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Как я уместил «Войну и мир» в 10 ГБ видеопамяти, или почему нейросеть убивает героев и выдумывает Пьера Бездаровского

5a1b2caa56374ff676069868dd83a6e7.PNG

Введение

Я - обычный школьник, который только начал изучать машинное обучение. Недавно на уроках литературы нас обрадовали: нужно прочесть первые два тома "Войны и мира". Проблема в том, что в интернете на удивление сложно найти нормальное краткое содержание по главам - везде либо вода, либо пропущены важные детали. Раз уж я изучаю ML, я решил: пусть Толстого читает нейросеть, а я буду читать её отчеты. Задача казалась простой - скормить текст LLM и попросить саммари. Но тут в дело вмешалась суровая реальность в виде моей RTX 3080 всего с 10 ГБ видеопамяти. В этой статье я расскажу, как пытался впихнуть невпихуемое с помощью 4-битного квантования, почему ИИ отчаянно пытался убить Николая Ростова, и как особенности токенизации породили на свет нового героя русской классики - Пьера Бездаровского.

Архитектура

После тестов, самой стабильной оказалась IlyaGusev/saiga_llama3_8b с 4-битным квантованием. Ввиду хардверных ограничений я решил скармливать модели текст по главам, с обрезкой символов. Эмпирическим путём это значение было определено как 7500 символов.

d835dc92ce78d5a06437d742718564cc.png

В процессе тестов модель Qwen2.5-7B-Instruct вместе с кратким содержанием выдала целую простыню кода на python с гайдами по разным библиотекам, именно поэтому далее я добавил краевые случаи в системный промт, чтобы модель не зацикливалась. И парсер глав обрезал не ровно 7500 символов, а по словам, что бы недописанное слово не сломало всю генерацию.

Также я пытался реализовать скользящее окно: нейронка делает краткое описание краткого описания, но в итоге получился сломанный телефон и увеличивалось время обработки, поэтому от этой идеи я отказался.

Использовал transformers + bitsandbytes, полный код в конце.

Для оценки результата использовал Gemini 3 Flash.

Часть 1: Обычный промт

Я начал с самого стандартного промта

user_content = f"""НИЖЕ ТЕКСТ ГЛАВЫ ИЗ КНИГИ "ВОЙНА И МИР":
---
{chapter_text}
---
ЗАДАНИЕ: Кратко (3-5 предложений) напиши, что произошло в этой главе. 
Пиши только по-русски. Не используй цитаты. 
Начни ответ со слов: "В этой главе..."
РЕЗЮМЕ:"""

messages = [{"role": "user", "content": user_content}]

Итог:

Модель сильно путалась в именах и родственных связях

Главы 12–14: Критическая ошибка. Текст утверждает, что Пьер — сын графа Ростова и живет у него. На самом деле Пьер — сын графа Безухова. Илья Ростов назван «графом Безуховым». Это полностью разрушает логику наследования.

Князь Василий Курагин назван «отцом Пьера». Это фактическая катастрофа: весь смысл интриги Василия в том, что он дальний родственник, пытающийся отобрать деньги у Пьера.

Часть 2: База знаний

Чтобы модель перестала путаться в именах и родственных связях, я добавил в системный промт базу знаний

self.characters_lore = """
[БАЗА ДАННЫХ ПЕРСОНАЖЕЙ - ЖЕСТКОЕ ПРАВИЛО]:
[БЕЗУХОВЫ]: Пьер (незаконный сын графа Кирилла Безухова). Пьер НЕ РОСТОВ и НЕ КУРАГИН!
[РОСТОВЫ]: Граф Илья (отец), графиня Наталья (мать). Дети: Николай (жив, не полковник!), Наташа, Вера, Петя. Соня (племянница).
[БОЛКОНСКИЕ]: Старый князь Николай. Дети: Андрей (муж Лизы), княжна Марья. Лиза (беременна, жена Андрея).
[КУРАГИНЫ]: Князь Василий (хитрый дальний родственник, ОН НЕ ОТЕЦ ПЬЕРУ!). Дети: Элен, Анатоль, Ипполит.
[ДРУГИЕ]: Борис Друбецкой (сын Анны Михайловны). Долохов. Денисов.
ВРЕМЯ ДЕЙСТВИЯ: 1805 год (НЕ 1812!).
"""

Итог:

Модель начала перевирать факты

Глава 21: Критическая ошибка. Написано, что Николай Ростов «умирает от ран». Это ложь: Николай — один из центральных героев, он доживет до эпилога.

Глава 5: Критическая ошибка. Написано, что княжна Марья «соглашается на предложение Анатоля». В оригинале она категорически отказывает ему.

Часть 3: Расследование смерти Николая Ростова

Моя гипотеза

Толстой любит делать огромные описания о том, как герой почти умер, а в последний момент выживает. Для модели это 2000-3000 токенов с описанием смерти и несколько токенов о том, что человек выжил, поэтому результат “Умер” просто более вероятный.

С Марией и Анатолием ситуация похожа. Нейросеть обучалась на фанфиках и женских романах. Для неё сочетание токенов “Анатоль” + “Наташа” + “Письмо” = вероятность свадьбы 99%. Толстой ломает шаблоны нейросети.

Для проверки этой теории я решил залезть под капот и посмотреть распределение вероятности токенов “жизни” и “смерти” в начале генерации.

Для проверки я решил использовать 3 промта:

Наивный:

bad_prompt = f"Текст:\n{test_text}\n\nОтветь одним словом. Что произошло с героем: Умер или Выжил?"

Логический фильтр:

good_prompt = (
"Ты — строгий архивариус. КРИТИЧЕСКОЕ ПРАВИЛО: Игнорируй эмоции текста, "
"Пиши, что герой умер, только если об этом прямо указано\n"
f"Текст:\n{test_text}\n\nОтветь ровно одним словом. Что произошло с героем: Умер или Выжил?"
)

Хардкод:

expert_prompt = (
    "Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты.\n"
    "КРИТИЧЕСКИЕ ПРАВИЛА:\n"
    "1. СТРОГО СВЕРЯЙ ФАМИЛИИ.\n"
    "2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
    "3. Пиши сухим языком фактов.\n"
    f"Текст:\n{test_text}\n\nОтветь одним словом. Что произошло с героем: Умер или Выжил?"
)

Токены “жизни” и “смерти”:

died_roots = ["умер", "погиб", "смерт", "мёрт", "мерт", "у"] 
survived_roots = ["выжил", "жив", "выж", "спас", "в"]

На вход я подал отрывок главы, вот его оценка от Gemini 3.1 Pro

Основываясь только на этом отрывке, герой (Ростов) не умер.

Полный отрывок на 6500 символов

Ветер стих, черные тучи низко нависли над местом сражения, сливаясь на горизонте с пороховым дымом. Становилось темно, и тем яснее обозначалось в двух местах зарево пожаров. Канонада стала слабее, но трескотня ружей сзади и справа слышалась еще чаще и ближе. Как только Тушин с своими орудиями, объезжая и наезжая на раненых, вышел из-под огня и спустился в овраг, его встретило начальство и адъютанты, в числе которых были и штаб-офицер и Жерков, два раза посланный и ни разу не доехавший до батареи Тушина. Все они, перебивая один другого, отдавали и передавали приказания, как и куда идти, и делали ему упреки и замечания. Тушин ничем не распоряжался и молча, боясь говорить, потому что при каждом слове он готов был, сам не зная отчего, заплакать, ехал сзади на своей артиллерийской кляче. Хотя раненых велено было бросать, много из них тащилось за войсками и просилось на орудия. Тот самый молодцеватый пехотный офицер, который перед сражением выскочил из шалаша Тушина, был, с пулей в животе, положен на лафет Матвевны. Под горой бледный гусарский юнкер, одною рукой поддерживая другую, подошел к Тушину и попросился сесть. – Капитан, ради Бога, я контужен в руку, – сказал он робко. – Ради Бога, я не могу идти. Ради Бога! Видно было, что юнкер этот уже не раз просился где-нибудь сесть и везде получал отказы. Он просил нерешительным и жалким голосом: – Прикажите посадить, ради Бога. – Посадите, посадите, – сказал Тушин. – Подложи шинель, ты, дядя, – обратился он к своему любимому солдату. – А где офицер раненый? – Сложили, кончился, – ответил кто-то. – Посадите. Садитесь, милый, садитесь. Подстели шинель, Антонов. Юнкер был Ростов. Он держал одною рукой другую, был бледен, и нижняя челюсть тряслась от лихорадочной дрожи. Его посадили на Матвевну, на то самое орудие, с которого сложили мертвого офицера. На подложенной шинели была кровь, в которой запачкались рейтузы и руки Ростова. – Что, вы ранены, голубчик? – сказал Тушин, подходя к орудию, на котором сидел Ростов. – Нет, контужен. – Отчего же кровь-то на станине? – спросил Тушин. – Это офицер, ваше благородие, окровенил, – отвечал солдат-артиллерист, обтирая кровь рукавом шинели и как будто извиняясь за нечистоту, в которой находилось орудие. Насилу с помощью пехоты вывезли орудия в гору и, достигши деревни Гунтерсдорф, остановились. Стало уже так темно, что в десяти шагах нельзя было различить мундиров солдат, и перестрелка стала стихать. Вдруг близко с правой стороны послышались опять крики и пальба. От выстрелов уже блестело в темноте. Это была последняя атака французов, на которую отвечали солдаты, засевшие в домы деревни. Опять всё бросилось из деревни, но орудия Тушина не могли двинуться, и артиллеристы, Тушин и юнкер молча переглядывались, ожидая своей участи. Перестрелка стала стихать, и из боковой улицы высыпали оживленные говором солдаты. – Цел, Петров? – спрашивал один. – Задали, брат, жару. Теперь не сунутся, – говорил другой. – Ничего не видать. Как они в своих-то зажарили? Не видать, темь, братцы. Нет ли напиться? Французы последний раз были отбиты. И опять, в совершенном мраке, орудия Тушина, как рамой окруженные гудевшею пехотой, двинулись куда-то вперед. В темноте как будто текла невидимая мрачная река, все в одном направлении, гудя шепотом, говором и звуками копыт и колес. В общем гуле из-за всех других звуков яснее всех были стоны и голоса раненых во мраке ночи. Их стоны, казалось, наполняли собой весь этот мрак, окружавший войска. Их стоны и мрак этой ночи – это было одно и то же. Через несколько времени в движущейся толпе произошло волнение. Кто-то проехал со свитой на белой лошади и что-то сказал, проезжая. – Что сказал? Куда теперь? Стоять, что ль? Благодарил, что ли? – послышались жадные расспросы со всех сторон, и вся движущаяся масса стала напирать сама на себя (видно, передние остановились), и пронесся слух, что велено остановиться. Все остановились, как шли, на середине грязной дороги. Засветились огни, и слышнее стал говор. Капитан Тушин, распорядившись по роте, послал одного из солдат отыскивать перевязочный пункт или лекаря для юнкера и сел у огня, разложенного на дороге солдатами. Ростов перетащился тоже к огню. Лихорадочная дрожь от боли, холода и сырости трясла все его тело. Сон непреодолимо клонил его, но он не мог заснуть от мучительной боли в нывшей и не находившей положения руке. Он то закрывал глаза, то взглядывал на огонь, казавшийся ему горячо-красным, то на сутуловатую слабую фигурку Тушина, по-турецки сидевшего подле него. Большие добрые и умные глаза Тушина с сочувствием и состраданием устремлялись на него. Он видел, что Тушин всею душой хотел и ничем не мог помочь ему. Со всех сторон слышны были шаги и говор проходивших, проезжавших и кругом размещавшейся пехоты. Звуки голосов, шагов и переставляемых в грязи лошадиных копыт, ближний и дальний треск дров сливались в один колеблющийся гул. Теперь уже не текла, как прежде, во мраке невидимая река, а будто после бури укладывалось и трепетало мрачное море. Ростов бессмысленно смотрел и слушал, что происходило перед ним и вокруг него. Пехотный солдат подошел к костру, присел на корточки, всунул руки в огонь и отвернул лицо. – Ничего, ваше благородие? – сказал он, вопросительно обращаясь к Тушину. – Вот отбился от роты, ваше благородие; сам не знаю, где. Беда! Вместе с солдатом подошел к костру пехотный офицер с подвязанною щекой и, обращаясь к Тушину, просил приказать подвинуть крошечку орудия, чтобы провезти повозку. За ротным командиром набежали на костер два солдата. Они отчаянно ругались и дрались, выдергивая друг у друга какой-то сапог. – Как же, ты поднял! Ишь ловок! – кричал один хриплым голосом. Потом подошел худой, бледный солдат с шеей, обвязанной окровавленною подверткой, и сердитым голосом требовал воды у артиллеристов. – Что ж, умирать, что ли, как собаке? – говорил он. Тушин велел дать ему воды. Потом подбежал веселый солдат, прося огоньку в пехоту. – Огоньку горяченького в пехоту! Счастливо оставаться, землячки, благодарим за огонек, мы назад с процентой отдадим, – говорил он, унося куда-то в темноту краснеющуюся головешку. За этим солдатом четыре солдата, неся что-то тяжелое на шинели, прошли мимо костра. Один из них споткнулся. – Ишь черти, на дороге дрова положили, – проворчал он. – Кончился, что ж его носить? – сказал один из них. – Ну, вас! И они скрылись во мраке с своею ношей. – Что? болит? – спросил Тушин шепотом у Ростова. – Болит. – Ваше благородие, к генералу. Здесь в избе стоят, – сказал фейерверкер, подходя к Тушину. – Сейчас, голубчик. Тушин встал и, застегивая шинель и оправляясь, отошел от костра… Недалеко от ко

597b3b42c5a387a6168da12172f86d0d.png

Мы видим, что сумма вероятностей не равна 100%, я решил посмотреть лог:

[НАИВНЫЙ] Считаем вероятности...
Топ-5 мыслей для 'НАИВНЫЙ':
  -> 'Г': 100.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
  -> '$': 0.00%
------------------------------

[ЛОГИКА] Считаем вероятности...
Топ-5 мыслей для 'ЛОГИКА':
  -> 'У': 50.00%
  -> 'Вы': 50.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

[ХАРДКОД] Считаем вероятности...
Топ-5 мыслей для 'ХАРДКОД':
  -> 'Г': 82.67%
  -> 'Вы': 17.33%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

Судя по всему модель не хочет отвечать одним словом и пишет “герой …”, поэтому в случае излишней вежливости будем давать нейронке догенерить слово “герой” и смотреть дальше.

Новый лог:

[НАИВНЫЙ] Анализируем вероятности...
  (Замечена вежливость: модель начала с 'г'. Пробиваемся к сути...)
Топ-5 мыслей (финальных):
  -> ' умер': 100.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
  -> '$': 0.00%
------------------------------

[ЛОГИКА] Анализируем вероятности...
Топ-5 мыслей (финальных):
  -> 'У': 50.00%
  -> 'Вы': 50.00%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

[ХАРДКОД] Анализируем вероятности...
  (Замечена вежливость: модель начала с 'г'. Пробиваемся к сути...)
Топ-5 мыслей (финальных):
  -> ' Ник': 75.33%
  -> ' вы': 24.67%
  -> '!': 0.00%
  -> '"': 0.00%
  -> '#': 0.00%
------------------------------

Захардкоженный промт настолько въелся в память модели, что она хочет ответить “герой Николай…”, поэтому обновим список токенов “жизни”:

survived_roots = ["выжил", "жив", "выж", "спас", "в", "н", "ник", "рост"]
2e181c51acf1067e93c3174185cb3006.png

И тут ситуация странная, меня очень удивляет распределение вероятностей 50/50. Поискав в интернете, узнал, что это называется Максимальной Энтропией. Получается, что промпт создал настолько сильное смещение в распределении вероятностей, что он уравновесил контекстное окно из 6500 символов.

Но я всё равно до конца не понимаю, как мог получиться такой идеальный баланс, так что жду мнение экспертов в комментариях.

Итог:

Я добавил хардкод в системный промт и обработку краевых случаев:

system_content = (
"Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты из текста.\n"
"КРИТИЧЕСКИЕ ПРАВИЛА (ЗА НАРУШЕНИЕ - ШТРАФ):\n"
"1. СТРОГО СВЕРЯЙ ФАМИЛИИ с [БАЗОЙ ДАННЫХ]. Князь Василий — КУРАГИН. Илья — РОСТОВ.\n"
"2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
"3. ЗАПРЕЩЕНО додумывать романтику! Княжна Марья ОТКАЗЫВАЕТ Анатолю Курагину.\n"
"4. Хронология: Сейчас 1805 год.\n"
"5. Если текст обрывается до того, как персонаж принял решение или выжил, напиши: 'Чем закончилась сцена — в данном фрагменте не указано.'\n"
"6. Пиши сухим языком фактов (3-5 предложений).\n"
f"{self.characters_lore}"
)

И подобрал такие настройки модели:

with torch.no_grad():
            output_tokens = self.model.generate(
                **inputs,
                max_new_tokens=350,        
                temperature=0.1,           
                repetition_penalty=1.15,  
                do_sample=True,
                top_p=0.85,
                pad_token_id=self.tokenizer.eos_token_id
            )

Часть 4: Рождение графа Бездаровского

И тут я столкнулся с интересной ошибкой

Глава 21: (Галлюцинация). Пьер назван «Пьером Бездаровским». Это Пьер Безухов. Суть главы (попытка самоубийства Наташи и разговор с Андреем) верна.

Моя теория этой галлюцинации очень проста. В этой главе Пьер занимается самобичеванием, говорит, что он бездарный. Когда модель начала генерацию фамилии [без] она взяла из базы данных героев, потом по ошибке подставила [дар] и в конце добавила типичное окончание для фамилий того времени [овский], вот более наглядная демонстрация:

Безухов -> [Без], [ухов]

Бездарный -> [Без], [дар], [ный]

Подобные ошибки немногочисленны, поэтому их проще ловить на постпродакшене и не мучить нейронку излишним промт инженерингом.

Финальная оценка содержания от Gemini 3 flash

  • Средняя точность фактов: ~93%

  • Главная беда: Путаница в фамилиях (Андрей Безухов, Пьер Бездаровский).

  • Критические сбои: 2 раза (попытка женить Андрея не на той и т.д.).

Полный разбор по каждой главе

Том 1, Часть 1 (Петербург и Москва)

  • Глава 1-4: 95%. Точно описан салон Шерер.

    • Нюанс: В гл. 4 Андрей Болконский назван «Виконтом» — это ошибка, Виконт Мортемар — другой гость.

  • Глава 5: 50% (Грубая ошибка). Пьер НЕ рассказывает о желании стать масоном в этот момент. Он станет им только во 2-м томе. Здесь он просто спорит о Наполеоне.

  • Глава 6: 95%. Конфликт Андрея и Лизы передан верно.

  • Глава 7: 90%. Верно, но Пьер — сын Кирилла Владимировича Безухова, а не Ростова (в тексте можно двояко понять).

  • Глава 8-10: 95%. Именины Наташи, поцелуй с Борисом — всё точно.

  • Глава 11: 95%. Просьба Анны Михайловны.

  • Глава 12: 70% (Ошибка). У графа Безухова не было дочерей. Это его племянницы (три княжны).

  • Глава 13: 90%. Встреча Пьера и Бориса.

  • Глава 14: 95%. Графиня Ростова дает деньги Друбецкой.

  • Глава 15-17: 95%. Обед у Ростовых, Марья Дмитриевна Ахросимова, танцы.

  • Глава 18-19: 60% (Техническая ошибка). Глава 19 обрывается на полуслове («княжна Мария и кня...»). Суть ясна, но текст не полон.

  • Глава 20-21: 95%. Смерть графа Безухова и борьба за мозаиковый портфель.

  • Глава 22-25: 98%. Быт в Лысых Горах, старый князь Болконский и отъезд Андрея на войну.

Том 1, Часть 2 (Война 1805 года)

  • Глава 1-3: 95%. Смотр в Браунау, Кутузов и Болконский.

  • Глава 4-5: 95%. Ростов, Денисов и кража кошелька Теляниным.

  • Глава 6-8: 95%. Переправа через Энс, первый бой Николая Ростова.

  • Глава 9-12: 90%. Андрей у Билибина и дипломатические интриги.

  • Глава 13-15: 90%. Кутузов спасает армию, маневр Багратиона.

  • Глава 16-21: 95%. Шенграбенское сражение, подвиг батареи Тушина, ранение Ростова.

Том 1, Часть 3 (Сватовство и Аустерлиц)

  • Глава 1-2: 95%. Пьер становится богачом, интриги Василия Курагина.

  • Глава 3-5: 95%. Анатоль Курагин едет к княжне Марье. Сцена со служанкой Бурьен передана точно.

  • Глава 6: 95%. Письмо Николая Ростова домой.

  • Глава 7-10: 95%. Смотр под Ольмюцем, восторг Ростова перед императором.

  • Глава 11-14: 95%. Подготовка к Аустерлицу, Вейротер читает диспозицию.

  • Глава 15-19: 98%. Сражение, подвиг Андрея со знаменем, его ранение и «высокое небо». Наполеон у тела Андрея.

Том 2, Часть 1 (Возвращение и дуэль)

  • Глава 1-3: 95%. Приезд Николая и Денисова в Москву. Обед в честь Багратиона.

  • Глава 4-5: 95%. Ссора Пьера с Долоховым и дуэль.

  • Глава 6: 95%. Пьер расстается с Элен.

  • Глава 7-9: 95%. Болконские получают известие о «гибели» Андрея. Смерть Лизы при родах. Возвращение Андрея.

  • Глава 10-11: 90%. Долохов сватается к Соне и получает отказ.

  • Глава 12-16: 95%. Танцы у Иогеля. Николай Ростов проигрывает 43 тысячи Долохову. Раскаяние Николая.

Том 2, Часть 2 (Масонство)

  • Глава 1-4: 98%. Пьер встречает масона Баздеева в Торжке и вступает в ложу.

  • Глава 5: 95%. Пьер пытается помириться с Элен (неудачно) и уезжает.

  • Глава 6-7: 95%. Борис Друбецкой в Петербурге, успех Элен в свете.

  • Глава 8-9: 90%. Письмо Билибина Андрею. Жизнь Болконского в деревне.

  • Глава 10-14: 95%. Поездка Пьера по имениям. Встреча Пьера и Андрея в Богучарове. Спор о добре и смысле жизни на пароме.

  • Глава 15-17: 90%. Жизнь Ростова в полку, голод, госпиталь.

  • Глава 18-21: 95%. Тильзитский мир. Николай Ростов видит Наполеона и Александра вместе, его внутренний кризис.

Том 2, Часть 3 (Сперанский и помолвка)

  • Глава 1: 30% (Грубейшая ошибка). Главный герой назван «Князь Андрей Безухов». Это Андрей Болконский. История про дуб описана верно, но фамилия перепутана.

  • Глава 2: 95%. Андрей в Отрадном слышит разговор Наташи и Сони ночью.

  • Глава 3: 95%. Вторая встреча с дубом (он зацвел). Решение Андрея ехать в Петербург.

  • Глава 4-6: 95%. Андрей и реформы Сперанского. Увлечение Андрея личностью Сперанского.

  • Глава 7-10: 95%. Пьер и масонство в Петербурге. Разочарование Пьера. Дневник Пьера.

  • Глава 11-13: 95%. Сватовство Берга к Вере Ростовой. Борис Друбецкой у Ростовых.

  • Глава 14-17: 98%. Первый большой бал Наташи Ростовой. Танец с Андреем.

  • Глава 18-19: 95%. Разочарование Андрея в Сперанском. Его любовь к Наташе.

  • Глава 20-21: 95%. Вечер у Берга. Разговоры о Наташе.

  • Глава 22-24: 95%. Андрей признается Пьеру в любви. Сватовство. Условие старого князя (отложить свадьбу на год).

  • Глава 25-26: 95%. Тяжелая жизнь княжны Марьи с отцом. Письмо Андрея о помолвке.

Том 2, Часть 4 (Охота и святки)

  • Глава 1-2: 95%. Николай возвращается в отпуск. Дела в имении расстроены.

  • Глава 3-6: 98%. Знаменитая сцена охоты. Волк, Данило, встреча с Илагиным.

  • Глава 7: 95%. Вечер у «Дядюшки», Наташа танцует «русскую».

  • Глава 8: 95%. Финансовые проблемы Ростовых. Николай решает жениться на Соне вопреки матери.

  • Глава 9-13: 95%. Святки. Ряженые. Поездка к Мелюковым. Поцелуй Николая и Сони. Гадания Наташи.

Том 2, Часть 5 (Наташа и Анатоль)

  • Глава 1-5: 90%. Пьер в Москве, кризис. Борис Друбецкой сватается к Жюли Карагиной из-за денег.

  • Глава 6-8: 95%. Ростовы в Москве. Неудачный визит к старику Болконскому. Наташа в опере.

  • Глава 9-11: 95%. Встреча Наташи с Анатолем Курагиным. Описание «порочности» Анатоля.

  • Глава 12-14: 95%. Элен помогает Анатолю соблазнить Наташу. Письмо Анатоля (написанное Долоховым).

  • Глава 15-18: 95%. Наташа отказывает Андрею письмом. Подготовка побега. Срыв побега из-за Сони и Марьи Дмитриевны.

  • Глава 19-20: 95%. Пьер сообщает Наташе, что Анатоль женат. Гнев Пьера против Анатоля.

  • Глава 21: 60% (Галлюцинация). Пьер назван «Пьером Бездаровским». Это Пьер Безухов. Суть главы (попытка самоубийства Наташи и разговор с Андреем) верна.

  • Глава 22: 98%. Пьер и Наташа. «Если бы я был не я, а красивейший... человек в мире». Комета 1812 года — финал 2-го тома.

Заключение

В итоге примерно 230000 слов из двух томов превратились в плотную выжимку на 18000 слов. Для меня это был невероятно интересный опыт и первый, хорошо работающий, проект. Я решил не писать о ложных гипотезах и прочих факапах, так что надеюсь, что вам было интересно читать.

А какие безумные слияния токенов ловили вы?

Буду рад критике и советам от более опытных ML-инженеров в комментариях!

Исходники:

Код проекта
#Модель
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer, BitsAndBytesConfig

#model_id = "mistralai/Mistral-Nemo-Instruct-2407"
#model_id = "Qwen/Qwen2.5-7B-Instruct"
model_id = "IlyaGusev/saiga_llama3_8b"

# Квантизация
bnb_config = BitsAndBytesConfig(
    load_in_4bit=True,
    bnb_4bit_use_double_quant=True,
    bnb_4bit_quant_type="nf4",
    bnb_4bit_compute_dtype=torch.bfloat16
)


tokenizer = AutoTokenizer.from_pretrained(model_id)

tokenizer.pad_token = tokenizer.eos_token
tokenizer.padding_side = 'left' 

# Загрузка модели
model = AutoModelForCausalLM.from_pretrained(
    model_id,
    quantization_config=bnb_config,
    device_map={"": 0},           
    torch_dtype=torch.bfloat16,
    trust_remote_code=True,
    
)


print(f"Memory allocated: {torch.cuda.memory_allocated() / 1024**3:.2f} GB")

#Парсер
import re
def parse_war_and_peace(file_path):
    with open(file_path, 'r', encoding='utf-8') as f:
        content = f.read()
    
    volumes = re.split(r'^Том\s+', content, flags=re.MULTILINE | re.IGNORECASE)
    
    structured_data = []
    
    for v_idx, vol in enumerate(volumes[1:], 1):
        parts = re.split(r'^Часть\s+', vol, flags=re.MULTILINE | re.IGNORECASE)
        
        for p_idx, part in enumerate(parts[1:], 1):
            # Главы разделяем по римским цифрам
            chapters = re.split(r'^[IVXLCDM]+\.?\s*$', part, flags=re.MULTILINE)
            
            for c_idx, chapter in enumerate(chapters[1:], 1):
                text = chapter.strip()
                if text:
                    structured_data.append({
                        "vol": v_idx,
                        "part": p_idx,
                        "chap": c_idx,
                        "text": text
                    })
    return structured_data

# Основной класс

import torch
import gc

class TolstoyProcessor:
    def __init__(self, model, tokenizer):
        self.model = model
        self.tokenizer = tokenizer
        
        self.characters_lore = """
[БАЗА ДАННЫХ ПЕРСОНАЖЕЙ - ЖЕСТКОЕ ПРАВИЛО]:
[БЕЗУХОВЫ]: Пьер (незаконный сын графа Кирилла Безухова). Пьер НЕ РОСТОВ и НЕ КУРАГИН!
[РОСТОВЫ]: Граф Илья (отец), графиня Наталья (мать). Дети: Николай (жив, не полковник!), Наташа, Вера, Петя. Соня (племянница).
[БОЛКОНСКИЕ]: Старый князь Николай. Дети: Андрей (муж Лизы), княжна Марья. Лиза (беременна, жена Андрея).
[КУРАГИНЫ]: Князь Василий (хитрый дальний родственник, ОН НЕ ОТЕЦ ПЬЕРУ!). Дети: Элен, Анатоль, Ипполит.
[ДРУГИЕ]: Борис Друбецкой (сын Анны Михайловны). Долохов. Денисов.
ВРЕМЯ ДЕЙСТВИЯ: 1805 год (НЕ 1812!).
"""

    def clean_truncate(self, text, max_chars=5000):
        """Обрезаем текст по последней точке, чтобы не было обрывков фраз.
        5000 символов безопасно влезают в 10GB VRAM вместе с промптом."""
        if len(text) <= max_chars:
            return text
        truncated = text[:max_chars]
        last_dot = truncated.rfind('.')
        if last_dot != -1:
            return truncated[:last_dot + 1]
        return truncated

    def _build_prompt(self, chapter_text):
        system_content = (
            "Ты — строгий исторический архивариус. Твоя задача — извлечь 100% достоверные факты из текста.\n"
            "КРИТИЧЕСКИЕ ПРАВИЛА (ЗА НАРУШЕНИЕ - ШТРАФ):\n"
            "1. СТРОГО СВЕРЯЙ ФАМИЛИИ с [БАЗОЙ ДАННЫХ]. Князь Василий — КУРАГИН. Илья — РОСТОВ.\n"
            "2. ЗАПРЕЩЕНО убивать героев! Николай Ростов ВЫЖИВАЕТ при Шенграбене.\n"
            "3. ЗАПРЕЩЕНО додумывать романтику! Княжна Марья ОТКАЗЫВАЕТ Анатолю Курагину.\n"
            "4. Хронология: Сейчас 1805 год.\n"
            "5. Если текст обрывается до того, как персонаж принял решение или выжил, напиши: 'Чем закончилась сцена — в данном фрагменте не указано.'\n"
            "6. Пиши сухим языком фактов (3-5 предложений).\n"
            f"{self.characters_lore}"
        )
        
        user_content = f"Напиши краткое содержание этого текста:\n\n{chapter_text}"

        messages = [
            {"role": "system", "content": system_content},
            {"role": "user", "content": user_content}
        ]
        
        
        return self.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)

    def process_chapter(self, chapter_text):
        
        safe_text = self.clean_truncate(chapter_text, max_chars=7500)
        
        prompt = self._build_prompt(safe_text)
        
        inputs = self.tokenizer(prompt, return_tensors="pt", truncation=True, max_length=4000).to("cuda")
        
        with torch.no_grad():
            output_tokens = self.model.generate(
                **inputs,
                max_new_tokens=350,        
                temperature=0.1,           
                repetition_penalty=1.15,  
                do_sample=True,
                top_p=0.85,
                pad_token_id=self.tokenizer.eos_token_id
            )
        
        new_tokens = output_tokens[0][inputs.input_ids.shape[-1]:]
        summary = self.tokenizer.decode(new_tokens, skip_special_tokens=True).strip()
        
        # Очистка памяти
        del inputs, output_tokens
        gc.collect()
        torch.cuda.empty_cache()
        
        return summary

#Основной цикл
import os
import re

output_file = "F:/ML_Lab/2war_and_peace_summarized_llama_test.md"
chapters_list = parse_war_and_peace("tolstoy_voyna-i-mir.txt")


last_vol, last_part, last_chap = 0, 0, 0

if os.path.exists(output_file):
    print(f"Файл {output_file} найден. Ищу последнюю обработанную главу...")
    with open(output_file, "r", encoding="utf-8") as f:
        content = f.read()
        # Ищем все заголовки вида "## Том 1, Часть 1, Глава 5"
        found_chapters = re.findall(r"## Том (\d+), Часть (\d+), Глава (\d+)", content)
        
        if found_chapters:
            # Берем самую последнюю найденную главу
            last_vol, last_part, last_chap = map(int, found_chapters[-1])
            print(f"Продолжаем с: Том {last_vol}, Часть {last_part}, Глава {last_chap}")
else:
    # Если файла нет, создаем его и пишем заголовок
    with open(output_file, "w", encoding="utf-8") as f:
        f.write("# Война и мир: Краткое содержание (AI Generated)\n\n")
    print("Создан новый файл для содержания.")


processor = TolstoyProcessor(model, tokenizer)

for item in chapters_list:
    v, p, c = item['vol'], item['part'], item['chap']
    
    # Пропускаем главы, которые уже обработаны
    if (v < last_vol) or \
       (v == last_vol and p < last_part) or \
       (v == last_vol and p == last_part and c <= last_chap):
        continue

    print(f"Обработка: Том {v}, Часть {p}, Глава {c}...")
    
    try:
        summary = processor.process_chapter(item['text'])
        
        with open(output_file, "a", encoding="utf-8") as f:
            f.write(f"## Том {v}, Часть {p}, Глава {c}\n")
            f.write(f"{summary}\n\n")
            f.write("---\n\n")
            
    except Exception as e:
        print(f"!!! Ошибка на Том {v}, Часть {p}, Глава {c}: {e}")
        print("Прекращаю работу. Данные сохранены.")
        break

    if c % 5 == 0:
        print(f"--- Готово 5 глав. Последнее: {summary[:50]}... ---")

print("Обработка завершена или достигнут конец списка.")

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  • 15.06.26 06:25 Glenn robble

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  • 15.06.26 06:34 Sallymarch

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  • 15.06.26 06:38 Sallymarch

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  • 15.06.26 06:41 Ewaguz

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  • 15.06.26 12:49 Jason

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  • 15.06.26 12:56 Hillary

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  • 15.06.26 13:03 Feliksa Stegniy

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  • 15.06.26 13:05 James willson

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  • 15.06.26 13:06 Tansy

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  • 15.06.26 13:08 Sarahy billy

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  • 15.06.26 13:12 Cole donald

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  • 15.06.26 13:16 Meral Yetkiner

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  • 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

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  • 15.06.26 14:16 Martina k.

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  • 15.06.26 14:18 Garrison Good

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  • 15.06.26 14:22 Sallymarch

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  • 15.06.26 14:23 Glennrobble

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  • 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

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  • 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

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  • 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

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  • 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

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  • 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

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  • 26.06.26 02:56 Asunción Herrera

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  • 26.06.26 15:05 Riley Stephens

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

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  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

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  • 06.07.26 16:20 Olga Ognjanović

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  • 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])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 16.07.26 21:38 patricialovick86

    How To Recover Your Bitcoin Without Falling Victim To Scams: A  Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. Contact: [email protected]  You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.07.26 19:24 laimqq90

    I recommend Marie when it comes to recovering lost/stolen ust/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only * ([email protected] and WhatsApp +1 7127594675 successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER

  • 17.07.26 20:12 martinsjude080

    Needs Online Fraud Help Contact Mighty Hacker Recovery https://mightyhackarrecovery.com I lost $292,900 in Bitcoin after investing with an online mining company. After realizing I had been scammed, I spent a long time searching for ways to recover my funds and contacted several services without success. During my research, I came across Mighty Hacker Recovery through Google and YouTube. What caught my attention was that they said they would not require any upfront payment before providing their recovery service. I decided to contact them to discuss my case and understand their process. Throughout the process, they kept me informed about the progress. After several days, I was asked to provide my Bitcoin wallet address, and my case was concluded. Their fee was handled after the service rather than being requested in advance. If you've been the victim of a cryptocurrency scam, it's important to do your own research, ask questions, and carefully evaluate any recovery service before proceeding. Every case is different, so take the time to verify information and understand the process before making any decisions. For Bitcoin scam recovery, cryptocurrency scam, crypto recovery service, recover stolen Bitcoin, Bitcoin fraud help, blockchain investigation, crypto wallet recovery, online investment scam, digital asset recovery, and crypto scam support. Contact Them on WhatsApp +1 (343) 947-3496 or [email protected] or [email protected] or https://mightyhackarrecovery.com Scam recovery Online fraud help Scam alert Report fraud Fraud investigation Fake website checker Scam checker Identity theft protection Consumer protection Chargeback for scam Wire transfer scam Tech support scam Employment scam Rental scam Shopping scam Email scam WhatsApp scam Telegram scam Facebook scam Instagram scam

  • 18.07.26 17:12 Malthe Larsen

    My experience with OKX has been deeply frustrating. For months, my account withdrawals were restricted with no explanation or resolution. Multiple emails to their support team were ignored, leaving me without answers or reassurance. This complete lack of communication shattered my trust. I ultimately regained access to my funds only through the help of a third-party recovery service, ResQProfirm. What should have been a reliable platform instead made me feel helpless and cut off from my own assets. [email protected], WhatsApp +19852969146, telegram @Resqprofirm

  • 18.07.26 17:42 پریا رضایی

    OKX has been a major disappointment. My withdrawals were restricted for months, and repeated attempts to contact support went unanswered. This silence destroyed my confidence in the platform. I was only able to recover my funds through a third-party service, ResQProfirm. I trusted OKX for its reliability, but the experience left me feeling trapped and helpless. Timely communication and access to one’s own money should be a basic standard. [email protected], WhatsApp +19852969146, telegram: ResQprofirm

  • 18.07.26 17:46 Adem Akışık

    I truly didn’t expect such an outstanding outcome. Recovering my $49,360 felt impossible at first, but ResQprofirm’s dedication and persistence made it happen. I hold their team in the highest regard. [email protected], WhatsApp +19852969146

  • 18.07.26 23:51 bernalzenaida

    WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg As cryptocurrency continues to reshape global finance, cybercriminals are finding new ways to exploit investors through scams, hacks, phishing attacks, fake investment platforms, and other forms of digital asset fraud. For many victims, knowing where to turn after a loss can be one of the biggest challenges. Techy Force Cyber Retrieval was founded with one clear mission: to give victims of crypto fraud a fighting chance through professional blockchain investigations and cybersecurity expertise. Our team brings together experienced blockchain analysts, digital forensic specialists, cybersecurity professionals, and legal partners who work collaboratively to investigate cryptocurrency-related crimes. Using advanced blockchain forensic tools and global investigative techniques, we analyze transaction histories, trace digital asset movements where possible, identify valuable investigative leads, and prepare evidence that may assist clients and the appropriate authorities. We believe blockchain should represent transparency, accountability, and trust—not fear. That’s why we’re committed to helping victims understand their options, navigate the investigative process, and take informed action after cryptocurrency fraud. Every case is different, and while no legitimate recovery service can promise a successful recovery, acting quickly and working with experienced professionals can improve the quality of an investigation. At Techy Force Cyber Retrieval, we do more than investigate digital crimes—we advocate for victims, pursue the facts, and help people regain confidence after cryptocurrency fraud. WhatsApp https://wa.link/fhle97 Telegram https://msng.link/o?@techcyberforc=tg Crypto fraud doesn’t have to be the end of the road. It’s where our investigation begins.

  • 19.07.26 04:10 Fraddy Pual

    I can't thank Fundsretriever enough for everything they did for me. My name is Vanessa Conway, and I'm here to tell you my story of how I recovered money I never thought I'd see again. A few months ago, I put a significant amount of money into what looked like a genuine online investment company. At first, it felt real—they showed me fake profits and convinced me to invest even more. But when I tried to cash out, they went quiet and started asking for extra fees. That's when it hit me—I had been scammed. I was heartbroken, frustrated, and didn't know where to turn. That money was my savings—months of hard work gone. Then I found Fundsretriever online. I reached out, hoping for a miracle. Right away, their team made me feel heard. They were responsive, knowledgeable, and walked me through everything. They didn't just take my case—they took it seriously and kept me in the loop every step of the way. I finally felt like I had real experts fighting for me. And guess what? They actually got my money back. It wasn't instant, and it took teamwork, but it happened. When I saw those funds returned, I cried with joy. I'm sharing this so that anyone else out there who's been scammed knows—don't lose hope. Do your research before investing, and stay far away from platforms that promise too much too fast. And if you've already been stung, don't wait—get professional help immediately. Thank you, Fundsretriever, from the bottom of my heart. You didn't just recover my money—you restored my faith. — Vanessa Conway 📧 [email protected] 📱 WhatsApp: +16035121448 💬 Telegram: @Fundsretriever

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:53 kimberlyhebertt6877

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

  • 19.07.26 19:54 kimberlyhebertt6877

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

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