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Н Новости

Просто и подробно о том, как работают ChatGPT и другие GPT подобные модели. С картинками

86451f54d20b5ac0f7463d25a3cf2aa7.png

Текст ниже — очень длиннопост о том, как работает ChatGPT и другие GPT подобные модели

Прелюдия 1

Это длиннопост, после которого, я надеюсь, у вас сформируется устойчивый фундамент в принципе работы нейросетей типа Больших Языковых Моделей

Прелюдия 2

Я приложил не мало усилий, чтобы написать эту статью очень простым языком и с картинками. Но уверен, что и для технических людей тут будет много интересного

Прелюдия 3

Если вы считаете, что я где то ошибся или хотите уточнить детали, то можете оставлять комменты. Все прочитаю и поправлю

И еще два моих убеждения о том, почему важно понимать принцип работы нейросетей

Непонятная технология воспринимается как магия

Люди любят наделять неживое свойствами живого

LLM сочетают в себе эти два свойства: они достаточно сложны в устройстве и естественны в общении. Это сочетание снижает критичность восприятия — люди могут воспринимать ChatGPT и подобные интерфейсы как разумных существ, что приводит к переоценке их возможностей, повышенной внушаемости и определенным психологическим рискам — эмоциональной зависимости или мании величия от «особых отношений» с ИИ

⤵️⤵️⤵️

А теперь начнем с основного

Что такое ChatGPT на самом деле?

Когда вы общаетесь с ChatGPT, вы взаимодействуете не с мыслящим искусственным интеллектом, а со статистической моделью

Модель же, в нашем случае — это математический механизм, который учится на текстах, чтобы предсказывать наиболее вероятные продолжения новых текстов.

Эта модель обучена предсказывать наиболее вероятный ответ на основе огромного объёма данных, размеченных людьми по специальным инструкциям от компаний вроде OpenAI, которые и создают ChatGPT

Модели по типу ChatGPT лишь имитирует человеческое мышление
Модель анализирует закономерности в текстах и генерирует ответы, которые максимально напоминают то, как ответил бы человек-разметчик в аналогичной ситуации

Как обучают большие языковые модели по типу GPT

  • Для начала нам нужно найти огромное количество сырого текста: книги, статьи, интернет-форумы, коды программ и так далее. Сейчас для обучения используются практически все данные цивилизации, которые мы смогли отцифровать

  • Затем этот текст очищают и превращают в структурированный массив данных

  • После этого текст конвертируется в биты

  • В этом массиве информации модель начинает искать паттерны и повторяющиеся закономерности

  • И группируем самые частые паттерны в токены, с которыми модель и будет работать в дальнейшем

Через эту последовательность этапов нейросеть обучают предсказывать следующий токен

dc69214a12fcffa6ae985ee807c7ccf2.png

❗ChatGPT не умеет думать, не понимает реальность и не оперируют фактами о мире в человеческом смысле❗

Самая простая аналогия — это Т9 или автоподстановка текста на телефоне.

Когда вы печатаете сообщение, то система предлагает следующее слово. Она делает это, анализируя вероятные комбинации, а не "понимая" вашу мысль

LLM работает примерно так же — только в тысячи раз сложнее

Поиграться с тем, как работают токены можно тут https://tiktokenizer.vercel.app/
Поиграться с тем, как работают токены можно тут https://tiktokenizer.vercel.app/

На схеме ниже показана визуализация очень маленькой версии GPT — модели с 85 000 параметров

Посмотреть визуализацию подробнее и почитать про нее можно тут https://bbycroft.net/llm
Посмотреть визуализацию подробнее и почитать про нее можно тут https://bbycroft.net/llm

Для сравнения, GPT-4о использует порядка 1,7 триллиона параметров — это в десятки тысяч раз больше

Каждый параметр — это крошечная настройка веса внутри модели, помогающая ей определять, какое следующее слово или токен будет наиболее вероятным

Для чего я это рассказываю?

Чтобы стало понятно, что ChatGPT не "думает" — и на него не стоит слепо полагаться

Он не анализирует мир как человек, не размышляет, не формирует мнение

Он просто предсказывает наиболее вероятное следующее слово. Ну или, если быть точнее — следующий токен

Я также предполагаю, что понимание такой технологии поможет людям не влюбляться в него и в его ответы


🔠 Про токены и контекстное окно

🧩 Как работает токенизация

Большие языковые модели вроде GPT не “видят” слова или предложения целико

Они оперируют токенами — это фрагменты слов, символы, знаки препинания и пробелы.

Например

  • Пр ив ет → 3 токена

  • К в ар ти ра → 5 токенов

Здесь можно посмотреть на то, как модель разбивает текст на токены

🧱 Что такое токенизатор

Токенизатор — это "резак", который делит текст на токены

cf0dc5679e80e8b5dbde0b2e145b8f49.png

Чем новее модель, тем умнее токенизация: она реже дробит слова, особенно на других языках

🧮 В среднем

  • 1 токен = 4 символа

  • Или ≈ ¾ слова на английском. На русском и других языках модели режут слова чуть хуже. О причинах чего, помимо меньшего по сравнению с английским датасета, я расскажу ниже

🧪 Пример

Рассмотрим нарезку фразы Привет медвед, как дела? на разных токенизаторах

ecb8a8556cb00225f1660877c811bc7c.png

Модель

Кол-во токенов

Токенизатор

Особенности модели

GPT-2

25 токенов

gpt2

Почти каждый символ разбивается отдельно. Модель не знает кириллицу.

GPT-3.5 / 4

11 токенов

cl100k_base

Слово Как уже является цельным токеном

GPT-4o / 5

8 токенов

o200k_base

Теперь и слово дела превратилось в один токен

📌

Чем лучше токенизатор → тем меньше “шума” и потерь в контексте

А значит — больше текста влезает в одно окно, и GPT отвечает точнее и стабильнее


🧠 Контекстное окно

Контекстное окно — это объем токенов, который языковая модель может удерживать в памяти одновременно во время взаимодействия

Я не знаю, как модель решает, какую информацию ей стоит забыть, если объем токенов в памяти будет превышен, поэтому в примере показал, что модель забывает только историю чата
Я не знаю, как модель решает, какую информацию ей стоит забыть, если объем токенов в памяти будет превышен, поэтому в примере показал, что модель забывает только историю чата

Контекстное окно — это рабочая и единственная память модели

Всё, что помещается в контекстное окно — модель анализирует при генерации следующего ответа. Все, что не помещается, она не анализирует

Модель

Размер контекстного окна

Что помнит

GPT-2

1 024

750 слов — короткий пост в блоге

GPT-3

2 048

1 500 слов

GPT-3.5

4 096

3 000 слов — небольшая статья или аналитический отчёт

GPT-4o

128k

96 000 слов — примерно полный роман

GPT-5 Chat (актуальная в ChatGPT модель)

128k

o3

200k

o4-mini (high)

200k

150 000 слов — две толстые книги вместе

o4-mini

200k

o1 pro

200k

GPT-5 nano API

400k

GPT-5 mini API

400k

GPT-4.1

1M

750 000 слов — весь Властелин колец

GPT-4.1 mini

1M

🧠 Как работает контекстное окно на практике

Контекстное окно действует как кратковременная память модели

Пока информация находится внутри лимита, модель может её использовать для анализа, запоминания логики и формирования релевантных ответов. Но как только текст выходит за окно контекста, модель моментально забывает его

Пара длинных документов или много кусков кода могут быстро заполнить даже огромное окно

Когда вы ведёте диалог с ChatGPT внутри окна контекста, то модель

  • Учитывает историю всего общения

  • И формирует ответы, отталкиваясь от всей доступной информации

Но как только вы превышаете лимит контекста

  • Старые данные автоматически вытесняются

  • Модель перестаёт помнить то, что было в начале диалога

Это и есть причина, почему иногда ChatGPT забывает, о чём шла речь выше

📌

Чем больше контекстное окно, тем длиннее цепочка рассуждений и выше устойчивость в диалоге.

Вот почему новые модели вроде GPT-4.1 настолько сильны в работе с длинными задачами — они “помнят” значительно больше. Но это не точно

Контекстное окно ChatGPT 4.1 — 1 миллион токенов, тогда как у ChatGPT 4о — 128 000 токенов

Но и длинное контекстное окно несет не только плюсы

Проблемы длинных контекстных окон

В какой-то момент объем начинает сказываться на качестве ответов и становится слишком дорогим в обработке

Например, у GPT-5 в ChatGPT контекстное окно как было, так и осталось 128 000 токенов.

💸 Вычислительные затраты

  • При удвоении количества токенов нужна в 4 раза большая вычислительная мощность

  • Модель должна рассчитывать взаимосвязи между каждым токеном и всеми остальными, а это ресурсоёмко

🎯 Потеря релевантности

  • Есть предположение, что модели лучше работают, когда ключевая информация находится в начале или в конце текста

  • Если важные детали "спрятаны" в середине длинного ввода, модель может не найти их

4b8d7cbbe3a26c2a0e226571094a5764.png

💡 Практические советы

  • Учитывайте лимит и старайтесь не превышать размер окна, чтобы не терять важную информацию. Например, долгое общение на разные темы внутри одного чата будет ухудшать ответы модели

  • Структурируйте текст. Помещайте ключевые факты в начало или в конец вашего запроса — это увеличит шансы на то, что модель не потеряет эту информацию

  • Используйте сжатие. Сокращайте и упрощайте текст без потери смысла, чтобы больше важного помещалось в память.

  • Рассуждение (Thinking mode) расходует дополнительное место внутри окна контекста, так как в режиме Thinking модель общается сама с собой перед тем, как выдать ответ

    Пример работы контекстного окна от нейросети Claude, в ChatGPT принцип работы примерно такой же
    Пример работы контекстного окна от нейросети Claude, в ChatGPT принцип работы примерно такой же

📌

Контекстное окно — это фундаментальный механизм работы больших языковых моделей

Понимание его ограничений помогает

  • Грамотно строить запросы

  • Добиваться более точных и связных ответов

  • Минимизировать "забывание" важных деталей в длинных взаимодействиях


Почему GPT модели работают лучше на английском, чем на русском

или «да почему он опять мне х&$^ю написал» 😡

Вспомним из начала главы, что ChatGPT и подобные трансформеры работают через очень сложный, но одновременно и простой механизм Next Token Prediction

Цифры — это номера токенов в конкретном токенизаторе
Цифры — это номера токенов в конкретном токенизаторе

Условная модель обучается через поиск большого количества закономерностей в последовательности бит из текста всего интернета. А затем сжимает их до токенов через специальные токенайзеры.

Ответы модели и ее стиль общения — это по сути повторение паттернов сжатого интернета. Закономерности, которые чаще всего встречались на стадии обучения и будут проявляться при ответах

В текущей ChatGPT используется токенайзер o200k_base с библиотекой из ~200k токенов. Более старые версии использовали cl100k_base (~100k токенов).

Проблема порядка слов

Найти закономерности в английском проще, чем в русском. Потому что в русском языке порядок слов не сильно влияет на смысл. Во всех трех вариантах на русском, перевод на английском будет всего лишь один.

Наглядный пример из токенайзера

8590f085bcf586cb90072f3b1dc882e3.png
  • "Машина ехала быстро" → 6 токенов

  • "Быстро ехала машина" → 6 токенов

  • "Ехала машина быстро" → 5 токенов

  • "The car was driving fast" → 5 токенов

Все три русские фразы имеют одинаковый смысл, но разную последовательность токенов, что усложняет поиск закономерностей для модели.

Проблема флексий и окончаний

В русском языке есть окончания (флексии), из-за которых GPT воспринимает каждое слово как разное. Хотя для нас слово "Кот" и "Кота" — одно слово.

Примеры в русском языке

Склонение существительных

  • Кот (именительный падеж)

  • Кота (родительный падеж)

  • Коту (дательный падеж)

  • Котом (творительный падеж)

Спряжение глаголов

  • Я играю

  • Ты играешь

  • Он играет

  • Мы играем

Согласование прилагательных

  • Красивая кошка

  • Красивого кота

  • Красивые коты

  • Красивых котов

В английском же красивый — это всегда Beautiful

b59319e92394903aa504595c52d1697f.png

Почему флексии — это проблема для ИИ

В русском одно слово = много форм

  • стол, стола, столу, столом, столе, столы, столов, столам, столами, столах

В английском одно слово = 1-2 формы

  • table, tables

Для нейросети каждая такая флексия — это отдельный паттерн, который нужно выучить. В русском таких паттернов в разы больше, что усложняет обучение и требует больше данных.

Именно поэтому GPT воспринимает "кот" и "кота" как совершенно разные слова, хотя для нас это одно и то же понятие.

А еще, в русском 6 падежей × 3 рода × 2 числа = 36 основных форм для каждого существительного + множество исключений

В английском же всего 2-4 формы для большинства слов

  • cat, cats, cat's, cats'

  • В английском: table остается table в 90% контекстов

  • В русском: стол может быть столом, столу, столе, столов, столам, столами, столах

Именно поэтому нейросетям проще находить закономерности в английском — меньше вариативности = более предсказуемые паттерны.

Конкретные примеры из токенайзера в русском

  • "Кот играл" → "Кот" и "играл" разбиваются на несколько токенов каждое

  • "Коты играли" → совершенно другая последовательность токенов

  • "Я играл с котом" → слово "котом" токенизируется по-другому, чем "кот"

В английском

  • "The cat was playing" → стабильная токенизация

  • "The cats were playing" → только добавляется "s" и меняется глагол

  • "I was playing with the cat" → "cat" остается тем же токеном

    2c09b7023c86e0c3c428bf877215449d.png

Недостаток обучающих данных 😖

Другой немаловажный параметр — на русском просто меньше материалов, чтобы набрать статистическую значимость

Большинство программистской документации, научных статей и технических ресурсов изначально создается на английском, что дает моделям больше качественных данных для обучения

И как вывод

Русский язык требует больше токенов для выражения того же смысла, что делает его обработку и результаты выдачи менее эффективной.

А презентация GPT 5 показала, что компании уже упираются в тот предел, что качественные текста в интернете тупо закончились, и пора переходить на синтетические данные


🔢 Как большие языковые модели работают с числами

Возможно, вы видели видео, в которых люди ругают ChatGPT, что он не может выполнить простые операции подсчета

И чтобы не быть таким же, давайте посмотрим как модели вообще обрабатывают числа

🧩 Как LLM обрабатывает числа

Токенизация ломает математику

LLM не понимает числа как математические объекты. Вместо этого

  • Число "12345" может стать токенами "123" и "45"

  • Длинные числа дробятся непредсказуемо

  • Разные модели разбивают одно число по-разному

Пример

500000.51 / 15125.22 = ?

ChatGPT видит это не как два числа для умножения, а как последовательность токенов, из которых нужно предсказать следующий "наиболее вероятный" токен.

Вот пример того, как для ChatGPT выглядит рассчет числа 500000,51 / 15125,22

Это не два разных числа, а набор из токенов

И модель, основываясь на комбинации этих токенов, должна предсказать следующий токен-ответ

0453a089cd12a36a213c80bbe6c2f20e.png

ChatGPT не выполняет арифметические действия — он угадывает ответы на основе похожих паттернов из обучающих данных

Это работает для простых случаев

  • ✅ 2 + 2 = 4 (запомнил из данных)

  • ✅ 25 × 4 = 100 (видел много раз)

Но ломается на сложных

  • ❌ 847293 × 652847 = ? (такого точно не было в данных)

Вообще то, ChatGPT умеет считать. Но не сам, а через обращение к Python функции. Которая и считает необходимый нам пример

Функцию калькулятора можно вызвать принудительно, попросив считать через Python
Функцию калькулятора можно вызвать принудительно, попросив считать через Python

🚧

Если ChatGPT не вызывает инструмент для расчета, то я бы этим цифрам не доверял

Вот как он считает, если просить его посчитать самому

6e455f745e7267a2426200e902ccc0e9.png6440d543a7cae270e23b427bfb899c8e.png

Вполне хорошо, и ответ вышел правильный, но с небольшой погрешностью

❌ Итого, ChatGPT в расчетах плохо работает с

  • Многозначными вычислениями (6+ цифр)

  • Точными расчётами и с десятичными дробями

  • Любыми операциями, где нужна 100% точность

  • Многоэтапными задачами, когда ошибки постепенно накапливаются

Эти пункты актуальны при том условии, что он не обращается к расчету через Python


Как решить ключевые проблемы общения с ChatGPT — 5 рабочих практик

Ниже я рассказал про 5 практик, которые я использую в таких вот ситуациях ⤵️

😣 ChatGPT отвечает слишком "в общем" и поверхностно

😣 Хочу переработать огромный массив информации с конкретными выводами

😣 Модель генерирует мне банальные или очевидные идеи

😣 Стандартные ответы ChatGPT слишком прямолинейны

😣 Хочу развить и масштабировать свою идею из уже существующей

😣 ChatGPT отвечает слишком "в общем" и поверхностно

Как исправить

Найди релевантный фреймворк, стиль или стандарт в открытых источниках. И попроси ChatGPT сгенерировать ответ, опираясь на этот фреймворк

Вот примеры фреймворков, которые я иногда использую

  • SCQA (Situation, Complication, Question, Answer): помогает структурировать презентации так, чтобы сначала задать ситуацию, затем показать проблему, сформулировать вопрос и дать ответ

    Используя фреймворк SCQA, помоги мне структурировать презентацию для выхода на новый рынок
    
  • PAS (Problem-Agitate-Solution): классическая структура копирайтинга, где сначала обозначается проблема, затем усиливается её значимость, после чего предлагается решение.

    Используя фреймворк **PAS**, помоги мне написать рекламный текст для лендинга нового продукта
    
  • Стиль статей New York Times или Wall Street Journal: строгий, структурированный стиль с акцентом на факты и аналитический разбор

    Вот структура статьи в стиле New York Times: [вставленный текст]. Напиши обзор моего продукта, используя этот стиль
    
  • SMART (Specific, Measurable, Achievable, Relevant, Time-bound): чёткая система для постановки целей

    **Используя фреймворк** SMART**, помоги сформулировать 5 целей для моей команды продаж на следующий квартал**
    

Почему это работает ✅

Модель получает чёткий паттерн поведения вместо необходимости "догадываться", что именно от неё требуется


😣 Хочу переработать огромный массив информации с конкретными выводами

Что делать

  • Загрузи текст или документ

  • Не проси ChatGPT просто "проанализировать" текст без уточнений — это приводит к слишком общим и размытым ответам. Вместо этого сразу укажи конкретную практическую задачу, которую нужно решить. Например:

    Изучи этот документ и подготовь бизнес-план для выхода компании на рынок Юго-Восточной Азии

    Создай презентацию для инвестора, основываясь на данных из этого отчета

    Выдели 5 главных трендов из этого отчета для маркетинговой стратегии

    Разработай пошаговый план запуска MVP на основе прикрепленного исследования

Почему это работает ✅

Когда ты формулируешь конкретную цель для ChatGPT, модель получает чёткие рамки задачи. Она больше не обобщает информацию, а подстраивает ответ под твои нужды

  • Вместо поверхностного «проанализируй отчёт» проси «создай план выхода бренда на новый рынок»

  • Вместо «дай сводку текста» сформулируй «подготовь бизнес-презентацию для инвесторов»

Чем точнее цель, тем более релевантный и полезный результат ты получаешь


😣 Модель генерирует мне банальные или очевидные идеи

Что исправить

  • Объясни, как для тебя выглядят идеи уровня 1, 2 и 3

  • Попроси идеи только уровня 3 — самые нестандартные и прорывны

    Дай мне 5 идей уровня 3 для привлечения B2B-клиентов
    Идея уровня 1 — рассылка
    Идея уровня 2 — вебинар
    

Пример результата идей третьего уровня

  • Организация закрытых B2B-экспертных клубов с регулярными живыми сессиями

  • Создание персонализированных дашбордов с отраслевой аналитикой для клиентов

  • Программа наставничества, где текущие клиенты делятся опытом с новыми

  • Локальные бизнес-завтраки с кейс-обсуждениями и участием отраслевых лидеров

  • Серия микро-семинаров по новым трендам в отрасли с последующим VIP-нетворкингом

Почему это работает ✅

Модель лучше понимает градацию качества идей и стремится генерировать более глубокие и оригинальные решения


😣 Стандартные ответы ChatGPT слишком прямолинейны

Что делать

  • Попроси модель разыграть разные сценарии развития событий — оптимистичный, пессимистичный, реалистичный

  • Укажи конкретную область: бизнес, стартап, инвестиции, найм и т.д.

    Представь, что мой стартап запускает продукт на рынок
    
    Построй три сценария: оптимистичный, пессимистичный и реалистичный. В каждом опиши возможные события, проблемы и итоги
    

Пример результата

  • Оптимистичный сценарий Быстрая адаптация к рынку, превышение прогнозов продаж на 20% за первый квартал, привлечение инвестиций за 2 месяца

  • Реалистичный сценарий Постепенное завоевание доли рынка, выход на операционную безубыточность через 18 месяцев, умеренный рост базы клиентов

  • Пессимистичный сценарий Сильная конкуренция, необходимость смены бизнес-модели через год, снижение оборота на 30% от целевых показателей

Почему это работает ✅

Модель начинает не просто давать советы, а выстраивать гипотезы развития событий с разными углами зрения


😣 Хочу развить и масштабировать свою идею из уже существующей

Что делать

  • Сначала задай одну краткую идею

  • Попроси ChatGPT расширить её на 5–10 способов применения, целевых аудиторий или форматов

    Вот моя базовая идея: создать AI-ассистента для поиска книг. 
    
    Расширь эту идею: придумай 10 вариантов, как её можно монетизировать или адаптировать под разные рынк

Почему это работает ✅

Модель выходит за рамки первой мысли и помогает увидеть масштаб и потенциал базовой задумки.


Это был краткий курс в принцип работы Large Language Models, или LLM, если коротко

Если вы дочитали до сюда, то стали немного лучше понимать этот сложный мир

Поделитесь статьей с тем, кому она может быть полезна 🦄


P.S. для тех, кто дочитал

(. ❛ ᴗ ❛.)

Это — 10% контента из моего красивого и большого гайдбука по тому, как пользоваться ChatGPT. Но и для других LLM многие знания подойдут

Там есть почти все, от основ и до конкретных юзкейсов. И как работают LLM под капотом

На создание ушло 75 часов, контент внутри самый актуальный на конец августа 2025.

Можно как в компании своей запромоутить, так и для себя взять 💗

https://chatgpt-pro-guide.netlify.app/

573113034200ee1de09f56cc5bbc3e0b.png

Источник

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 18.07.26 23:51 bernalzenaida

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

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  • 30.07.26 17:27 wendytaylor015

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  • 04.08.26 11:05 Kisnoles

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

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  • 23.08.26 20:02 leslieyee

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  • 05.09.26 21:38 [email protected]

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 21:31 lisawerth897

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

  • 09.09.26 23:22 Fraddy Pual

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

  • 11.09.26 03:23 kimberlyhebertt6877

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  • 11.09.26 03:23 kimberlyhebertt6877

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

  • 15.09.26 03:35 elioduncan

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

  • 15.09.26 15:45 lydiassmith567

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  • 15.09.26 15:45 lydiassmith567

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

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