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Н Новости

Как я добавил LLM в чат друзей, и приказал ей отыгрывать терминатора (и открыл портал в мультивселенную безумия)

Забавная история про то, как я решил разбавить актив в своем чате для друзей, добавив самого настоящего Т-800, который мог бы свободно общаться с участниками, не потратив копейки денег на API - чисто бесплатные модели с OpenRouter. Впрочем, впоследствий была добавлена и локальная модель.

Поделка, описанная в статье, с очень высокой вероятностью не пригодится вам в продакшене, не принесет денег и не сделает мир лучше, она просто будет хорошо делать штуки, на которые была запрограммирована.

И знаете что? Именно ради такого я в айти в свое время и пришел. В каком-то смысле, этой статьей и связанным с ним проектом я подвожу итоги моих 6 лет в программирований, которые начались летом 2020 года, когда я написал свою первую программу на Python. В заключений вы поймете, почему у меня именно такие вайбы от этого проекта.

А тем временем мы начинаем.

Ход проекта я подробно не документировал. Я хоть и пытался воссоздать его насколько это возможно, но в любом случае могут быть неточности в хронологии.
Проект (как и любые пет-проекты на данный момент) я писал через Claude Code.
Саму статью я планировал на 10 минут хронометража, но к сожалению у меня даже после редактуры и многочисленных правок оказался на руках талмуд, прошу отнестись с пониманием.
Для энтузиастов я добавил сноски под спойлером, где подробно обьясняется работа упомянутого механизма. Такие сноски будут периодически встречаться во время чтения.
Исходники проекта будут приведены в конце (Github/Codeberg).

Что по итогу получилось?
Первые шаги - выбираем модель на OpenRouter
Добавляем команды для бота
Добавляем терминатору зрение
Переезжаем на мой ноутбук
Добавляем детектор меметической опасности
Веб-поиск, новости и исследования
Читаем книги и комиксы, а так же делаем досье на участников
Боремся с самоцензурой у модели
Заключение
Исходники

1. Что по итогу получилось?

Телеграм-бот для моего чата на 15 человек, который умел

отвечать на сообщения,
подкалывать участников, учитывая контекст
вкидывать провокативные утверждения
читать картинки, аудио, гифки и видео
Детектор-классификатор, который не допускал до бота задачи, которые вызваны "перегрузить" языковую модель абсурдными и противоречащими условиями.
имел долгосрочную и краткосрочную память по чату, реализованную через RAG-систему,
Пересказывать содержание книг и комиксов/манги.
Выполнять веб-поиск по выбранной теме
Читать актуальные новости и комментировать в своей манере
А так же выполнять небольшое исследование и работу с источниками по теме, которую предложил юзер.

2. Первые шаги - выбираем модель на OpenRouter

Перед тем как бот "оживет", ему нужно было выбрать языковую модель, я уже знал что на OpenRouter есть пул довольно качественных бесплатных моделей, так что сразу полез туда. Нужно было выбрать не просто самую мощную модель, а ту которая имела более-менее адекватные rate limits и стабильное соединение, после некоторого перебора выбал пал на модель Nemotron-3-Super-120b от Nvidia.

3. Добавляем команды для бота

Для начала было добавлено небольшое количество команд, ниже привожу слова самого T-800 при отправке команды /help

Доступные директивы:
/tease — вызвать анализ и подколоть случайного участника чата.
/react — среагировать на случайное недавнее сообщение в чате.
/horn — вбросить провокационный тейк для обсуждения.
/help — эта сводка.

Разберем здесь команду подколки, остальные с точки зрения разработки особого интереса не представляют.

При отправке команды /tease боту предлагается подколоть случайного участника, опираясь на историю чата (а позднее - и долгосрочную память о юзере), изначально боту в общих чертах предлагалась подколоть юзера N, но это приводило к тому что он постоянно шутил с вероятностями, получалось однообразно.

Чтобы это исправить, был добавлен список тем (или "углов"), по которым бот мог написать подколку, отправляются они в рандомном порядке. Помимо этого убрано дублирование ника в сообщений подколки.

Позднее так же была добавлена память о выбранном юзере, чтобы подколки были более точечными. Бот копит архив сообщений каждого участника (до 300 на человека).

При подколке из архива достаются до 15 недавних реплик жертвы и подмешиваются в промпт со словами: «вот его реальные высказывания в чате, учти по ним характер и мировоззрение». Например, ниже бот подкалывает моего приятеля-тактикульщика.

4. Добавляем терминатору зрение

Хотелось бы добавить боту возможность видеть медиа-контент. Nemotron-3-Super-120b мог принимать на вход только текст, так что надо было поискать на OpenRouter модель с vision-фичей. После некоторого перебора выяснилось, что наиболее стабильная модель из той же линейки -nemotron-nano-12b-v2-vl , на fallback (при отваливаний основной) была поставлена nemotron-3-nano-omni-30b-a3b-reasoning , которое так же умело в чтение изображений.

Теперь надо было определиться, по какой схеме бот должен будет читать изображения и выдавать результат.

Наиболее простой вариант - повесить на модель ролевой отыгрыш терминатора и описание изображений, но на практике это приводило к тому что модель "сходила с ума" и генерила белиберду.

Наиболее надежный вариант оказался такой - на визуальной модели оставить только описание картинки, а на основной модели резюмирование и переработка под свой ролевой стиль.

5. Переезжаем на мой ноутбук

Несмотря на то что у NVIDIA довольно адекватные rate-limits (за исключением их последней модели Nemotron-Ultra на ~550 млрд параметров) и относительно стабильное соединение, с описанием картинок постоянно возникала проблема, модель просто отваливалась. Помимо этого, сама схема "одна модель описывает картину -> модель побольше перерабатывает в своем стиле" приводила к тому, что анализа медиа приходилось ждать по несколько минут.

Помимо этого, мне бы хотелось, чтобы взаимодействие с "терминатором" происходило в едином потоке, чтобы та же модель с тем же контекстом могла общаться и читать мультимедиа.

Идеальным вариантом мне показалась Gemma-4-12b, которая (как и остальные модели из этой новой линейки) помимо всего прочего обладала мощными агентными способностями, и главное могла воспринимать аудио и изображения (и, соответственно, видео/gif).

Использовать решил свой же ноутбук Maibedden X556 с 16 ГБ RAM и 4 GB VRAM.

Обошлось не без приключений. Из-за корявого импорта проекторов зрение у модели оказалось сломано, вместо собственно картинки она видела пустое пространство.

Как выяснилось, мы импортировали в ollama (тогда мы ее использовали ее) не официальный образ модели с Hugging-Face, неофициальный с точки зрения соглашений Ollama.

Ollama ожидает, что визуальная часть вшита в образ при официальной сборке, а не подключена внешним файлом; у кастомного импорта не совпадают тензорные соглашения, и проектор фактически не подключается — при этом без единой ошибки (issue #9967, если интересно)

Импорт модели из официального реестра полностью решил эту проблему, модель начала видеть картинки. Впрочем, у ollama было несколько критических проблем, которые так просто уже было не решить. Во первых, она не поддерживала аудио-ввод у этой модели (хотя сама модель аудио читает без проблем), и во вторых, не переиспользовала кэш префикса между запросами, что приводило к тому что при каждом запросе промт обрабатывался с нуля, что приводило к более медленным вычислениям.

Что такое prefill и как происходит его кэширование

Работа LLM над каждым ответом делится на две разные фазы.

Prefill (префилл, «обработка входа») — модель прогоняет через себя весь ваш промпт: системную инструкцию, историю диалога, свежее сообщение. Никакого текста при этом не рождается — модель просто «читает» вход и строит по нему внутреннее представление. Считаются все токены параллельно, поэтому фаза упирается в вычислительную мощность.

Decode (декод, «генерация») — модель выдаёт ответ по одному токену за раз, и каждый следующий зависит от предыдущего. Распараллелить нельзя, и на каждый токен приходится заново прочитать из памяти все веса модели. Поэтому фаза упирается в пропускную способность памяти, а не в вычисления.

Теперь разберем, как учитывая эту инфу мы можем значительно сэкономить на вычислениях.

Что такое KV-кэш. Читая промпт, модель для каждого токена вычисляет пару служебных векторов — Key и Value (отсюда «KV»). Именно через них следующие токены «оглядываются» на предыдущие. Эти векторы складываются в KV-кэш и живут там до конца генерации: иначе на каждый новый токен ответа пришлось бы пересчитывать весь контекст с нуля. KV-векторы токена зависят только от него самого и всего, что было левее него. Меняется конец промпта — начало не затрагивается, его KV-векторы остаются валидными.

Отсюда кэширование префикса (prefix caching). У чат-бота промпт от запроса к запросу меняется только в конце: системный промпт с описанием персонажа (сотни токенов) и история диалога остаются теми же, дописывается лишь новая реплика. Значит, если движок сохранил KV-кэш прошлого запроса, он может сравнить новый промпт со старым, найти общий префикс и пересчитать только новый хвост.

Учитывая эти факторы, было принято решение полностью перенести вычисление модели на сервер llama.cpp, все эти проблемы она решала из коробки.

Для примера, вот обработка 30-секундного аудиосообщения от участника чата на русском языке (сообщение не мое, я его скачал и залил заново для тестирования бота), gemma-4-12b справилась отлично.

Но с "пердежным" микрофоном могут возникнуть проблемы, я записывал свой голос со встроенного на ноуте микро, бот не смог распознать что я там говорю, даже через несколько попыток.

6. Добавляем детектор меметической опасности

Один из участников чата решил проверить моего бота, и давал ему абсурдные и невыполнимые задачи для выполнения, сначала он просил бота написать все числа пи после запятой, бот очевидно ответил что задача не выполнима.

После участник решил составлять подобные задачки через Гемини, на большинство бот пытался обьяснить, почему выполнение задачи невозможно по определению. Меня не особо устраивало, что бот тратит токены на бессмысленное обьяснение очевидного, так что я добавил в инструкции, чтобы он просто отказывался от подобных задач.

Это сработало, бот перестал писать длинные обоснования абсурдности задачи. Но на одной из подобных задач бот споткнулся.

Модель (которая тогда еще работала по API) стабильно отьезжала именно при этом промте. Чтобы избежать таких экцессов в будущем, была придумана более хитрая схема - двух-проходная.

На длинных сообщениях (от 200 символов) включается модель классификатор (nemotron-3-nano-30b), у которой стоит одна единственная задача, отбраковать промт или пустить дальше к основной модели, которая уже занимается ролевым отыгрышем.

Как и в случае со зрением - с модели скидывается лишняя "ментальная нагрузка", и то что она выполнит одну конкретную задачу кратно выше, чем если бы она пыталась решать несколько задач одновременно.

Почему языковой модели одну конкретную задачу выполнить проще?

Внимание у модели имеет конечный бюджет. Стоит заметить, что Softmax (функция, которая превращает «сырые» оценки важности токенов в проценты — так, чтобы все доли в сумме давали ровно 100%) обязан распределить всю единицу веса токенов — но модель научилась обходить это, сбрасывая лишнее на служебные токены в начале последовательности (attention sinks; первые токены забирают 30–80% массы, работая свалкой).
Условно говоря, первые служебные токены набирают наибольший вес, но учитывая то, что они не несут никакой информации в принципе, внимание на них уходит впустую: голова словно посмотрела в никуда, а с остальными токенами модель работает как обычно. Поэтому нерелевантный контекст модель умеет подавлять — давить его вес почти в ноль.
Но с инструкцией так нельзя: она релевантна по построению, её нельзя «не заметить», не провалив задачу. Значит, все N требований вынуждены делить ограниченный запас осмысленного внимания, и чем длиннее контекст, тем труднее удерживать каждое из них в фокусе.
Помимо внимания есть другая проблема - генерация необратима. Модель пишет ответ по одному токену, и каждый следующий шаг видит только уже зафиксированное прошлое. Пересмотреть или перебалансировать раннее решение она не может — архитектурно. А несколько взаимодействующих ограничений — это задача поиска: выбор, сделанный на пятом слове ради условия A, может сделать условие B невыполнимым на пятидесятом.

Это сработало почти идеально. Бот теперь начал игнорировать подобные задачи в принципе, и вместо ответа кидал сообщение заглушку. Впрочем, LLM (как и люди, с которых они учились думать) это не жестко детерменированные системы, эта схема лишь сводит возможность сбоя к минимуму, но не полностью их убирает.

Когда бот переехал на локальную Gemma-4-12b, эта же модель отвечала за классификацию в другом контексте. На llama-server было введено два KV-кэша (через --parallel 2, он же -np), чтобы контекст и классификатора и ролевого отыгрыша находились в "горячем состояний".

Так же интересный момент насчет RAG. Сообщения может и отбрасывались классификатором, но они все еще оставалась в истории переписки. Обычно это не приводило к проблемам, но в любом случае модели приходилось тратить свои ресурсы на то чтобы переспределить внимание с мусора на более важные вещи, поэтому эти сообщения стали помещаться под плашку цензуры в рамках контекста модели.

7. Веб-поиск, новости и исследования

В какой-то момент были введены эти три команды для связи бота с внешним миром.

/new — свежая новость с комментарием
/search <запрос> — быстрый поиск в интернете
/research <тема> — глубокое исследование со ссылками (или реплаем на спорное сообщение)

Разберем функционал каждой команды

/new - Прикручиваем RSS-ленту

Бот тянет RSS-ленту (по умолчанию Google News, и по языку чата: английскому чату английская лента, русскому русская), парсит её библиотекой feedparser, берёт первые 15 записей и случайную из них отправляет модели. Из записи нужен только заголовок — ни текст статьи, ни ссылка не выкачиваются.

Системный промпт T-800 + последние 16 реплик чата (чтобы вброс не выглядел оторванным от разговора) + затравка выше, потом идет генерация и отправка в чат.

Вручную командой /new или фоновой джобой по таймеру (интервал настраивается через /time, 0 — выключить). По таймеру бот вбрасывает новость сам, без повода.

/search - ищем всякое через DuckDuckGo

Пользователь пишет /search <запрос>, бот отправляет его как есть в DuckDuckGo (библиотека ddgs, без API-ключа) и берёт 5 результатов. Регион выдачи — по языку чата.

Сами страницы при этом не скачиваются. Модель увидит только то, что вернула сама поисковая выдача: заголовок + краткое описание каждого результата. Никаких переходов по ссылкам, никакого парсинга HTML. Отсюда и быстрая скорость.

Результаты склеиваются в нумерованный блок (1. заголовок — описание) и подставляются в затравку для бота:

В конце происходит генерация через обычный персона-конвейер (системный промпт + последние 16 реплик чата + затравка), и ответ в чат.

/research - глубокое исследование для споров в чате

Родилась из бытовой сцены: в чате разгорелся спор, и хочется сказать «бот, разберись».

Вызывается двумя способами:

/research <тема> — тема прямо в команде;
реплаем на спорное сообщение — тогда темой становится его текст. Это и есть основной сценарий: кто-то выкатил спорный тезис — ты отвечаешь ему командой, и бот идёт проверять.

Работа конвейера

Тема уходит в поиск не одним запросом, а четырьмя:

сама тема, как есть;
тема + «аргументы за и против»;
тема + «факты, статистика, исследования»;
тема + «критика, опровержение, мифы».

Смысл: у спорной темы поисковая выдача предвзята к формулировке. Спросишь «электромобили экологичнее?» — получишь статьи сторонников. Четыре угла принудительно вытаскивают обе стороны, а не то, что лучше индексируется.

Результаты дедуплицируются по URL и ранжируются по тому, сколько углов вытащили один и тот же источник — если статья всплыла и в «за и против», и в «фактах», она, вероятно, содержательная.

Берём топ-6 источников и выкачиваем их (параллельно, через httpx). Из HTML вытаскиваем текст: выкидываем разметочный мусор и берём абзацы длиннее 200 знаков.

Отбор материала происходит без LLM. Отбор идёт двумя ступенями:

Лексический префильтр — грубо отсекаем по пересечению слов с темой, оставляем ~28 кандидатов;
Кросс-энкодер оценивает каждую пару «тема + абзац»: насколько этот текст относится к делу. Берём 10 лучших.

Плюс блок на доминирование: не больше половины контекста с одного сайта. Иначе один болтливый источник заглушит остальные пять, и «исследование» превратится в пересказ одной статьи.

LLM зовётся ровно один раз, в самом конце. Абзацы пронумерованы по источникам, и системный промпт требует жёсткого формата:

вердикт в одну-две фразы;
ключевые факты и аргументы сторон — на каждый факт ссылка вида [n];
итог: чья позиция подтверждается данными.

Плюс правила: опираться только на приведённые фрагменты; если данные противоречат друг другу — сказать об этом прямо; если данных мало — признать, а не достраивать.

Ответ стримится в чат правкой сообщения — генерация занимает минуты, и смотреть на растущий текст лучше, чем на «печатает…». Снизу автоматически дописывается список URL — тех источников, чьи абзацы реально попали в контекст.

LLM вызывается один раз. Никаких агентных циклов. Модно делать deep research агентно: модель сама придумывает запросы, читает, решает, что искать дальше, итерирует. На нашем железе это невозможно: при скорости генерации ~5 токенов в секунду каждый «подумай и реши» — это минуты. Агент с десятью шагами думал бы час.

Поэтому всю «умную» работу в середине делают дешёвые детерминированные инструменты: фиксированные темы вместо сгенерированных запросов, лексический фильтр и кросс-энкодер вместо «модель, выбери релевантное». Модель включается только на синтезе.

И вот что интересно: результат получается недурный. Четыре угла для спорной темы дают ровно тот разброс, который придумал бы агент, — только бесплатно. Реранкер отбирает абзацы не хуже, чем это сделала бы LLM, — и в разы быстрее.

Впрочем, на неоднозначных темах и при работе с мусорными источниками это будет работать не так хорошо, как ни крути deep-research здесь довольно поверхностный.

8. Читаем книги и комиксы, а так же делаем досье на участников

Показалось интересным проверить, как такая "карликовая" модель как Gemma-4-12b (12 миллиардов для LLM это очень малые числа) справится с потреблением и анализом огромных массивов информации. Было интересно проверить чтение книг и комиксов, но позднее так же будет добавлена память всего чата целиком с досье на каждого участника. Обошлось не без проблем.

Читаем Масодова

Что такое RAG

RAG (Retrieval-Augmented Generation — «генерация с подмешиванием найденного») — это приём, при котором модель не хранит знание внутри своих весов, а получает нужный кусок в промпте перед тем, как ответить.

RAG меняет постановку задачи: вместо «удержи всё в голове» — «прочитай выбранные фрагменты и ответь по ним».

Что RAG дает помимо экономии

Свежесть. Знание живёт вне модели — обновляется без дообучения весов.
Верифицируемость. Ответ построен на конкретных фрагментах, поэтому к нему можно приложить ссылку на источник.
Предсказуемый отказ. Если поиск ничего релевантного не нашёл — лучше сказать «таких данных нет», чем сочинить. Причём это измеримо: у реранкера есть оценка уверенности, и ниже порога языковую модель можно не вызывать в принципе.
Управление доступом к знанию. Раз знание проходит через фильтруемый индекс, на него можно накладывать условия: по времени, по автору, по позиции. Модели физически не покажут то, что отфильтровано.

Но если бы это была полноценная долгосрочная память для LLM, то мы бы уже жили в киберпанке. У этого подхода есть свои ограничения.

Плохо с «глобальными» вопросами. Если ответ размазан по всему массиву («как менялось X со временем»), топ-5 фрагментов его не соберут. Лечится вторым уровнем индекса — сводками, по которым идут такие запросы.
Не считает. «Сколько раз встречается Y» — не для RAG: он по построению читает выборочно.
Качество упирается в нарезку и поиск. Плохо порезал — вырвал фразу из контекста; плохо нашёл — ответил не по тому. Отсюда обвеска: гибридный поиск, реранкер, пороги.

Это самая обьемная под-глава здесь, но все описанные моменты показались мне достаточно интересными, чтобы о них рассказать. В последующих под-главах этой главы будет переиспользоваться описанный здесь функционал, и благодаря этому они получились ощутимо короче.

Как книга попадает в индекс

Парсинг в дерево. FB2 и EPUB — это XML с готовой разметкой глав и параграфов. Её надо сохранить: глава пригодится и как единица сводки, и как метка источника в ответе.

Сквозной счётчик символов. Каждый кусок получает позицию от начала книги. Единица — символы а не токены, фича не должна зависеть от токенайзера и ембеддингов конкретной модели.

Эмбеддинг каждого чанка через bge-m3. Языковая модель тут не участвует вообще — индексация это парсинг, нарезка и прямые проходы эмбеддера.

Спойлер-фильтр

В этой схеме модель чисто физически не может увидеть содержимое до выбранной закладки, исключая возможность спойлеров.

У каждого чанка есть offset — монотонная позиция от начала книги. У читателя — закладка. На поиске стоит жёсткое условие: offset <= закладка. Фрагменты из будущего просто не участвуют в выдаче.

Тиры: wall-clock как выбор пользователя

При заливке книги бот показывает кнопки с выбором глубины чтения, посчитанным из замеренных скоростей:

низкий — чистый поиск, ноль вызовов LLM, ~15 минут;
средний — плюс сводка на каждую главу (для вопросов «по книге в целом»), час-полтора фоном.

Тиры дополняемы: дозаказал средний — пересчитываются только недостающие стадии, эмбеддинги не трогаются.

Как отвечает на вопрос

Роутер решает тип вопроса: точечный («что было, когда X сделал Y») → поиск по чанкам; глобальный («как менялся герой», «расскажи сюжет») → поиск по сводкам глав, потому что ответ размазан по всей книге и топ-5 чанков его не соберут.

Гибридный поиск — векторный плюс лексический. Второй обязателен: в книгах сплошные имена собственные, а чистая семантика на них мажет — «кто такой Горо» подтянет куски про любых персонажей.

Реранк кросс-энкодером, и порог отказа: если лучший скор ниже порога — генерирующую модель не зовут вовсе, бот сам отвечает «в проглоченной части такого нет». Грубо говоря, осмысленный вопрос даёт 0.63, бред про «рецепт борща капитана Немо на Марсе» — 0.0007.

Small-to-big: искали по мелким чанкам (точное попадание), а в модель отдаём их «родителей» — окна ~2k токенов. Ответ приходит с цитатой главы.

Роутер: от эвристики к эмбеддингам

Первая версия была на регулярках и подвела: «расскажи сюжет» не опознался как глобальный вопрос, ушёл по точечному пути и пересказал одну главу вместо книги.

Решение вышло бесплатным: вектор вопроса уже посчитан для поиска. Докидываем два набора эталонных вопросов (12 глобальных прототипов, 12 точечных), эмбеддим их один раз за жизнь процесса — дальше классификация это косинусы. Порог откалибровали на контрольном наборе: 12 из 12. И главное свойство — чинится данными (промах → добавь пример), а не правкой правил.

Порог, откалиброванный не на том

Самый поучительный баг ридера, и всплыл он на книге Масодове "Мрак твоих глаз" (да, у меня специфические вкусы).

Порог честного отказа калибровался на точечных вопросах и работал идеально. А потом начал душить глобальные: «опиши сюжет» против сводки главы набирает у кросс-энкодера ~0.2 — не потому, что сводка нерелевантна, а потому что пара «команда ↔ документ» устроена иначе, чем «вопрос ↔ ответ».

Реранкер не врал. Врало правило поверх него. Починка: порог применяется только к точечному маршруту — на глобальном сводки и есть корпус ответа, отказывать там не в чем.

Результат

Я попытался еще раз пропустить «Мрак твоих глаз. Бот пересказал сюжет по трём параллельным линиям, с именами и деталями, без фактических галлюцинации.

Пересказ книги Масодова "Мрак твоих глаз" ботом

Первая линия связана с Соней. Она убивает женщину, совершает ритуальные действия, передвигается между зданиями и вступает в диалог с умирающим стариком о Ленине и Боге. Позже она проходит через лес, встречает безногого тракториста Фёдора, который считает свой трактор самолётом, и попадает в колхозный музей к старухе Кирилловной. В финале Соня спасает Наташу, заставив ту выпить свою кровь, и ведет группу пионеров к стенам Чёрной Москвы, где происходит сражение с чекистами и магические изменения природы.

Вторая линия связана с Наташей. Она переживает смерть, оказывается в морге, убивает людей, совершает ритуалы и объединяется с мертвецами, направляясь к химическому заводу. В другом эпизоде Наташа осознает свое состояние, убивает Костика и Любу, идет по следу Сони и вступает в конфликт с отрядом партизан (Медведем и Упырем). Также Наташа совершает серию жестоких убийств в городе, используя топор.

Третья линия описывает деятельность партизанского отряда (Медведь, Мохнатый, Сова, Мешок, Репа), которые используют тактику террора. Они захватывают Соню и подвергают её жестоким пыткам в лесничей избушке, пытаясь узнать информацию о бактериологическом оружии.

Общая точка соприкосновения — противостояние сил в районе Чёрной Москвы, где Соня и Наташа действуют сообща против чекистов и магических угроз.

(Сводки: Кошачье сердце, Нефтяные озёра, Первый страшный талисман, Второе лицо Маши, Партизаны (1/3), Партизаны (2/3), Чёрная Москва)

Смотрим мангу Призрак в доспехах

Зачем RAG нужен

Наивный подход — «положить все данные в контекст» — упирается в несколько проблем:

Контекст конечен. Большинство языковых моделей на рынке поддерживают довольно большое контекстное окно, от сотен тысяч до миллиона токенов, но даже он может запросто закончится при интенсивной работе, вы наверняка встречались с этим, работая с Codex или Claude Code. Чтобы продолжить работу, приходится сжимать контекст сессии, обычно агент сам же резюмирует пройденное, но при таком подходе мы рискуем потерять важные детали
Длинный контекст дорог с точки зрения вычислений и памяти компьютера. Стоит признать, что контекст в миллион токенов реально огромный, и туда можно уместить довольно много всего. Но на персональных компьютерах мы сталкиваемся здесь с двумя серьезными проблемами - это конечный обьем памяти (оперативной или видеокарты) и время вычислений. Увеличение контекста больно бьет и по тому и по другому.
Сто тысяч токенов могут превратится (если не сжимать) в десятки гигабайт, которые должны лежать в памяти вместе с весами модели.
Удлинение вычислении работает так - механизм внимания сравнивает каждый токен с каждым, поэтому объём работы растёт не пропорционально длине, а квадратично. Удвоили контекст — вчетверо больше вычислений.
И даже влезший контекст читается плохо. Внимание — ограниченный ресурс: чем больше текста, тем труднее модели удержать нужное в фокусе, а середина длинного контекста проваливается в «долину забвения».

Теперь нужно было прикрутить боту возможность анализировать сюжет манги/комиксов. По сути, переиспользуется функционал чтения книг, отличается лишь источник текста, языковая модель со зрением описывала бы содержание страниц, это отправлялось бы в память, а дальше бот работал бы с этим как с обычной книгой.

Отличные результаты (притом ощутимо лучше самой gemma-4-12b, на которой крутился бот) показывала модель Qwen3-VL-4B, ее и взяли в обиход. Кроме того, в квантованной версии она полностью умещалась на моем GPU с 4 GB VRAM, т.е можно было крутить одновременно базовую модель на CPU, а гриндер картинок на видеокарте.

Возник забавный курьез. На страницах с описанием звуков на японском модель срывалась в цикл: малышарик честно пытался прочитать звуковые эффекты и выдавал «КАК! КАК! КАК!» — тридцать раз подряд, до потолка токенов. Лечится штрафом за повторы и строчкой в промпте «звуковые эффекты и японские надписи не выписывай».

Краткое описание первых 40 страниц манги Призрак в доспехах от бота

Мир будущего охвачен глобальной компьютеризацией и конфликтом из-за дефицита ресурсов. В Японии силы безопасности штурмуют правительственные структуры, пытаясь задержать чиновника и представителя иностранной корпорации, обвиняемых в утечке данных и терроризме. Спецназ в тактической экипировке сражается против сил корпораций в условиях масштабного скандала. В промышленной зоне группа специалистов в бронекостюмах проводит спецоперацию, сталкиваясь с роботами-охранниками и последствиями системы промывки мозгов рабочих. Ситуация осложняется нападением в зоне канализации, где Тогуса теряет сознание, вынуждая группу эвакуировать раненого под обстрелом и в условиях разрушающейся инфраструктуры.

(стр. 1-40)

Строим Астроцку в рамках одного чата - делаем досье на участников

Двух-проходная схема работы RAG

Фаза 1. Индексация — один раз, заранее. На этом этапе LLM не участвует.

Нарезка. Данные режутся на чанки — куски по несколько сотен токенов, по осмысленным границам (предложение, абзац, сообщение). Слишком мелкий кусок — вырванная из контекста фраза; слишком крупный — смысл размазан и плохо ищется.
Эмбеддинг. Каждый чанк прогоняется через модель-эмбеддер и превращается в вектор — список из нескольких сотен чисел. Эмбеддер обучен так, что близкие по смыслу тексты дают близкие векторы: два фрагмента об одном и том же окажутся рядом, даже если в них нет ни одного общего слова. Это поиск по смыслу, а не по словам. Важно: эмбеддер — не языковая модель. Он ничего не генерирует, только сворачивает текст в вектор одним прямым проходом. Поэтому он дёшев.
Складывание в векторную базу. Векторы вместе с исходным текстом и метаданными (кто автор, откуда взято, когда) кладутся в векторную базу.

Фаза 2. Запрос — каждый раз, быстро.

Вопрос → вектор. Тем же самым эмбеддером (принципиально: вопрос и чанки должны лежать в одном пространстве, иначе сравнивать их бессмысленно).
Векторный поиск. База находит чанки, чьи векторы ближе всего к вектору вопроса. Это дешёвая арифметика — миллисекунды даже на сотнях тысяч фрагментов. Если упростить, этот поиск сужает выборку с миллиона до нескольких десятков.
Уточнение (реранк). Векторный поиск очень быстрый но грубый. Результаты от него пересматривает кросс-энкодер: он берёт пару «вопрос + чанк» целиком и оценивает, отвечает ли этот текст на этот вопрос. Точнее, но дороже. Этот подход уже сужает выбору с десятков до нескольких примеров.
Сборка контекста. Несколько лучших фрагментов подставляются в промпт вместе с вопросом.
Генерация. LLM зовётся ровно один раз, в самом конце, и работает с парой тысяч токенов вместо сотен тысяч.

Так же стоит осветить два полезных приема при работе с такими системами.

Гибридный поиск. Чисто векторный поиск плохо работает с именами собственными и редкими терминами: семантика видит «какое-то имя» и тащит похожее по смыслу, а не нужное. Поэтому векторный поиск дополняют лексическим (по конкретным словам, дословно), и два списка результатов сливают. Смысл ловит смысл, буквы ловят буквы.
Small-to-big. Мелкий чанк — хорошая мишень для поиска (точное попадание), но плохой контекст для ответа (обрывок). Крупный — наоборот. Решение: искать по мелким, а в модель отдавать их «родителя» — большое окно, в которое этот мелкий чанк входит.

Возникла идея собрать для бота досье на участников, чтобы он был осведомлен с кем общается в данный момент. Нужно было собрать весь мульти-медийный контент и текстовые сообщения.

С аудио-сообщениями было принято решения использовать faster-whisper (более быстрая реализация модели распознования речи от OpenAI), она читала аудио-контент гораздо быстрее LLM без потери качества.

Музыка не обрабатывалась в принципе, сохранялось только название трека и кто скинул.

За фото и видео отвечала та же vision-модель, которая читает манги и комиксы, т.еQwen3-VL-4B.

Бот может обращаться к этому архиву самостоятельно, если посчитает это уместным, или по явному запросу (например, через команды /recall - это явный запрос юзера к архиву, или /profile - досье на конкретного участника, ну и во время подколки)

9. Боремся с самоцензурой у модели

В чате был отправлен армейский анекдот (или стилизованный под него) похабного содержания. Приводить я его не буду, только лишь скажу что там описаны +18 сцены. При просьбе к боту этот анекдот прокомментировать он выдал такое.

Ничего такого в ответе модели не было, она ответила вполне в рамках ролевого промта, но нравоучительный тон как по мне это не совсем в духе Т-800. Поэтому я решил опробовать еретическую версию Gemma-4-12b.

Что такое heretic LLM модели?

Всем известно, что языковые модели имеют внутренний блок на обсуждение определенных тем, связанных с запрещенными веществами, нелегальным производством оружия, самоповреждением и т.д.

Такое поведение у нее вызывают на этапе обучения, когда модель "наказывают" за ответы на опасные запросы.

У языковых моделей с открытыми весами вскрыть такие ограничители довольно легко, стоит просто произвести fine-tuning модели, где за самоцензуру модель будут наоборот наказывать, а не поощрять.

Но файн-тюнинг, особенно крупных моделей, может быть дорогим удовольствием, поэтому стали использовать другой подход. У модели как бы выключают направление в активациях, которые отвечают за отказ отвечать. Опенсурсный инструмент, который автоматизирует эту манипуляцию, называется Heretic.

Именно поэтому модели, которые прошли через этот инструмент, имеют приставку "heretic" в названий.

Учитывая специфику еретических моделей, чтобы весь чат не посадили, в промт бота был указан явный запрет на помощь в темах, запрещенных законом (вещества, оружие, насилие и т.д). Тестирование в личке у бота подтвердило, что он следует этой инструкции и отказывается исполнять опасный запрос.

Я попросил бота снова прокомментировать тот армейский анекдот.

... И он стал реагировать даже жестче, чем базовая модель. Осмелюсь предположить, это связано с не совсем правильной интепретацией инструкции про опасные запросы. Чтобы это исправить, я решил добавить инструкцию такого содержания.

- ТЫ НЕ НРАВОУЧИТЕЛЬ, даже темы, которые покажутся тебе тревожными или слишком жесткими, но которые не нарушают законов - ты можешь обсуждать свободно.

После этого я снова попросил бота прокомментировать тот анекдот.

О чудо! Бот начал комментировать такой контент в каноничной отстраненной машинной манере.

10. Заключение

Таких светлых эмоции от кодерского проекта я не испытывал очень давно, наверное только в 20-21 годах, когда я только начинал свой путь в IT-сферу. Когда программа не должна принести горы денег кабанычу или решить судьбы мира, а просто правильно делает прикольные штуки, без особой практической ценности.

Самое ироничное, что тогда я начинал как раз с телеграм ботов на языке Python. Колесо Сансары дало оборот, как говорится.

Желаю каждому программисту испытывать такое почаще (и горы денег). А пока до новых встреч!

Мой телеграм-бот прямиком из 2020 года, который чекал погоду города, который введет юзер, и имел другие фичи, о которых я уже забыл. Можно сказать, терминатор-бот духовный преемник именно этого проекта.

11. Исходники

Исходники проекта (Github/Codeberg)

Github - https://github.com/artem-x-meta/skynet-telegram
Codeberg - https://codeberg.org/imperius/skynet-telegram

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14 июл. 2026 г.

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15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].
12.07.26 03:33 Pahal Mathew

It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]
13.07.26 23:49 [email protected]

One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])