бита. Ведь мы каждый символ закодировали битами разной длины.

>> Алгоритм Лемпеля и Зива - LZ77, 1985 год

Алгоритм бежит по строке, и если есть повтор - ставит метку где взять повтор и сколько символов. В исходном тексте видим совпадения: "[в лесу ]родилась ёлочка, [в лесу ]она росла". Результат:"в лесу родилась ёлочка, [24,7]она росла".
Где [24,7] - ссылка на предыдущие повторы: прыгни назад на 24 символа, скопируй 7 символов. Это буквально команда для распаковщика.

Было: 40 символов.
Стало 33 символа плюс ссылка на повторяющуюся последовательность.

>> DEFLATE, 1993 год

Сначала применяет LZ77 для поиска повторов, затем сжимает полученный поток двумя деревьями Хаффмана. Результат помещается в контейнер (ZIP, gzip, PNG), который добавляет метаданные и контрольные суммы.

Откройте форточку!

Остановимся на этих классических алгоритмах сжатия. Для вводной части этого, думаю достаточно.

>> Промежуточный вариант

Следующий этап развития статистических архиваторов: PAQ, и его продолжатель CMIX.

Основная идея PAQ - сжатие на основе вероятностных моделей данных: каждая модель пытается предсказать вероятность что следующий бит будет равен 1 для определенного типа данных (текст, exe, фото, видео и т.д.).

Модель данных - это алгоритм, оценивающий вероятность появления следующего бита.

Данные
   ↓
Несколько независимых моделей данных (текст, фото, видео, exe, jpeg и т.д.)
   ↓
Адаптивный смеситель (mixer)
   ↓
Коррекция вероятности (SSE)
   ↓
Арифметическое кодирование/декодирование

При архивации:

Архиватор считывает очередной бит из исходного файла
Все модели независимо оценивают вероятность того, что следующий бит будет равен 1
Адаптивный смеситель (mixer) объединяет прогнозы моделей в одну вероятность
Модуль коррекции вероятностей (SSE) уточняет полученную вероятность
Арифметический кодировщик, используя эту вероятность, записывает текущий бит в архив
Прочитанный бит передается всем моделям, которые обновляют свое состояние
Процесс повторяется для следующего бита

При распаковке:

Арифметический декодер запрашивает вероятность следующего бита
Все модели независимо оценивают вероятность того, что следующий бит будет равен 1
Адаптивный смеситель (mixer) объединяет прогнозы моделей в одну вероятность
Модуль коррекции вероятностей (SSE) уточняет полученную вероятность
Арифметический декодер, используя эту вероятность и данные архива, восстанавливает очередной бит
Восстановленный бит передается всем моделям, которые обновляют свое состояние
Процесс повторяется до полного восстановления файла

Объединение прогнозов (см. пункт 3 выше) всех моделей выполняет смеситель (mixer) - адаптивный линейный предсказатель который обучается в процессе сжатия информации. У него есть коэффициенты (веса), изменяющиеся после обработки каждого бита.

Математически он очень похож на один нейрон без скрытых слоев: p=σ(w_1x_1+w_2x_2+⋯+w_nx_n)

где:

- прогнозы моделей;
- веса;
- сигмоида, математическая функция, преобразующая сумму взвешенных прогнозов моделей в вероятность от 0 до 1

Сигмоида выглядит так: $\sigma(x)=\frac{1}{1+e^{-x}}$

Если преобразовать сигмоиду в формулу, смеситель будет выглядеть так: $p=\frac{1}{1+e^{-\left(w_1x_1+w_2x_2+\cdots+w_nx_n\right)}}$

Модуль коррекции вероятностей SSE (Secondary Symbol Estimation) - это "доводчик" вероятности: он не вычисляет ее с нуля, а делает уже полученную оценку более точной на основе статистики предыдущих ошибок.

CMIX - дальнейшее развитие PAQ.

Если в PAQ множество моделей данных независимо оценивают вероятность следующего бита, а затем их прогнозы объединяются адаптивным смесителем.

То в CMIX (вместо адаптивного смесителя) используется более сложная система объединения прогнозов целым консилиумом из многослойных нейросетей, а коррекция вероятностей (SSE) превратилась в каскадную (многоступенчатую). Благодаря этому итоговая вероятность следующего бита получается точнее.

И всё это - очень упрощенное объяснение.

>> Нейроархиваторы

Классические архиваторы сжимают данные на основе локальных статистических закономерностей: частоты символов, повторяющиеся последовательности. Более современные алгоритмы (PAQ, CMIX) используют небольшие нейронные компоненты для объединения статистических моделей, однако сами модели данных остаются классическими.

А вот нейросетевые архиваторы, использующие полноценные языковые модели (Transformer, RNN и т.д.), строят вероятностную модель более высокого уровня, способную учитывать структуру языка, синтаксис, семантические закономерности и связи между словами.

Нейросетевой архиватор, с предобученной языковой моделью может опираться на знания, полученные при обучении, даже если конкретной фразы в файле еще не было. Например при сжатии, увидев фразу "в лесу родилась", модель с высокой вероятностью предскажет слово "ёлочка". Тогда как классический архиватор может использовать только закономерности, обнаруженные ранее в исходном файле.

Проще говоря: и те и другие работают со статистическими закономерностями, только нейросеть - это гораздо более богатая статистическая модель обученная на больших объемах данных. Благодаря этому она точнее предсказывает последовательность символов или токенов, что позволяет эффективнее сжимать данные.

>> NNCP Фабриса Беллара

А теперь "забудьте всё, чему вас учили раньше". NNCP (Neural Network Compression Program) - это другой подход к сжатию информации.

Да, его придумал тот самый Фабрис, французский программист, создавший FFmpeg и эмулятор QEMU.

Скрытый текст

Мы рассмотрим актуальную версию NNCP 3.3, использующую архитектуру Transformer. Первые версии NNCP были основаны на рекуррентной сети LSTM, однако начиная с версии 2 архиватор использует Transformer.

Во время архивации и распаковки NNCP создает нейронную сеть в ОЗУ. По мере обработки файла, нейронка обучается на уже прочитанных данных, все точнее предсказывая следующие байты (точнее токены) и помогает арифметическому кодировщику сжимать или восстанавливать файл. После завершения работы архиватора, нейронка исчезает без следа...

Данные
   ↓
Transformer (единая обучаемая модель)
   ↓
Арифметическое кодирование

Так как происходит реальное сжатие данных? Чем точнее модель предсказывает следующий токен, тем меньше бит потребуется арифметическому кодировщику для его записи. И наоборот: чем менее вероятным оказался следующий байт, тем больше бит придется потратить.

Вероятность следующего байта	Требуется бит
0.99	≈ 0.01 бит
0.90	≈ 0.15 бит
0.50	1 бит
0.25	2 бита
0.01	≈ 6.64 бит

Это классическая формула Шеннона для вычисления информационной энтропии:
I=−log_2(P) , где:

- количество информации (или минимальное число бит, необходимое для кодирования события);
- вероятность наступления этого события;
- двоичный логарифм.

По такому же принципу работают PAQ и CMIX, но они предсказывают один бит за раз. А NNCP предсказывает токен из словаря токенов, который состоит из примерно 16000 штук. Первые 256 токенов (от 0 до 255) - прямо отражают все возможные значения байта. Остальные представляют собой часто встречающиеся последовательности байтов, сформированные алгоритмом BPE (Byte Pair Encoding): это могут быть части слов, целые слова, HTML-теги и другие повторяющиеся последовательности данных. Про BPE я уже писал здесь: https://habr.com/ru/articles/1017484/.

Однако у такого подхода есть несколько минусов:

Высокие требования к вычислительным ресурсам: обучение Transformer во время сжатия и распаковки требует большого объема оперативной памяти и значительной вычислительной мощности
Низкая скорость архивации: на обучение нейросети уходит значительно больше времени, чем на работу классических архиваторов, поэтому создание архива может занимать не то что бы минуты, но даже часы, дни, недели...
Высокая степень сжатия проявляется только на больших объемах данных. Нейронке требуется время, чтобы изучить закономерности конкретного файла, поэтому на небольших файлах ее преимущества практически незаметны. Наиболее эффективно NNCP работает с файлами объемом в сотни мегабайт и более.

А не проще было бы упростить нейросеть, и сохранять весА вместо закодированных вероятностей байт? Сделаем так что бы модель "зазубрила" данные, реализуем меморизацию данных! Ведь нам надо восстановить исходный файл без потерь.

Нет. Согласно Принципу Дирихле, для точного запоминания произвольных данных информационная емкость весов должна быть равна или даже больше чем в исходном файле. Добавим сюда накладные расходы на сохранение структуры модели (описание архитектуры, размеры тензоров, типы данных, метаданные и т.д.), и это уже - архиватор с отрицательной эффективностью.

Иоганн Петер Густав Лежён Дирихле, 1805–1859, математик XIX века. Его принцип звучит так: "Если кроликов посадить в клеток, то хотя бы в одной клетке будет сидеть минимум два кролика". В контексте сжатия информации через нейронку, веса (клетки) не могут быть меньше запоминаемой информации (кролики).
Не смотря на то что датасет (благодаря которому нейронка обучается), физически кратно превышает веса модели, размер датасета не означает его точную информационную ёмкость. 100 Терабайт текста - это не 100 Тб информации.
Например представьте датасет в котором миллион раз подряд написано слово "Кот".
Физический размер: несколько мегабайт.
Информационная емкость (энтропия): несколько байт (команда: «Вывести слово "Кот" 1 000 000 раз»).
Нейронка не создает в весах "сжатую копию" датасета (как это делает ZIP-архиватор). Она ищет скрытые паттерны, правила и закономерности, которые порождают этот датасет.

Весь выигрыш в размере архива и состоит в том, что NNCP сохраняет не обученные веса модели, а историю её ошибок при обучении. Чем лучше модель изучила закономерности данных, тем меньше информации приходится записывать в архив.

>> Архивируем ...инференсом

Давайте договоримся, что мы будем сжимать текст: "Мама мыла раму", а наша нейронка обучена русскому языку.

Для архивации / распаковки текста, нам нужен движок позволяющий загрузить модель локально. Модели доступные через API (по сети) нам не подходят. Почему? Проблема в том, что в процессе инференса от модели нам нужно получить логиты (числовые оценки предсказания токенов). А модель через API выдает уже готовый текст.

Поэтому будем использовать пакет LlamaSharp.

Мы знаем, что большие языковые модели работают не с текстом, а с токенами. Когда мы отправляем нейронке текст, токенизатор преобразует его в набор токенов, прежде чем модель начнет их обрабатывать. Токеном может быть как часть слова, так и само слово, и даже несколько слов.

В процессе инференса, модель вычисляет для каждого токена словаря числовую оценку - логит. Чем больше словарь токенов у модели - тем больше ресурсов требуется для этого действия. Словарь на 100 тысяч токенов? Значит при инференсе на предсказание каждого следующего токена модель дает 100 тысяч логитов. Затем эти логиты преобразуются в вероятности токенов посредством Softmax (функция превращающая числовые оценки в вероятности).

Как температура меняет инференс

Что интересно, температура - как раз и является рычагом внутри Softmax, который влияет на выбор токена из логитов:

$p_i=\frac{e^{logit_i/T}}{\sum_j e^{logit_j/T}}$

где:

- логит -го токена
- температура
- вероятность этого токена после Softmax

Как это работает при изменении температуры:

- выбор токена с максимальным логитом
- распределение становится более "острым": наиболее вероятные токены получают еще большую вероятность, а менее вероятные - еще меньшую
— обычный Softmax: вероятности остаются такими, как их оценила модель

Но в данном случае температура не интересует. Мы не будем применять Softmax для выдачи готовых токенов.

По логитам можно определить ранг каждого токена - его место после сортировки по убыванию логитов. Ранг - это целое число от 0 до размера словаря. Чем лучше модель угадала токен, тем меньше ранг, и тем меньше бит требуется для его записи в архив, и тем меньше сам архив.

Пример "Мама мыла раму":

Ранг 0 (слово, или лучше токен "Мама") = модель угадала идеально, кодируется 1 бит
Ранг 10 ("мыла") = модель была близко, кодируется 7 бит
Ранг 1000 (внезапно "раму") = модель не угадала, кодируется 19 бит

Фраза хорошо подходит для демонстрации того как нейронка, обученная на русском тексте, предлагает для каждого последующего слова (токена) - вероятность появления всё ниже и ниже. На самом деле: какое слово вы ожидаете увидеть после "Мама"? А после "мыла"? Ну вот какая еще "раму" может быть после слова "мыла"?
Конечно, если бы нейронка была обучена на таком предложении из рекламы 2010х - то все токены получили бы высокие вероятности и ранги меньше 10.

Зачем нам нужен ранг, и почему именно 1, 7, 19 битов на этом примере? Ранг - это целое неотрицательное число, которое удобно закодировать в биты через алгоритм Голомба.

Алгоритм Голомба был предложен Соломоном Голомбом в 1966 году и широко используется в компрессии (например, именно его вариация Exponential-Golomb используется в видеокодеках H.264/H.265 для сжатия векторов движения и коэффициентов)

Алгоритм принимает на вход целое число(наш ранг) и настраиваемый параметр(обычно степень двойки).

Как работает алгоритм:

Число(в нашем случае - ранг) разбивается на две части с помощью деления:
1. Частное (Quotient): (целочисленное деление)
2. Остаток (Remainder): $R = N \bmod M$
Кодирование частного Q (Унарный код)
Унарный код — это самый примитивный способ записи чисел: число записывается как последовательность единиц, заканчивающаяся нулем.
- (1 бит)
- (2 бита)
- (3 бита)
- (6 бит)
Чем больше , тем длиннее цепочка единиц.
Кодирование остатка R (Бинарный код)
Остаток всегда находится в диапазоне от до . Он записывается как обычное двоичное число фиксированной длины бит. Символ $\lceil \dots \rceil$ означает округление вверх до ближайшего целого числа. В математике эта функция называется "потолок" (от английского ceiling).
Если (3 бита на остаток):
Итоговый код: просто склеиваем код и код

Параметр - это ожидаемое среднее значение рангов.

Если модель для сжатия очень хорошая (хорошо сжимает именно эти данные, например обучена на русском языке и надо сжать русский текст), средние ранги будут маленькими (например, 5-20). Тогда нужно брать маленьким (например, 4, 8, 16).
Если модель путается и средние ранги большие (например, 200), то нужно увеличивать (например, 128, 256), иначе унарный код для раздуется до неприличия.

Параметр можно сделать адаптивным: при кодировании вычислять среднее последних 100 рангов, и динамически подстраивать под текущую "сложность" текста. Это может дать еще 10-15% к степени сжатия.

>> Сохраняем бит

Ок, инференс > логиты > ранги. Дальше то что? В чем собственно магия сжатия? Что там насчет алгоритма Голомба? Как ранг превращается в бит? И как потом эту кашу из сохраненных битов прочитать, что бы восстановить исходный файл? Границ между битами среди этой мешанины бит на первый взгляд нет.

Для преобразования рангов в готовые для сохранения биты, мы будем использовать адаптивный Exponential-Golomb, без параметра .

Общий алгоритм кодирования ранга:

Вычисляем число:
Находим старшую степень двойки в . Если , то число занимает бит. в данном случае это порядок степени двойки которое которая помещается в наше число. $k = \lfloor \log_2(V) \rfloor$ (логарифм по основанию 2, округленный вниз до целого числа).
Ставим нулей в начало.
Дописывам само число в двоичном виде.

Допустим при инференсе трех слов, модель выдала логиты, которые были преобразованы в следующие ранги: 0, 10, 1000.

Ранг 0

$1_{10}=1_2$
Формируем код:
1. Префикс: нулей → (пусто),
2. Полезные данные: число в двоичном виде → 1
Итого: 1 (длина 1 бит)

Ранг 10

$11_{10}=1011_2$
Формируем код:
1. Префикс: нулей → 000,
2. Полезные данные: число в двоичном виде → 1011
Итого: 0001011(длина 7 бит)

Ранг 1000

$1001_{10}=1111101001_2$
Формируем код:
1. Префикс: нулей → 000000000,
2. Полезные данные: число в двоичном виде → 1111101001
Итого: 0000000001111101001(длина 19 бит)

Вот он, результат: 1 0001011 0000000001111101001. Каша из единиц и нулей.

Было: "Мама мыла раму", каждый символ - 8 бит (в кодировке Windows-1251), т.е. 14 * 8 = 112 бит, ну или 14 байт.

Стало: 1 + 7 + 19 = 27 бит, ну или 27 / 8 $\approx$ 3 байта.

Степень сжатия: 112 / 27 = 4,148 раза без потерь.

>> Читаем бит

Это сейчас мы знаем что здесь закодировано три ранга (то есть логита, то есть токена, то есть слова). А как это прочитать правильно, различая эти ранги?

Общий алгоритм чтения ранга:

Считаем нули, пока не встретим первую единицу. Количество нулей = .
Читаем еще бит (включая ту самую единицу). Это и есть закодированное число.
Вычитаем единицу. Получаем ранг.

Ранг 1

Читаем биты: 1 00010110000000001111101001

Смотрим на первый бит потока: 100010110000000001111101001
Это единица. Значит, нулей перед ней было 0 ( ).
По правилу, читаем еще бит (включая эту единицу).
Считанный бинарный код: 1 (это число 1 в десятеричной системе счисления).
Вычитаем единицу: . Мы получили Ранг 0.
Указатель сдвинулся на 1 бит вправо. Остаток потока: 00010110000000001111101001

Ранг 2

Читаем биты: 000 1011 0000000001111101001

Смотрим на следующие биты: 0, 0, 0. (Три нуля).
Смотрим на четвертый бит: 1. Единица.
Нулей было 3 ().
По правилу, читаем еще бита (включая эту единицу).
Считанные 4 бита: 1011 (это число 11 в десятеричной системе счисления).
Вычитаем единицу: . Мы получили Ранг 10.
Указатель сдвинулся еще на 7 бит. Остаток потока: 0000000001111101001

Ранг 3

Читаем биты: 000000000 1111101001

Смотрим на следующие биты: 0, 0, 0, 0, 0, 0, 0, 0, 0. (Девять нулей).
Смотрим на десятый бит: 1. Единица.
Нулей было 9 ().
По правилу, читаем еще бит.
Считанные 10 бит: 1111101001 (это число 1001 в десятеричной системе счисления).
Вычитаем единицу: . Мы получили Ранг 1000.
Остаток потока: пуст. Конец файла.

>> Восстанавливаем текст

Тут я немного пропустил тот факт, что для начала инференса, модель в качестве первого токена должна получить специальный токен BOS (beginning of Sentence), и только потом те, что нужно сжать. Поэтому первый токен BOS так же должен быть сохранен в архив, для чтения при распаковке архива.

Итак. Нам нужно получить токен, при этом мы загрузили из файла ранг = . Отправляем, значит токен в модель. Получаем логиты. Сортируем ID токенов по убыванию их логитов. Берем элемент отсортированного массива на позиции равной рангу - это и будет ID нужного токена.

Инференс токена BOS. Ранг = 0.

Получаем логиты:

ID токена | Логит | Токен
----------|-------|--------
...       | ...   | ...
5000      | 15.3  | "мама"
5001      | 12.1  | "папа"
5002      | 8.7   | "кот"
...       | ...   | ...

Сортируем ID токенов по убыванию их логитов.

Позиция | ID токена | Логит | Токен
--------|-----------|-------|--------
0       | 5000      | 15.3  | "мама"    ← БЕРЕМ ЭТОТ (ранг 0)
1       | 5001      | 12.1  | "папа"
2       | 5002      | 8.7   | "кот"
...     | ...       | ...   | ...

Инференс токена BOS + "мама". Ранг = 10.

Получаем логиты:

ID токена | Логит | Токен
----------|-------|--------
...       | ...   | ...
5100      | 14.5  | "стирала"
5200      | 12.2  | "мыла"
5300      | 11.3  | "танцевала"
...       | ...   | ...

Сортируем ID токенов по убыванию их логитов.

Позиция  | ID токена | Логит | Токен
---------|-----------|-------|--------
1        | 5100      | 14.5  | "стирала"
...      | ...       | ...   | ...
10       | 5200      | 12.2  | "мыла"    ← БЕРЕМ (ранг 10)
...      | ...       | ...   | ...
33       | 5300      | 11.3  | "танцевала"
...      | ...       | ...   | ...

Инференс токена BOS + "мама" + "мыла". Ранг = 1000.

Получаем логиты:

ID токена | Логит | Токен
----------|-------|--------
...       | ...   | ...
7300      | 16.7  | "раму"
7400      | 14.5  | "шпалы"
7500      | 17.1  | "голову"
...       | ...   | ...

Сортируем ID токенов по убыванию их логитов.

Позиция   | ID токена | Логит | Токен
----------|-----------|-------|--------
...       | ...       | ...   | ...
999       | 7500      | 17.1  | "голову"
1000      | 7300      | 16.7  | "раму" ← БЕРЕМ (ранг 1000)
1100      | 7400      | 14.5  | "шпалы"
...       | ...       | ...   | ...

Конечно при каждом инференсе мы не передаем все предыдущие токены. Предыдущие токены хранятся в KV-кэше (Key-Value cache) внимания, т.е. остаются там как контекст.

В итоге, весь исходный текст восстановлен без потерь.

>> Итого

Весь код поместился в один файл. Необходимо добавить два пакета: LLamaSharp и LLamaSharp.Backend.Vulkan.Windows.

Program.cs

//https://github.com/virex-84

#pragma warning disable CS0618

using LLama;
using LLama.Common;
using LLama.Native;
using System;
using System.Collections.Generic;
using System.IO;
using System.Linq;
using System.Text;

class Program
{
    static string? ModelPath;
    static string? FilenameIn;
    static string? FilenameOut;
    static string? CompressFile;

    static uint ContextSize = 128;
    static uint MaxContextTokens = ContextSize - 2;

    static void Main(string[] args)
    {
        // Включаем поддержку UTF-8 в консоли, чтобы русский текст не превратился в "кракозябры"
        Console.OutputEncoding = Encoding.UTF8;
        Console.InputEncoding = Encoding.UTF8;

        // Перехватываем логирование
        NativeLogConfig.llama_log_set((level, message) => {
        });

        if (args.Length == 0)
        {
            PrintHelp();
            return;
        }

        string? mode = null;
        bool outputSpecified = false;
        for (int i = 0; i < args.Length; i++)
        {
            switch (args[i].ToLower())
            {
                case "-h":
                case "/?":
                    PrintHelp();
                    return;
                case "-c":
                    mode = "compress";
                    break;
                case "-d":
                    mode = "decompress";
                    break;
                case "-i":
                    RunInteractive();
                    return;
                case "-m":
                    if (i + 1 < args.Length) ModelPath = args[++i];
                    break;
                case "-f":
                    if (i + 1 < args.Length) FilenameIn = args[++i];
                    break;
                case "-o":
                    if (i + 1 < args.Length)
                    {
                        FilenameOut = args[++i];
                        outputSpecified = true;
                    }
                    break;
                case "-a":
                    if (i + 1 < args.Length) CompressFile = args[++i];
                    break;
            }
        }

        if (mode == null)
        {
            Console.WriteLine("Ошибка: не указан режим. Используйте -c, -d, -i или -h для справки.");
            return;
        }

        if (string.IsNullOrEmpty(ModelPath) || string.IsNullOrEmpty(FilenameIn))
        {
            Console.WriteLine("Ошибка: в режимах -c и -d обязательны параметры -m (модель) и -f (файл).");
            return;
        }

        if (!File.Exists(ModelPath))
        {
            Console.WriteLine($"Ошибка: модель не найдена: {ModelPath}");
            return;
        }

        if (!File.Exists(FilenameIn))
        {
            Console.WriteLine($"Ошибка: файл не найден: {FilenameIn}");
            return;
        }

        Console.WriteLine("╔═════════════════╗");
        Console.WriteLine("║  NeuroArchInfer ║");
        Console.WriteLine("╚═════════════════╝");

        if (mode == "compress")
        {
            if (CompressFile == null)
                CompressFile = FilenameIn! + ".nai";

            Console.WriteLine($"Модель: {ModelPath}");
            Console.WriteLine($"Файл:   {FilenameIn}");
            Console.WriteLine($"Архив:  {CompressFile}");
            Compress(FilenameIn!, CompressFile);
        }
        else
        {
            if (CompressFile == null)
                CompressFile = FilenameIn;

            if (!outputSpecified)
            {
                string baseName = Path.GetFileNameWithoutExtension(CompressFile);
                string ext = Path.GetExtension(CompressFile);
                FilenameOut = baseName + ext;
                FilenameOut = GetUniqueFilename(FilenameOut!);
            }

            Console.WriteLine($"Модель:         {ModelPath}");
            Console.WriteLine($"Архив:          {CompressFile}");
            Console.WriteLine($"Восстановление: {FilenameOut}");
            Decompress(CompressFile, FilenameOut!);
        }
    }

    static void RunInteractive()
    {
        Console.WriteLine("╔═════════════════╗");
        Console.WriteLine("║  NeuroArchInfer ║");
        Console.WriteLine("╚═════════════════╝");

        Console.Write("Путь к модели: ");
        string? modelInput = Console.ReadLine()?.Trim();
        if (!string.IsNullOrEmpty(modelInput))
            ModelPath = modelInput;

        if (string.IsNullOrEmpty(ModelPath))
        {
            Console.WriteLine("Ошибка: путь к модели не указан.");
            return;
        }

        Console.WriteLine(" 1. Сжатие");
        Console.WriteLine(" 2. Восстановление");
        Console.Write("Выберите режим [1/2]: ");
        string mode = Console.ReadLine()?.Trim() ?? "1";

        if (mode == "1")
        {
            Console.Write("Исходный файл: ");
            FilenameIn = Console.ReadLine()?.Trim();
            if (string.IsNullOrEmpty(FilenameIn))
            {
                Console.WriteLine("Ошибка: имя файла не указано.");
                return;
            }

            string defaultArchive = FilenameIn + ".nai";
            Console.Write($"Имя архива (Enter = {defaultArchive}): ");
            string? archiveInput = Console.ReadLine()?.Trim();
            CompressFile = string.IsNullOrEmpty(archiveInput) ? defaultArchive : archiveInput;

            Compress(FilenameIn, CompressFile);
        }
        else
        {
            Console.Write("Архив для восстановления: ");
            FilenameIn = Console.ReadLine()?.Trim();
            if (string.IsNullOrEmpty(FilenameIn))
            {
                Console.WriteLine("Ошибка: имя файла не указано.");
                return;
            }

            CompressFile = FilenameIn;

            string defaultOutput = Path.GetFileNameWithoutExtension(FilenameIn);
            string defaultOutputChecked = GetUniqueFilename(defaultOutput);

            Console.Write($"Восстановленный файл (Enter = {defaultOutputChecked}): ");
            string? outputInput = Console.ReadLine()?.Trim();
            FilenameOut = string.IsNullOrEmpty(outputInput) ? defaultOutputChecked : outputInput;

            Decompress(CompressFile, FilenameOut);
        }
    }

    static string GetUniqueFilename(string path)
    {
        if (!File.Exists(path))
            return path;

        string dir = Path.GetDirectoryName(path) ?? "";
        string baseName = Path.GetFileNameWithoutExtension(path);
        string ext = Path.GetExtension(path);

        for (int n = 1; ; n++)
        {
            string candidate = Path.Combine(dir, baseName + n + ext);
            if (!File.Exists(candidate))
                return candidate;
        }
    }

    static void PrintModel(LLamaWeights weights)
    {
        var m = weights.Metadata;
        string arch = m.TryGetValue("general.architecture", out var a) ? a : "?";
        string archPrefix = arch + ".";

        string name = m.TryGetValue("general.name", out var n) ? n : "?";
        string sizeLabel = m.TryGetValue("general.size_label", out var s) ? s : "?";
        string tokModel = m.TryGetValue("tokenizer.ggml.model", out var t) ? t : "?";
        string tokPre = m.TryGetValue("tokenizer.ggml.pre", out var p) ? p : "?";
        string vocabSize = m.TryGetValue(archPrefix + "vocab_size", out var v) ? v : "?";

        Console.WriteLine();
        Console.WriteLine( "┌─ Модель ────────────────────────────────");
        Console.WriteLine($"│ {"Имя",-20} {name}");
        Console.WriteLine($"│ {"Архитектура",-20} {arch}");
        Console.WriteLine($"│ {"Размер",-20} {sizeLabel}");
        Console.WriteLine($"│ {"Словарь (vocab)",-20} {vocabSize}");
        Console.WriteLine($"│ {"Токенизатор",-20} {tokModel}");
        Console.WriteLine($"│ {"Пре-токенизатор",-20} {tokPre}");
        Console.WriteLine( "└──────────────────────────────────────────");
    }

    static void PrintHelp()
    {
        Console.WriteLine("╔══════════════════════════════════════════╗");
        Console.WriteLine("║  NeuroArchInfer - нейросетевой архиватор ║");
        Console.WriteLine("╚══════════════════════════════════════════╝");
        Console.WriteLine();
        Console.WriteLine("Использование:");
        Console.WriteLine("  Сжатие:      NeuroArchInfer -c -m <модель> -f <файл> [-a <архив>]");
        Console.WriteLine("  Декомпрессия: NeuroArchInfer -d -m <модель> -f <архив> [-o <восстановленный>]");
        Console.WriteLine("  Интерактив:  NeuroArchInfer -i");
        Console.WriteLine("  Справка:     NeuroArchInfer -h");
        Console.WriteLine();
        Console.WriteLine("Параметры:");
        Console.WriteLine("  -m <путь>       Путь к GGUF-модели");
        Console.WriteLine("  -f <имя>        Сжатие: исходный файл; Декомпрессия: архив (.nai)");
        Console.WriteLine("  -o <имя>        Восстановленный файл (по умолчанию: имя архива без .nai)");
        Console.WriteLine("  -a <имя>        Имя архива при сжатии (по умолчанию: <файл>.nai)");
        Console.WriteLine();
        Console.WriteLine("Режимы:");
        Console.WriteLine("  -c              Сжатие");
        Console.WriteLine("  -d              Декомпрессия");
        Console.WriteLine("  -i              Интерактивный режим");
        Console.WriteLine("  -h, /?          Подсказка");
        Console.WriteLine();
        Console.WriteLine("Примеры:");
        Console.WriteLine("  Сжатие:      NeuroArchInfer -c -m model.gguf -f document.txt");
        Console.WriteLine("               NeuroArchInfer -c -m model.gguf -f document.txt -a my.nai");
        Console.WriteLine("  Декомпрессия: NeuroArchInfer -d -m model.gguf -f document.txt.nai");
        Console.WriteLine("               NeuroArchInfer -d -m model.gguf -f document.txt.nai -o out.txt");
    }

    static int GetLogits(LLamaContext context, ref LLamaBatch batch, int token, int pos, float[] buffer)
    {
        batch.Clear();
        int idx = batch.Add(token, (LLamaPos)pos, LLamaSeqId.Zero, logits: true);
        context.Decode(batch);
        var span = context.NativeHandle.GetLogitsIth(idx);
        span.CopyTo(buffer);
        return span.Length;
    }

    static int FindRank(float[] logits, int targetIndex, int length)
    {
        float targetValue = logits[targetIndex];
        int rank = 0;
        for (int j = 0; j < length; j++)
        {
            if (logits[j] > targetValue || (logits[j] == targetValue && j < targetIndex))
                rank++;
        }
        return rank;
    }

    static int FindTokenByRank(float[] logits, int[] indices, int targetRank)
    {
        int n = logits.Length;
        int left = 0, right = n - 1;

        while (left < right)
        {
            float pivotValue = logits[indices[right]];
            int pivotIndex = indices[right];
            int i = left;

            for (int j = left; j < right; j++)
            {
                float vj = logits[indices[j]];
                if (vj > pivotValue || (vj == pivotValue && indices[j] < pivotIndex))
                {
                    (indices[i], indices[j]) = (indices[j], indices[i]);
                    i++;
                }
            }
            (indices[i], indices[right]) = (indices[right], indices[i]);

            if (i == targetRank)
                return indices[i];
            else if (i < targetRank)
                left = i + 1;
            else
                right = i - 1;
        }

        return indices[left];
    }

    static void Compress(string inputFile, string outputFile)
    {
        Console.WriteLine("\n[1/4] Инициализация локального ИИ...");

        // cоздаем минимальные параметры только для чтения метаданных
        var metaParams = new ModelParams(ModelPath!) { ContextSize = 1, BatchSize = 1, GpuLayerCount = -1 };

        // загружаем веса (на этом этапе метаданные уже доступны)
        var weights = LLamaWeights.LoadFromFile(metaParams);

        PrintModel(weights);

        // динамически определяем ContextSize из прочитанных метаданных
        var contextKey = weights.Metadata.Keys
            .FirstOrDefault(k => k.EndsWith(".context_length", StringComparison.OrdinalIgnoreCase));

        if (contextKey != null &&
            weights.Metadata.TryGetValue(contextKey, out string ctxValue) &&
            int.TryParse(ctxValue, out int maxContext))
        {
            ContextSize = (uint)maxContext;
            MaxContextTokens = ContextSize - 2;
        }

        uint optimalBatchSize = Math.Min(512, ContextSize);

        // создаем финальные параметры контекста на основе полученных данных
        var contextParams = new ModelParams(ModelPath!)
        {
            ContextSize = ContextSize,
            BatchSize = optimalBatchSize,
            GpuLayerCount = -1
        };

        // инициализируем контекст с новыми, правильными параметрами
        var context = weights.CreateContext(contextParams);

        Console.WriteLine("[2/4] Чтение и токенизация исходного файла...");
        string originalText = File.ReadAllText(inputFile);
        LLamaToken[] originalTokens = context.Tokenize(originalText, addBos: true, special: false);

        int[] tokenValues = originalTokens.Select(t => (int)t).ToArray();
        Console.WriteLine($"Токенов: {tokenValues.Length}. Инференс...");

        // определяем vocabSize через первый прогон
        var batch = new LLamaBatch();
        batch.Add(tokenValues[0], (LLamaPos)0, LLamaSeqId.Zero, logits: true);
        context.Decode(batch);
        var probe = context.NativeHandle.GetLogitsIth(0);
        int vocabSize = probe.Length;
        float[] logitsBuffer = new float[vocabSize];
        probe.CopyTo(logitsBuffer);

        List<int> ranks = new List<int>(tokenValues.Length - 1);
        int kvUsed = 1;

        ranks.Add(FindRank(logitsBuffer, tokenValues[1], vocabSize));

        for (int i = 1; i < tokenValues.Length - 1; i++)
        {
            if (kvUsed >= ContextSize - 1)
            {
                int windowSize = Math.Min(i, (int)MaxContextTokens / 2);
                int start = i - windowSize;

                Console.Write($"\n[Окно] Очистка KV-кэша (позиция {i})... ");
                context.NativeHandle.MemoryClear(true);

                batch.Clear();
                for (int j = 0; j < windowSize; j++)
                    batch.Add(tokenValues[start + j], (LLamaPos)j, LLamaSeqId.Zero, logits: false);
                context.Decode(batch);
                kvUsed = windowSize;
                Console.WriteLine($"окно [{start}..{i - 1}], KV={kvUsed}");
            }

            GetLogits(context, ref batch, tokenValues[i], kvUsed, logitsBuffer);
            kvUsed++;

            int rank = FindRank(logitsBuffer, tokenValues[i + 1], vocabSize);
            ranks.Add(rank);

            if (i % 100 == 0 || i == tokenValues.Length - 2)
                Console.Write($"\rПрогресс ИИ: {i + 1}/{tokenValues.Length - 1}  (ранг: {rank})              ");
        }

        Console.WriteLine("\n[3/4] Битовое сжатие рангов алгоритмом Голомба...");
        byte[] compressedPayload = RankCompressor.Compress(ranks);

        Console.WriteLine("[4/4] Запись архивного файла (.nai) на диск...");
        using (var fs = new FileStream(outputFile, FileMode.Create, FileAccess.Write))
        using (var writer = new BinaryWriter(fs))
        {
            writer.Write(tokenValues.Length);
            writer.Write(tokenValues[0]);
            writer.Write(compressedPayload.Length);
            writer.Write(compressedPayload);
        }

        context.Dispose();
        weights.Dispose();
        Console.WriteLine($"Сжато! Исходный: {new FileInfo(inputFile).Length} байт. Архив: {new FileInfo(outputFile).Length} байт.");
    }

    static void Decompress(string inputFile, string outputFile)
    {
        Console.WriteLine("\n[1/4] Инициализация ИИ на приемной стороне...");

        // cоздаем минимальные параметры только для чтения метаданных
        var metaParams = new ModelParams(ModelPath!) { ContextSize = 1, BatchSize = 1, GpuLayerCount = -1 };

        // загружаем веса (на этом этапе метаданные уже доступны)
        var weights = LLamaWeights.LoadFromFile(metaParams);

        PrintModel(weights);

        // динамически определяем ContextSize из прочитанных метаданных
        var contextKey = weights.Metadata.Keys
            .FirstOrDefault(k => k.EndsWith(".context_length", StringComparison.OrdinalIgnoreCase));

        if (contextKey != null &&
            weights.Metadata.TryGetValue(contextKey, out string ctxValue) &&
            int.TryParse(ctxValue, out int maxContext))
        {
            ContextSize = (uint)maxContext;
            MaxContextTokens = ContextSize - 2;
        }

        uint optimalBatchSize = Math.Min(512, ContextSize);

        // создаем финальные параметры контекста на основе полученных данных
        var contextParams = new ModelParams(ModelPath!)
        {
            ContextSize = ContextSize,
            BatchSize = optimalBatchSize,
            GpuLayerCount = -1
        };

        // инициализируем контекст с новыми, правильными параметрами
        var context = weights.CreateContext(contextParams);

        Console.WriteLine("[2/4] Чтение заголовков архива...");
        int totalTokensCount, firstToken;
        byte[] compressedPayload;

        using (var fs = new FileStream(inputFile, FileMode.Open, FileAccess.Read))
        using (var reader = new BinaryReader(fs))
        {
            totalTokensCount = reader.ReadInt32();
            firstToken = reader.ReadInt32();
            int payloadLength = reader.ReadInt32();
            compressedPayload = reader.ReadBytes(payloadLength);
        }

        Console.WriteLine("[3/4] Битовое разжатие Голомба в ранги...");
        List<int> ranks = RankCompressor.Decompress(compressedPayload, totalTokensCount - 1);

        Console.WriteLine($"Ранги: {ranks.Count} шт. Обратный инференс ИИ...");
        int[] restoredTokenValues = new int[ranks.Count + 1];
        restoredTokenValues[0] = firstToken;
        var batch = new LLamaBatch();

        // определяем vocabSize через первый прогон
        batch.Add(firstToken, (LLamaPos)0, LLamaSeqId.Zero, logits: true);
        context.Decode(batch);
        var probe = context.NativeHandle.GetLogitsIth(0);
        int vocabSize = probe.Length;
        float[] logitsBuffer = new float[vocabSize];
        probe.CopyTo(logitsBuffer);

        int kvUsed = 1;

        int[] sortBuffer = new int[vocabSize];
        for (int j = 0; j < vocabSize; j++) sortBuffer[j] = j;

        for (int i = 0; i < ranks.Count; i++)
        {
            int targetRank = ranks[i];

            for (int j = 0; j < vocabSize; j++) sortBuffer[j] = j;
            int restoredNextToken = FindTokenByRank(logitsBuffer, sortBuffer, targetRank);
            restoredTokenValues[i + 1] = restoredNextToken;

            if (kvUsed >= ContextSize - 1)
            {
                int targetPos = i + 1;
                int windowSize = Math.Min(targetPos, (int)MaxContextTokens / 2);
                int start = targetPos - windowSize;

                Console.Write($"\n[Окно] Очистка KV-кэша (позиция {targetPos})... ");
                context.NativeHandle.MemoryClear(true);

                batch.Clear();
                for (int j = 0; j < windowSize; j++)
                    batch.Add(restoredTokenValues[start + j], (LLamaPos)j, LLamaSeqId.Zero, logits: false);
                context.Decode(batch);
                kvUsed = windowSize;
                Console.WriteLine($"окно [{start}..{targetPos - 1}], KV={kvUsed}");
            }

            GetLogits(context, ref batch, restoredNextToken, kvUsed, logitsBuffer);
            kvUsed++;

            if (i % 100 == 0 || i == ranks.Count - 1)
                Console.Write($"\rПрогресс восстановления ИИ: {i + 1}/{ranks.Count}");
        }

        Console.WriteLine("\n[4/4] Детокенизация и сохранение файла...");
        List<LLamaToken> tokenList = restoredTokenValues.Select(v => (LLamaToken)v).ToList();
        string restoredText = context.DeTokenize(tokenList);
        File.WriteAllText(outputFile, restoredText);

        context.Dispose();
        weights.Dispose();
        Console.WriteLine($"Файл восстановлен: {outputFile}");
    }

    public static class RankCompressor
    {
        public static byte[] Compress(List<int> ranks)
        {
            List<bool> bitBuffer = new List<bool>();

            foreach (int rank in ranks)
            {
                if (rank < 0) throw new ArgumentException("Ранг не может быть отрицательным.");

                int val = rank + 1;
                int sigBits = 0;
                while ((val >> sigBits) > 1)
                {
                    sigBits++;
                }

                for (int i = 0; i < sigBits; i++)
                    bitBuffer.Add(false);

                for (int i = sigBits; i >= 0; i--)
                    bitBuffer.Add(((val >> i) & 1) == 1);
            }

            return PackBitsToBytes(bitBuffer);
        }

        public static List<int> Decompress(byte[] compressedBytes, int totalCount)
        {
            List<bool> bits = UnpackBytesToBits(compressedBytes);
            List<int> ranks = new List<int>();
            int bitIndex = 0;

            while (ranks.Count < totalCount && bitIndex < bits.Count)
            {
                int zeroCount = 0;
                while (bitIndex < bits.Count && !bits[bitIndex])
                {
                    zeroCount++;
                    bitIndex++;
                }

                if (bitIndex >= bits.Count) break;

                int val = 0;
                for (int i = 0; i <= zeroCount; i++)
                {
                    if (bitIndex >= bits.Count) break;
                    val = (val << 1) | (bits[bitIndex] ? 1 : 0);
                    bitIndex++;
                }

                ranks.Add(val - 1);
            }

            return ranks;
        }

        private static byte[] PackBitsToBytes(List<bool> bits)
        {
            int byteCount = (bits.Count + 7) / 8;
            byte[] bytes = new byte[byteCount];
            for (int i = 0; i < bits.Count; i++)
            {
                if (bits[i])
                    bytes[i / 8] |= (byte)(1 << (7 - (i % 8)));
            }
            return bytes;
        }

        private static List<bool> UnpackBytesToBits(byte[] bytes)
        {
            List<bool> bits = new List<bool>(bytes.Length * 8);
            foreach (byte b in bytes)
            {
                for (int i = 7; i >= 0; i--)
                    bits.Add(((b >> i) & 1) == 1);
            }
            return bits;
        }
    }
}

Можно запускать программу с флагами, в том числе и в интерактивном режиме.

В интерактивном режиме

Достаточно скачать любую GGUF модель с Hugging Face, запустить программу и выбрать 1. Сжатие, или 2. Восстановление.

Но самое главное: создание архива и распаковка должна производится точно такой же моделью, с точно такой же квантизацией, иначе ...~~кина не будет~~ ничего не получится. У разных моделей - разные словари токенов. Различия в квантизации влияют на значения логитов. Даже версия компонента LlamaSharp может влиять на детерминированность .

Исходный код: https://github.com/virex-84/NeuroArchInfer

>> Послесловие

Изначально, тема нейроархиватора была подсмотрена здесь: https://habr.com/ru/companies/ruvds/articles/1040026/.

Конечно же, первым делом после этой статьи я полез делать аналог NNCP с обучением через OpenCL (с помощью встройки AMD), но с условием, что я буду сохранять веса модели. И что-то даже получилось. Но это сложная тема.

самодельный аналог NNCP

И только после того как начал писать эту статью, немного начал понимать в чем собственно магия сжатия. Так появилась идея, что можно сжать данные через инференс любой локальной модели.

В качестве локальной модели пробовал взять самодельную микро модель GGUF размером 442 КБ из предыдущей статьи https://habr.com/ru/articles/1017484/. Если в исходном файле для сжатия будет текст на котором обучалась микро-модель - будет сжатие.

Скрытый текст

model.gguf могёт!

Надеюсь статья вам понравится. Честно, старался.

А на сегодня всё...

Источник

Теги

Категория

Новости

Дата

7 июл. 2026 г.

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
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
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