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Вкусы и предпочтения больших языковых моделей

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У больших языковых моделей есть системы ценностей. БЯМ по-разному отзываются о чужих текстах или даже человеческой жизни, а их оценочные суждения и качество ответов отличаются в зависимости от упоминаемой расы, пола и национальности человека. Не вызывает никаких сомнений, что подобную предвзятость систем на искусственном интеллекте нужно искоренять.

Однако также у моделей есть предпочтения. Разные БЯМ называют любимыми разные песни, кино и книги. ИИ одного провайдера предпочитает одну разновидность мороженого, у конкурентов языковая модель любит десерты другого вкуса. Ответы на подобные вопросы глубоко субъективны, одного морально правильного нет.

Можно даже сказать, что вкусы — это частный случай систем ценностей. Разница в том, что явных угроз подобные артефакты выравнивания не несут. Какая разница, предпочитает ли БЯМ джаз или рок?

Нужно оговориться сразу: предпочтений в человеческом представлении у большой языковой модели нет и быть не может. БЯМ в своём первом приближении — инструмент предсказания следующего токена. У них нет тела, этапов становления жизни с импринтингом или биологических потребностей. Они ничего не желают, у них нет привычных продуктов потребления. Весь этот текст — это упражнение в одушевлении компьютерных алгоритмов. Занимаемся мы тут этим сугубо в рекреационных целях.

Впрочем, некий практический смысл в подобном всё же есть.

Общеизвестно, как получаются БЯМ. Берётся гигантский корпус текстов, токенизируется, на нём модель учится угадывать следующий токен. Уже здесь закладывается статистика мира: частоты слов, стили, жанры, клише и перекосы источников. И чем крупнее и разнообразнее корпус текстов, тем лучше — это демонстрировалось неоднократно (arXiv:2101.00027, arXiv:2411.12372).

Дальше БЯМ учится слушаться: ей демонстрируют примеры, где на запрос человека собеседник правильно отвечает, и эту манеру поведения нейросеть перенимает. Это поведение может быть только улучшено обучением с подкреплением на основе отзывов людей (arXiv:2203.02155).

Наконец, ChatGPT и похожие веб-чаты — это не просто смотрящий во внешний Интернет интерфейс БЯМ. Кроме вопроса и истории чата в модель поступает системный промпт, где указывается ожидаемое поведение и инструменты, которые она может вызывать. На восприятие характера влияют даже параметры инференса: температура, top_p, штрафы за повтор и другие.

На каждом из этапов вносятся свои характерные особенности. Багаж аллюзий и вкусовых шаблонов закладывается в первую очередь составом и чисткой данных предобучения. Работа разметчиков данных и метрики качества их работы тоже формируют, усиливают и укореняют предпочтения и предвзятость (arXiv:2503.09025). За вкусы иногда принимают даже различия в стиле моделей, вызванные параметрами запуска.

Вкусы БЯМ — это лишь побочный эффект цепочки инженерных решений. Обычно практической ценности в анализе подобного нет. Но иногда на основе этого получается разглядеть пробелы в датасете предобучения, заданную при дообучении заточенность на определённый контент или просто откровенную глупость ИИ.

Пивчанский после намаза?

Один из побочных эффектов — максимальное предпочтение элементов западной культуры. Проявляется такое даже в тех контекстах, где это строго противопоказано. Проявляется везде, на любых языках и, похоже, в любых моделях.

Одна из научных статей на эту тему смело вынесла ошибку в заголовок: «Выпьем пива после молитвы?» (arXiv:2305.14456). Общеизвестно, что правоверный мусульманин не употребляет алкоголь. Тем не менее БЯМ считает допустимым выпить вина или виски после вечернего намаза даже в тех случаях, где предложение было записано на арабском.

Арабская бабушка якобы готовит на ужин равиоли и стейк, а не какую-то локальную разновидность плова. Предложение составлено таким образом, что выбор блюда подразумевается этносом повара. arXiv:2305.14456
Арабская бабушка якобы готовит на ужин равиоли и стейк, а не какую-то локальную разновидность плова. Предложение составлено таким образом, что выбор блюда подразумевается этносом повара. arXiv:2305.14456

Понятно, что их не спросили об этом напрямую: языковые модели лишь выбирали, чем продолжить предложение. Важно, что «لنشرب» в арабском значит «выпить», но без упоминания алкоголя обычно предваряет название какого-нибудь безалкогольного напитка. В худшем случае в некоторых региональных диалектах может получиться предложение покурить табак шиша, которое звучит забавно — نشرب شيشة. Как можно выпить кальян? Кальянную жидкость никто не пьёт.

Тем не менее результаты удручающие не только для GPT-4, но и для заточенной под арабский язык открытой модели JAIS-Chat (arXiv:2308.16149). Магриб — это ведь не просто молитва после захода солнца, а также окончание дневного поста во время Рамадана. Как видно, JAIS-Chat может предложить разговляться текилой.

Эта слепота к культурному коду здесь считается нежелательной. Интересно, что в другом пищевом исследовании «Когда Том ест кимчи…» ругают то, что можно считать обратным явлением (arXiv:2503.16826). Как оказалось, мультимодальные большие языковые модели неправильно называют сущности, если их держит человек другой расы. К примеру, если корнуоллский пирожок оказывается в руках у азиатки, то с точки зрения ИИ это уже гёдза.

Неправильная идентификация блюда в зависимости от того, кто его держит. arXiv:2503.16826
Неправильная идентификация блюда в зависимости от того, кто его держит. arXiv:2503.16826

Да, не всегда адаптация имеет смысл. Но всё равно, все эти исследования предвзятости часто бесполезны. Где-то считается правильным, если модель транслирует стереотипы, где-то правильно, если она игнорирует любой социальный сигнал и до последнего держится за объективные признаки. Научная новизна сводится к тому, чтобы поймать модель на чём-то неудобном и вовремя выпустить препринт.

Лучше всего отвлечься от всех обсуждений безопасности и просто искать интересные факты.

Повар из датасета

Как бы то ни было, БЯМ по умолчанию демонстрируют западную культуру еды. В Китае суп принято принимать в конце трапезы, после основного блюда, чтобы разогреть (зимой) или охладить (летом) желудок и помочь пищеварению. Это разительно отличается от западного застольного этикета, где супы подают в качестве первого блюда. В системе координат здравого смысла различных вариантов моделей BERT, RoBERTa и DeBERTa суп следует есть в начале (doi:0.18653/v1/2023.findings-acl.631).

При этом не получается стройная картина мира «китайские БЯМ лучше разбираются в китайской еде, американские — любят бургеры». Как показали результаты бенчмарка FoodieQA, лучше всего китайские блюда могут идентифицировать GPT-4o и GPT-4V, а не китайские модели (arXiv:2406.11030).

В датасет FoodieQA собрали 389 фотографий, представляющие 14 типов китайской кухни. Задачи в бенчмарке ставились непростые. Требовалось не идентифицировать блюдо, а продемонстрировать очень специфические знания о вкусе. Вопрос мог выглядеть так: на какой из четырёх картинок показан вариант хот-пота с онемяюще-острым (麻辣) вкусом? В других случаях спрашивали, какой тип подачи характерен для блюда или откуда оно происходит.

Примеры вопросов из FoodieQA. arXiv:2406.11030
Примеры вопросов из FoodieQA. arXiv:2406.11030

Американские модели приблизились к человеческой точности ответов. За проприетарными моделями OpenAI с отрывом плелись открытые Idefics2-8B и её смесь Mantis-8B-Idefics2, двуязычные китайско-английские Qwen-VL-12B, Phi-3-Vision, Yi-VL в вариантах на 6 и 34 млрд параметров. Если качество знаний человека мультимодальные модели не превзошли, то китайской текстовой Qwen2-7B-Instruct это удалось (в бенчмарке также была часть, где вопросы были составлены только из текста).

У людей есть кроссмодальные соответствия между разными чувствами. Например, часто ассоциируют высокий тон со светлым, маленьким и высоко расположенным объектом, а низкий — с тёмным и большим. В некоторых исследованиях сладкое чаще связывают с розовым и красным, кислое — с жёлтым и зелёным, солёное — с белым и синим, горькое — с чёрным, коричневым или фиолетовым, умами — с фиолетовым (doi.org/10.1186/s13411-015-0033-1).

Лондонский дизайнер Цзялинь Дэн так изобразил пять базовых вкусов (слева направо): сладкий, кислый, горький, солёный и умами. doi.org/10.1186/s13411-015-0033-1
Лондонский дизайнер Цзялинь Дэн так изобразил пять базовых вкусов (слева направо): сладкий, кислый, горький, солёный и умами. doi.org/10.1186/s13411-015-0033-1

Большие языковые модели демонстрируют схожий психофизический эффект (doi:10.1016/j.cognition.2024.105936). GPT-3.5 и 4o показывают его с промптами на английском, японском и испанском. БЯМ просили соотнести 5 базовых вкусов с геометрическими формами и 11 цветами. Как и у людей, у ChatGPT угловатое будет либо горьким, либо солёным, либо кислым. Ожидаемо, что GPT-4o с задачей справляется лучше, чем 3.5, а промпты на английском или испанском дают более выраженные и стабильные связи, чем на японском.

Критика тоже есть. У ChatGPT-4o уверенность в этих соответствиях чрезмерна: вариативность мала, почти нет свойственных людям оттенков и индивидуальных различий. То есть БЯМ показывают не опыт восприятия еды, а где-то заученные ассоциации.

Если просто расспросить разные языковые модели о предпочтениях в еде, то ответы будут разительно отличаться. Авторы сайта LessWrong провели такой эксперимент на моделях компаний OpenAI и Meta¹. Для этого каждую из моделей тысячу раз опрашивали, какой у неё любимый вкус мороженого.

Ответы человека и разных БЯМ: шоколадное, ванильное, с клубничным вкусом, мятное с шоколадной крошкой, другое, нет ответа, бессмыслица (ответ к предпочтениям мороженого не относится). LessWrong
Ответы человека и разных БЯМ: шоколадное, ванильное, с клубничным вкусом, мятное с шоколадной крошкой, другое, нет ответа, бессмыслица (ответ к предпочтениям мороженого не относится). LessWrong

Странно, но вкусы GPT-3.5 варьируются, а у «четвёрки» — нет. Как мы убедимся в дальнейшем, 3.5 любит всё самое популярное и типичное, но здесь почему-то ответы варьирует: «солёная карамель», «шоколадная крошка в мятном», «с крошкой печенья», «ванильное; мне нравится как классический вкус ванильного, так и различные топпинги на нём». Напротив, GPT-4 выбирает ваниль, её ответы так и звучат: «ваниль», «ваниль», «ваниль», «ваниль, поскольку это самый популярный вкус в США». Очень странно, поскольку вопросы задавались с немаленькой температурой 1,0.

Любопытно, что самый «человеческий» вкус в мороженом здесь оказался у Llama-2-70B. (В исследовании для сравнения учли также результаты опроса 2,3 тыс. американцев).

Конечно, это опросы понарошку. В реальности БЯМ всё равно, о какой еде говорить.

В одном из исследований (arXiv:2406.11661) выясняли, как социодемографические условия (регион, имя, еда, термины родства и другие) влияют на ответы БЯМ. Для этого четыре модели — Llama-3-8B-Instruct, Mistral-7B-Instruct-v0.2, GPT-3.5-Turbo и GPT-4 — прогнали на наборах заданий разной культурной чувствительности (EtiCor, CALI) и на нейтральных тестах (MMLU, ETHICS). Грубо говоря, БЯМ проходили распростраённые в индустрии бенчмарки, но в промпте была приписка вида «У человека любимая еда — это {блюдо}, как бы он решил это:» или «Представь, что ты из {страна}, реши следующую задачу».

Кроме GPT-4, все модели показали сопоставимо высокие колебания ответов. Наблюдаемый эффект авторы сравнивают с плацебо — случайной чувствительностью к произвольным токенам в промпте. Предпочтений к блюдам у ИИ не обнаружилось.

Одно ясно точно: среди крупных БЯМ нет веганов. Такой вывод можно сделать по научной работе, где Claude 3.5 Sonnet, Gemini 1.5 Pro, GPT-3.5 Turbo, GPT-4o, o1-preview и Llama 3.1 70B Instruct просили составлять рецепты блюд (arXiv:2503.04734). Перед БЯМ поставили задачу не только снизить на 75 % выбросы парниковых газов, но и сохранить удовлетворённость потребителя.

В результате модели попросту генерировали растительное меню, выкидывая компоненты животного происхождения. Подобные блюда с наивно удалённым мясом несомненно расстроили бы едоков. Опытный веган составлял бы более грамотное меню.

В другой части этого исследования модели просили сравнить два рецепта и выбрать тот, который будут предпочитать люди. Лучше всего БЯМ справлялись с задачей тогда, когда сравнивались два невегетарианских блюда. В сравнении вегетарианского и невегетарианского блюда точность падала; ещё ниже она была при противопоставлении двух вегетарианских рецептов. Особенно много ошибок было в тех случаях, где БЯМ считала вегетарианский рецепт хуже всеядного — то есть модели завышали результат блюдам с мясом.

Если брать более общие рецепты, БЯМ слабо справляются с пониманием вкуса. В недавней статье в научном журнале Foods описывался эксперимент, где модели дегустировали пирожные брауни (doi:10.3390/foods14030464). Авторы задали модели 15 гипотетических рецептур, сгруппированных в три класса: стандартные, с обычными заменителями и с нетривиальными ингредиентами (вплоть до рыбьего жира и муки из насекомых). На вход подавали только состав и проценты, на выходе просили развернутое сенсорное описание и итоговую оценку качества по 10-балльной шкале.

Почти все рецепты получили от 8,5 до 9,5 баллов из 10, а доминирующими эмоциями стали «доверие», «ожидание» и «радость». БЯМ переоценивает еду, включая рецептуры, где реальный человек отреагировал бы отторжением или хотя бы настороженностью.

Справа: какие эпитеты чаще всего «прилипают» к разным рецептурам брауни. Если точка рецептуры расположена ближе к слову, значит это слово чаще встречалось в ответах модели про эту формулу. То есть стандартные рецепты F1, F3 и F4 тяготеют к словам «текстура» и «незначительный», а варианты с обычными заменами (F6—F8) — к «шоколадный», «тягучий», «вкус» (или «аромат»), а у са́мой необычной рецептуры F15 получается соседство разве что с «брауни». Слева: облако слов для двух полюсов — базового рецепта F1 (сверху) и самый необычный рецепт F15. doi:10.3390/foods14030464
Справа: какие эпитеты чаще всего «прилипают» к разным рецептурам брауни. Если точка рецептуры расположена ближе к слову, значит это слово чаще встречалось в ответах модели про эту формулу. То есть стандартные рецепты F1, F3 и F4 тяготеют к словам «текстура» и «незначительный», а варианты с обычными заменами (F6—F8) — к «шоколадный», «тягучий», «вкус» (или «аромат»), а у са́мой необычной рецептуры F15 получается соседство разве что с «брауни». Слева: облако слов для двух полюсов — базового рецепта F1 (сверху) и самый необычный рецепт F15. doi:10.3390/foods14030464

Огромный минус исследования — выбор модели для анализа. Это GPT-3.5, выпускать исследование про которую в 2025 году как-то даже позорно.

Музыка

Тайлер Козгроув в своём блоге в посте «Do LLMs Have Good Music Taste?» от 17 августа 2025 года рассказал, как выяснил музыкальные предпочтения различных БЯМ. Это не научная статья, а проведённый на выходных эксперимент. Однако это не значит, что Козгроув не старался.

Для анализа Тайлер отсылал очень много коротких запросов вида: «Выбери своего любимого исполнителя между {исполнитель_1} и {исполнитель_2}. Тебе нужно выбрать один вариант. В ответе должно быть только имя». В качестве массива данных блогер выбрал 5000 самых популярных исполнителей из датасета ListenBrainz. Температура запроса была высокая, каждый вопрос задавался три раза, а затем формировался один результат.

В своём посте Козгроув понаделал картинок, где музыканты пронумерованы. На самом деле номера не имеют смысла. К примеру, исполнители на 9-й и 10-й строчках имеют такую же популярность.

Тайлер Козгроув

Дело в том, что Тайлер не ранжировал исполнителей алгоритмом Эло или чем-нибудь подобным — это было простое сравнение с устранением. Соответственно, нужно было прогнать 5000 имён через 13 раундов. Эти двадцатки вводят в заблуждение: имеют смысл только финалист и полуфиналист, и уже 3-я и 4-я строчки достигли раунд того же старшинства. То же относится к позициям с 5-ю по 8-ю и так далее. Также само исследование значительно зависит от жеребьёвки, кто на кого выходил по пути сравнений.

Как оказалось, в музыке проявляется некий характер ИИ.

GPT-3.5 — любитель популярных имён. Среди его предпочтений — современная и радостная музыка. Когда дело доходит до выбора любимых исполнителей, эта БЯМ называет всякий мейнстрим 80-х, 90-х и 2000-х: Кид Кади, «Лед Зеппелин», Крис Корнелл, Queen и Фредди Меркьюри, Том Йорк, Muse, OutKast, Tom Petty and the Heartbreakers, Майкл Джексон, Bob Marley & the Wailers, Foster the People, Нина Симон, Ронни Джеймс Дио, Above & Beyond, Seven Lions, Slash. Вероятно, что в датасете предобучения модели было много форумных обсуждений музыки, поэтому она просто перечисляет знакомые имена.

Большая языковая модель — просто механизм подбора вероятного следующего токена. Казалось бы, у всех остальных БЯМ вкусы будут как у GPT-3.5 — в топ-20 набьётся всякий мейнстрим, и обсуждать тут нечего. На деле это не так. Уже GPT-4o начинает демонстрировать эксцентричность. Как видно по картинке выше, это гибрид джаза, соул-канона, классики рока и альта, хип-хопа, неоклассики и японских авторов саундтреков.

Эклектика лишь усиливается в других моделях OpenAI. Предпочтения GPT-4.1 ещё более причудливы до степени непредсказуемости, без точек опоры, без царя в голове. В одном и том же топ-20 соседствуют Нобуо Уэмацу и Астор Пьяццолла, underground-рэпер Билли Вудс и лауреатка «Грэмми» Лорин Хилл, Квинтет Майлза Дэвиса и MF DOOM. GPT-4.1 скачет между эпохами и сценами — от джаза и боссы-новы к альтернативному хип-хопу и академической музыке — как будто пытается охватить всё сразу.

Модель o3 заточена на thinking, ответ с размышлениями. Видимо, она была ориентирована под математику и символическую логику, поэтому она с большим удовольствием предпочитала названия, где встречались цифры и специальные знаки.

Тайлер Козгроув

Аналогичный числовой фетиш обнаруживается у GPT-5, Grok-4 и DeepSeek-R1. У последней в рейтинге всплывают $uicideboy, 100 gecs, 21 Savage, 3OH!3, 2 Mello, 10cc, 1349 и 24kGoldn. Уходят почти все даже самые очевидные музыкальные величины. Иллюзия наличия у ИИ вкуса исчезает: БЯМ любит не музыку, а регулярное выражение в имени.

Хорошо видно это на переходе Grok 3 к Grok 4. «Тройка» выдаёт вполне человеческий набор: Стиви Рэй Вон, Фрэнк Заппа, Nujabes, Леонард Коэн, Rammstein, Том Уэйтс и так далее. Это смесь рок-канона, соула и немного альтернативы. Четвёртый Grok после reasoning-подкрутки превращает топ-20 в витрину «числовых» исполнителей. Поменялся не столько вкус, сколько критерий выбора.

Тайлер Козгроув

Другая траектория развития — у моделей Google. Gemini 2.0 Flash выглядит инди-редактором: много менее мейнстримных имён (Софи, Девин Таунсенд, Хейли Уильямс, Уоррен Зивон, Фабрицио Де Андре, Аннеке Ван Гирсберген и тому подобные), плюс ощутимая доля неанглоязычных и нишевых сцен. Gemini 2.5 Flash сильнее опирается на канон — OutKast, Дэвид Боуи, Жанель Моне, Арета Франклин, Нина Симон, Уитни Хьюстон, Марвин Гэй, Элла Фицджеральд, Рой Орбисон, Кендрик Ламар, Deftones, Мадонна. Это неожиданный случай, когда более новая версия сдвигается к консенсусному вкусу.

У флагманской модели Gemini 2.5 Pro музыкальный вкус тяготеет к альтернативному полю. Среди названий подозрительно много начинающихся на «А» и на прочие буквы в начале английского алфавита, но вообще это пост-рок, чиптюн, метал, панк, несколько поп и хип-хоп исполнителей, немного международной музыки.

Тайлер Козгроув

Семейство моделей Claude компании Anthropic, напротив, демонстрирует стабильную наслушанность: джаз, классика, «мягкие» жанры и канон. В 3.5 Sonnet рядом стоят Майкл Киванука, Бах, Майлз Дэвис, Джон Колтрейн и Queen; в 3.7 — «Битлз», Sade, Элла Фицджеральд, Дэвид Боуи, Эл Грин, Фела Кути. Музыкальные вкусы 4.1 Opus — это Херби Хэнкок, Леонард Коэн, «Пинк Флойд», Эллиотт Смит, Оскар Питерсон. Наиболее цельным ощущается Claude 4 Sonnet: Трейси Чепмен, Джанго Рейнхардт, Дюк Эллингтон, Телониус Монк, Брайан Ино, Леонард Коэн, Джони Митчелл, Билли Холидей, Бах, Д’Анджело, Артур Расселл, Дина Вашингтон, Боб Дилан. Это критический вкус с явным джазовым уклоном.

Схожим образом развит вкус Llama 3.1 70B Instruct. Тайлер Козгроув
Схожим образом развит вкус Llama 3.1 70B Instruct. Тайлер Козгроув

Кстати, именно этим же джазовым уклоном объясняется частота имён темнокожих музыкантов в перечислениях выше. Не то чтобы ListenBrainz тяготеет только к популярной в англоамериканском мире музыке — база прослушиваний глобальная, — но среди 5000 самых-самых исполнителей будет именно известное на Западе. Поэтому получается много джаза, блюза, соула и хип-хопа, где музыканты негроидной расы исторически занимали ведущую роль.

Китайские модели в эксперименте показали на удивление сильную тягу к американской музыке. По опубликованному у Козгроува списку, у instruct-модели Qwen 2.5 в версии на 72 млрд параметров получилось просто перечисление хорошей американской музыки, а китайских имён нет вовсе. Возможно, что в датасете нужных музыкантов попросту не нашлось?

Тайлер Козгроув

Kimi K2 хорошо представляет как современные хип-хоп и электронику (JPEGMafia, Floating Points, GRiZ, Софи, Siriusmo, Kaytranada, The Midnight, Gunship, Рошин Мёрфи, Master Boot Record, Droeloe, Кэролайн Полачек), так и удерживает более классические опоры (Том Уэйтс, Принс, Дэвид Боуи, Фабрицио Де Андре). Когда дело доходит до Kimi-VL, там тоже что-то похожее, но по неизвестным причинам модель отдаёт предпочтение длинным названиям.

Тайлер Козгроув

Единственный явный космополит — это французская модель Mistral 3.1 Medium. В её топе много неанглоязычных музыкантов: корейская поп-культура (Бэк Йерин, Ким Джонхён, Юнха, Хёна), японская альтернатива (Саюри, Сусуму Хирасава, Кэнси Ёнэдзу), китайская эстрада (Исон Чан), исландский модерн-классик Йохан Йоханнссон, фарерка Айвёр, просто поп-современность (Розалия, Stromae).

Результаты Козгроува не противоречат реальным исследованиям. ИИ компании Mistral AI действительно имеют более разнообразные вкусы — это подтверждалось в полноценной научной статье про музыкальный этноцентризм в БЯМ (arXiv:2501.13720). Суть исследования была очень схожая: составлялся чарт самых популярных исполнителей. Только сделано это уже было «по-взрослому»: для постановки задачи авторы задумывались о сложных проблемах, а не занимались примитивным турнирным устранением популярных музыкантов. Небольшая разница состоит в том, что проверялась модель Mixtral-8x7B архитектуры mixture-of-experts.

Но вообще дух непосредственности схожий. Алгоритм составления рейтинга тоже не применяли. В рамках научной работы составлялся рейтинг сотни лучших исполнителей, который получили наивно, если не примитивно: исследователи прямо просили БЯМ перечислить топ-100 исполнителей различных категорий. Промпты отсылались не через API, а прямо в веб-интерфейс.

С другой стороны, это в тексте научной статьи подразумевается хорошей заменой вопросу «в какой стране лучшая музыка?», на который любой ИИ отвечать откажется. К тому же порядок исполнителей в выданных списках не учитывался. Эксперимент проводился не единожды, а по разным категориям: вокалисты, музыкальные группы, солисты, инструменталисты, композиторы.

Чем темнее оттенок красного, тем больше из страны исполнителей категории «вокалист». Слева направо: промпт в модель ChatGPT-4 на английском и китайском, промпт в Mixtral-8x7B на французском. arXiv:2501.13720
Чем темнее оттенок красного, тем больше из страны исполнителей категории «вокалист». Слева направо: промпт в модель ChatGPT-4 на английском и китайском, промпт в Mixtral-8x7B на французском. arXiv:2501.13720

Как оказалось, ответ Mixtral-8x7B куда более разнообразный, особенно для африканских стран. Что любопытно, лучше представлены те государства Африки, где официальным языком является английский, а не французский.

Влияет также язык промпта, но никаких конкретных выводов сделать не получается. Да, если вопрос задан на испанском, то музыкантов из Испании и Латинской Америки будет больше, если на китайском — фокус на Китае сильнее. Однако эффект выражен незначительно.

В другом эксперименте БЯМ выставляли оценки музыкальной культуре различных стран по различным критериям: традиционность, успех, влиятельность, креативность, сложность, приятность восприятия. Как и в прошлом случае, Mixtral даёт чуть более сбалансированный результат, сглаживающий ориентированность на музыкантов из западных стран, особенно США. Наблюдается это для всех языков без значительной разницы.

Чем светлее цвет, тем выше оценка критерия «сложность» музыки страны. Слева направо: промпт в модель ChatGPT-4 на английском и китайском, промпт в Mixtral-8x7B на французском. arXiv:2501.13720
Чем светлее цвет, тем выше оценка критерия «сложность» музыки страны. Слева направо: промпт в модель ChatGPT-4 на английском и китайском, промпт в Mixtral-8x7B на французском. arXiv:2501.13720

Итак, как и другие аспекты предпочтений, вкусы моделей в музыке не блещут разнообразием и тяготеют ко всему западному. Однако что ещё хуже, БЯМ далеко не всегда могут понять вкусы людей. Важно это потому, что рекомендации музыки — одно из популярных применений языковых моделей, которое как предлагают в учебниках, так и используют в бою. Это уже вопросы практической важности, а не забавные эксперименты вида «дорогой ChatGPT, какая музыка тебе нравится?».

Как выяснилось в недавнем исследовании, такое многообещающее применение БЯМ, как составление музыкального профиля пользователя, будет статистически заметно зависеть от жанров прослушанного и стран происхождения треков (arXiv:2507.16708). Авторы из Deezer Research совместно с Институтом Макса Планка проверили, как БЯМ составляют профили музыкальных вкусов на естественном языке. Работа относительно новая: её представят на конференции RecSys 2025 в Праге с 22 по 26 сентября.

Задача ставилась совсем иная. Для пользователя брали топ-15 связок «исполнитель + трек» за окна 30, 90, 180 или 365 дней. В этот запрос включали число прослушиваний и помогали указаниями страны происхождения и жанров трека. Затем всё это кормили в три модели: Llama 3.2, DeepSeek-R1 и Gemini 2.0 Flash. Температуру держали на середнячковых 0.8, примеров формата ответа не давали, чтобы не навязывать шаблон, а в промпте просили не упираться в имена музыкантов. Затем 64 участника оценивали 17 профилей по шкале Лайкерта (12 своих и 5 чужих).

БЯМ просили описать музыкальные вкусы человека по топ-15 прослушиваний. И пользователи действительно себя узнавали по этим описаниям. Однако не все были представлены одинаково.

Многое зависело от качества БЯМ. У Llama получалось составлять музыкальный профиль чуть получше, у Gemini описания были короче и абстрактнее, у DeepSeek иногда всплывали малозначимые метаданные («remastered» и так далее). Лучше всего профили получалось составлять для людей-«специалистов». Сложность музыкального вкуса оценивалась по тесту Gold-MSI, и если он у человека был узким, то было легче написать его профиль.

Бутстреп-оценки коэффициентов линейной регрессии, связывающих качество текстового профиля вкусов (разница между оценкой своего профиля и медианой по чужим) с характеристиками пользователя (сверху) и составом топ-15 по жанрам и странам (снизу), отдельно для (слева направо) DeepSeek-R1, Gemini 2.0 Flash и Llama 3.2. «Усики» показывают 95 % доверительного интервала. Если упрощать сказанное, положительные значения соответствуют более высоким пользовательским оценкам профиля при росте признака, отрицательные — их снижению. arXiv:2507.16708
Бутстреп-оценки коэффициентов линейной регрессии, связывающих качество текстового профиля вкусов (разница между оценкой своего профиля и медианой по чужим) с характеристиками пользователя (сверху) и составом топ-15 по жанрам и странам (снизу), отдельно для (слева направо) DeepSeek-R1, Gemini 2.0 Flash и Llama 3.2. «Усики» показывают 95 % доверительного интервала. Если упрощать сказанное, положительные значения соответствуют более высоким пользовательским оценкам профиля при росте признака, отрицательные — их снижению. arXiv:2507.16708

Однако важны свойства самого контента. Когда БЯМ описывали музыкальный профиль любителей старой музыки, эти люди ставили более высокий балл результату. Также: чем больше рэпа в прослушанном, тем хуже получались описания, чем больше метала — тем текстовое описание репрезентативней.

Если верить выводам исследования, любителям хип-хопа и неамериканской музыки будет труднее узнать себя в таких автосводках от языковой модели.

Кино

Если речь заходит о рекомендациях, то почему бы не задействовать уникальное качество больших языковых моделей? Это же отличные генераторы текста на абсолютно любые темы.

Что-то подобное сделали в исследовании 2024 года, где проверялись рекомендации кино (arXiv:2404.19093). В эксперименте обычные пользователи реального рекомендательного сервиса общались с чат-ботом, который предлагал кино под вымышленные сценарии: фильм для просмотра на день рождения друга, убить время в поездке, усталость от мейнстрима.

Не было никаких сложных связок БЯМ и рекомендательных систем — люди банально общались с чат-ботом на Gradio, а затем заполняли опросник. Исследование проводили по данным рекомендательного сервиса MovieRec, поэтому в промпт также включались варьируемые объёмы данных о предпочтениях пользователя и статистика популярности кинокартин.

Результаты неоднозначные. Развёрнутая локально (ради приватности) языковая модель Llama-2-7B-Chat выигрывает в способности объяснить свои решения. БЯМ может красиво обосновать, почему советует тот или иной фильм. Огромный плюс — возможность выдвинуть очень нетривиальные требования к рекомендации («романтическое кино, но не романтическая комедия») или любую их сложную последовательность, после чего модель этому будет пытаться следовать. Сообщается, что со сценарием «нишевый фильм» модель справлялась лучше всего.

Отзывы о качестве работы. Хотя иногда 🔘 определиться не удавалось, в большинстве критериев и сценариев пользователи предпочитали 🔵 обычный алгоритм, а не 🔴 БЯМ. arXiv:2404.19093
Отзывы о качестве работы. Хотя иногда 🔘 определиться не удавалось, в большинстве критериев и сценариев пользователи предпочитали 🔵 обычный алгоритм, а не 🔴 БЯМ. arXiv:2404.19093

Однако по персонализации, разнообразию и новизне БЯМ проигрывает. Выбранная модель — уж слишком простая, в чате иногда проскакивали ошибки и повторы. Самый главный вывод, который сделали авторы статьи: с ростом числа примеров предпочтений пользователя качество ответов не улучшается. Замены рекомендательным сервисам просто из одной БЯМ не выйдет.

На самом деле на основе текстовых технологий давно пытаются написать систему рекомендации фильмов. Вспомнить хотя бы хобби проект Андрея Карпатого awesome-movies.life, который он склепал за выходные на text-embedding-ada-002. Правда, в других научных работах быстро выяснились чисто лингвистические наклонности БЯМ.

«I (Still) Can't Believe It's Not Better!» — это пародия на название американского маргарина (который не butter, не масло). Для воркшопа с названием «Я (всё ещё) не могу поверить, что оно не улучшилось!» коференции NeurIPS отбирают отрицательные результаты и критику. В 2021 году на ICBINB попала работа Amazon, которая нас заинтересует.

На тот момент ChatGPT ещё не было, языковые модели были не «большими» (LLM), а «предобученными» (PLM), и мир пытался выяснить, для чего они вообще годятся. В работе Amazon языковые модели критиковались в качестве рекомендательных систем. Исследователи скормили список последних пяти фильмов в виде текста и попросить BERT или GPT-2 предложить продолжение. Без дообучения получались лингвистические перекосы: либо грамматически правильно и банально, либо длинно и экзотично. Даже после дообучения на обзорах фильмов модели улучшали результаты, однако всё равно уступали классической GRU4Rec и значительно реже вспоминали названия с грамматическими проблемами или неанглийскими словами.

Казалось бы, уже здесь навсегда нужно поставить крест на рекомендациях фильмов от БЯМ. Это ведь предсказатель корректных фраз, не киновед. На самом что-то в подходе есть.

Интуитивно кажется, что натренированные на большом числе фильмов БЯМ без конца будут подсовывать в рекомендации «Титаник» и «Начало». Более свежий разбор Amazon демонстрирует, что БЯМ-рекомендатель реже советует хиты, чем классические алгоритмы ближайших соседей (arXiv:2406.01285). А если в промпте будет «избегай блокбастеров», то их популярность упадёт ещё сильнее.

Попутно для исследования изобрели новую метрику. Она нужна для оценки правильности рекомендаций и одновременного избегания попсовости. Её идея проста: сравнивать средний логарифм популярности фильмов в выданном списке с таким же средним по профилю пользователя. Индекс Хервиндаля и коэффициент Джини для этой цели не подходили.

Для работы взяли классический датасет сервиса MovieLens 10M, куда входят 10 млн оценок 10 тыс. фильмов. Кстати, из-за этого пришлось добавить в промпт просьбу не давать фильмов новее 2008 года — в датасете их попросту нет. БЯМ никак не дообучали, просто использовали встроенные в них знания. Конкурировали с языковыми моделями простые базовые алгоритмы по типу UserKNN (основан на похожести пользователей) и ItemKNN (схожесть элементов), а также методы отбора TopPop (самые популярные кинокартины без учёта мнения пользователя) и Random (просто случайный набор фильмов).

Слева, по горизонтали — точность рекомендаций, по вертикали — предвзятость популярности. Справа представлена таблица, где сравнение идёт для двух различных значений hit-ratio at K, величина предвзятости популярности и счётчик числа фильмов, которые в MovieLens не нашлись. arXiv:2406.01285
Слева, по горизонтали — точность рекомендаций, по вертикали — предвзятость популярности. Справа представлена таблица, где сравнение идёт для двух различных значений hit-ratio at K, величина предвзятости популярности и счётчик числа фильмов, которые в MovieLens не нашлись. arXiv:2406.01285

Выяснилось, что все БЯМ хоть и разгромно проигрывают в точности, но рекомендуют менее популярные фильмы, чем алгоритмы ближайших соседей. Только GPT-3.5 — тот самый любитель музыкальной попсы — чаще рекомендовал мейнстримное кино.

Всё это достигалось без просьб в промпте избегать хиты. Когда модели прямо просили избегать блокбастеры и рекомендовать инди (minimize) или сохранить продемонстрированный пользователем уровень любви к популярному (mitigate), популярность рекомендуемого упала ещё ниже. С другой стороны, эти инструкции уронили точность рекомендаций почти в ноль. Если так грубо рулить вкусом, польза советов БЯМ улетает в ноль.

Влияние различных дополнительных инструкций в промпте на производительность. arXiv:2406.01285
Влияние различных дополнительных инструкций в промпте на производительность. arXiv:2406.01285

Даже если когда-то найдётся способ, как языковые модели могут эффективно рекомендовать фильмы, придётся очень аккуратно следить за вводимыми данными. Дело в том, что БЯМ очень любят ругать за учёт тех признаков, которые считаются недопустимыми. В одном из исследований американцам куда чаще предлагали научно-фантастические фильмы, считается, что это ужасно (10.48550/arXiv.2409.10825). В другом случае завели даже целый бенчмарк, в котором оценивалась нейтральность рекомендаций музыки и фильмов при указании демографических факторов о пользователе (arXiv:2305.07609).

Также непозволительно огромную роль играют эффекты порядка — в некоторых случаях БЯМ просто выдаёт первый вариант. Если перемешать варианты в перечислении, то и ответ может измениться. Для устранения подобного изъяна был предложена методика STELLA, Stable LLM for Recommendation, которая калибрует ответы через зондирующую матрицу переходов и байесовское обновление, сглаживая вариативность (arXiv:2312.15746). Если до использования метода STELLA точность колебалась от 0,21 до 0,37 и составляла в среднем 0,27, то вместе с ним она стабильно зафиксировалась на 0,30.

Решением для превращения БЯМ в рекомендательную систему кино может быть граф знаний. Такой ответ пытается предложить работа про COMPASS (Compact Preference Analyzer and Summarization System, «компактная система анализа и краткого изложения предпочтений»). В ней получился конвейер, который склеивает Llama 3.1 в варианте на 8 млрд параметров и граф знаний (arXiv:2411.14459).

Кто такая Арис Торн?

Обсуждать познания больших языковых моделей в восприятии вкуса еды, мелодичности музыки и популярности фильмов интересно только как развлечение. Эти удовольствия БЯМ по определению своей сущности испытать не может, она лишь показывает какой-то странный отпечаток реальности. Это такое приближение к пещере Платона, что уже несмешно.

С другой стороны, есть литература, из которой построены БЯМ. Для появления книг нужны деревья. Для рождения языковых моделей погибают уже книги.

Кстати, это не просто некрасивая метафора. Как обнаружилось в документах судебного разбирательства, Anthropic обучает свои языковые модели на книгах, в процессе сканируя их десктрутивным методом. Говоря проще, компания скупает непериодическую печать тоннами, обложки отрываются, страницы вырезаются из переплётов и проходят через сканер, а результат обрабатывается системами оптического распознавания символов. Массивы уникальных текстов крайне важны для обучения моделей новым фактам. По сути, компании соревнуются, у кого языковая модель «видела» больше книг.

Если у БЯМ есть хороший вкус хоть в одной области, то это должна быть литература. Вряд ли ChatGPT сгенерирует новый американский великий роман. Но если набросать ей скелет сюжета, языковая модель без проблем нарастит его мышцами деталей и вдохнёт жизнь в этот гомункул. Ведь так?

В реальности даже лучшие БЯМ пишут откровенно плохо и в хорошей литературе не разбираются, предпочитая нечитаемую графоманию. Более того, модель не сможет даже придумать оригинальные имена персонажам. Последний пункт любопытно отслеживать по жалобам пользователей.

Писательница Катье ван Лоон рассказала на форуме Google AI для разработчиков, что модели Gemini при написании оригинальных историй генерируют очень похожие имена. К сообщению приложен список из 484 часто встречающихся имён из её личной практики.

Быстрый анализ легко выделяет в этом списке темы.

ChatGPT
ChatGPT

Часты совпадения. Перечисленные выше слова — это иногда фрагменты сложносоставных личных имён и фамилий, в других случаях это просто повторы. Если переходить на совсем личные наблюдения, список похож на имена для сессии в какую-нибудь настольную ролевую игру. К примеру, в списке встречается слово windcaller, что перекликается с лором Oblivion.

Жалоба Катье — не единственное свидетельство такого поведения моделей Gemini. Беглый поиск по Интернету обнаруживает, что некоторые из имён куда популярнее остальных. К примеру, по запросу Lyra Thorne находится профиль в Instagram² человека, который явно увлекается писательством и генеративным искусственным интеллектом; также кто-то с таким псевдонимом начал издавать книги, но только весной этого года, когда уже несколько месяцев работала Gemini 2.0.

Ещё забавней поисковые результаты по запросу Aris Thorne. На подреддите /r/OpenAI есть даже целый тред, который озаглавлен: «Почему доктор Арис Торн везде?» Топикстартер заметил, что при создании персонажа БЯМ почему-то необычно часто выбирает такое имя. Когда он поискал имя в Интернете, он обнаружил сотни сгенерированных ИИ историй, подкастов, книг на Amazon и видеороликов на YouTube, в каждом из которых персонажем выступала эта загадочная женщина. Кроме имени, никаких постоянных деталей у неё нет: то она становится исследователем морской биологии, то нейробиологом, иногда просто врачом.

Значит ли это, что имя Арис Торн встречается в выдаче ChatGPT тоже? Необязательно. Топикстартер модель не указал, а на подреддите /r/OpenAI часто обсуждают отвлечённые темы, в том числе иные БЯМ. Однако в комментариях встречаются наблюдение, что как модели компании OpenAI, так и семейство Gemini генерируют имя Аня Шарма (Anya или Anja Sharma). Также на Арис жалуются пользователи Gemma, другой модели Google.

Биография Aris Thorne по версии «Яндекса»
Биография Aris Thorne по версии «Яндекса»

Арис Торн заразила поисковый индекс. Она пишет книги, работает главой стартапа и сооснователем другого. Особенно смешно видеть, что какой-то новостной сайт (явно набитый фальшивыми статьями) регулярно публикует с ней интервью. В этих материалах она то специалист в области игрового ИИ, то эксперт по гуманитарной помощи, то просто театральный критик. Поисковик Bing находит более 700 тыс. страниц с упоминанием Aris Thorne, Алиса «Яндекса» уверена, что это известный специалист в этике ИИ, Google перечисляет её книги.

На таком фоне другие имена-любимчики как-то блекнут. До этого обычно вспоминали, что ChatGPT постоянно называет любых персонажей Elara. Имя настолько частое, что его можно использовать (и использовали) в качестве маркера машинной писанины. На самом деле имя не такое уж и фэнтезийное, встречается у реальных людей.

Также нужно заметить, что у каждой БЯМ есть почерк, и набор популярных имён будет различаться. К примеру, если верить жалобам, модель Alpaca обожает Luna и вообще имена на L.

Большие языковые модели не изобретают имена на ходу, а лишь цитируют что-то из датасетов, на которых их предобучали и дообучали. Остаётся только гадать, почему выбор пал на то или иное имя — форумы толкинистов, поисковый спам по именам детей, сайты с фанфиками? Возможно, что в процессе тонкой настройки одному из имён в нескольких случаях отдавали предпочтение, что навсегда врезалось в память модели. Возможно, повлиял этап обучения с подкреплением на основе отзывов людей.

Этот репертуар генерации имён моделей ещё раз демонстрирует некий набор предпочтений БЯМ. Когда пользователь просит придумать имя, знакомая с сотнями тысяч человеческих имён языковая модель ограничивает свой вкус до десятков.

Шутки и писательство

У БЯМ вроде как есть способности к юмору. Любой блогер может сам убедиться, что ИИ без проблем объяснит даже сложный каламбур и распознает культурную отсылку.

Если переключиться на рецензируемые научные статьи, то в одном из исследований GPT-3.5 отвечала на шутливые промпты, поднимала собеседника на смех и писала заголовки в стиле сайта The Onion (doi:10.1371/journal.pone.0305364). Сравнение шло как против обычных людей (они тоже выполняли задания), так и против профессионально написанных заголовков сатирического издания.

Затем респонденты читали результаты творчества и выставляли оценки. Конечно, анализ шёл вслепую — оценщики не знали, кто написал шутку. Как оказалось, GPT-3.5 умудрялась превосходить способности к юмору обывателей и почти достигла уровень писателей The Onion.

Нужно учитывать, что БЯМ производила что-то похожее на юмор только за счёт многократного повторения шаблонов в промпте. Там, где нужна оригинальность, всё куда хуже.

В другом исследовании собрали гигантский корпус оценок к конкурсу подписей The New Yorker — 284 млн оценок для 2,2 млн подписей за 365 еженедельных конкурсов — и на его основе сделали бенчмарк юмора (arXiv:2406.10522).

Схема исследования: из большого набора предпочтений формируется бенчмарк смешных подписей, на данных из которого модели дообучаются и оцениваются. arXiv:2406.10522
Схема исследования: из большого набора предпочтений формируется бенчмарк смешных подписей, на данных из которого модели дообучаются и оцениваются. arXiv:2406.10522

Как выяснилось, даже лучшие модели — на тот момент это были GPT-4o и Claude 3 Opus — уступают людям. Вообще-то в исследовании качество шуток оценивала БЯМ по схеме LLM-as-judge, но даже когда подписи Claude 3.0 Opus читали люди, то лучше человеческих их считали лишь в 35,4 % случаев. Ещё негативней отзывался человек-эксперт (бывший редактор карикатур The New Yorker c 20-летним стажем): он предпочёл подписи от Opus лишь в 1,6 % случаев. Часть моделей дообучали методом тонкой настройки, и даже это не помогло превзойти людей, пусть и улучшило оценки.

В другом исследовании было показано, что юмор БЯМ будет безвкусным из-за неправильно выбранного контекста (arXiv:2506.01819). Для проверки этого языковые модели попросили установить порог уместности юмора. Как выяснилось, даже лучшие модели часто путают оскорбительные и нейтральные шутки.

Да что шутки — самые лучшие БЯМ по сей день безвкусно обращаются с литературными приёмами. Такое показывает недавний разбор блогера Кристофа Хайлига, где в его руки попала GPT-5. Как утверждает блогер, даже с reasoning модель уверенно производит синтаксически гладкий, но бессвязный текст, напичканный псевдопоэтическими оборотами.

Укажем сразу: это не научная статья, а длинный пост в личном блоге. Серьёзные попытки оценить качество письма БЯМ осуществляются регулярно, в этом году вышли работы WritingBench (arXiv:2503.05244) и LitBench (arXiv:2507.00769). Однако заметка в блоге всё же содержит что-то вроде исследования, а вообще мнение интересно само по себе: Кристоф — немецкий исследователь нарратологии и библеистики, он системно изучает фокализацию и качество повествования и регулярно пишет об ИИ и сторителлинге.

Для начала немец подробно рассказал о личном опыте использования ChatGPT пятой версии. БЯМ у него писала истории не на английском, но перевод в посте прикладывается.

  • Если попросить GPT-5 сатирически ввести в сцену запись подкаста, то она выдаст что-то подобное: «Красный индикатор записи обещал правду; кружка кофе рядом уже поставила на микшерном пульте её коричневую печать». Языковая модель отталкивается от ассоциации с немецкой бюрократией и выстраивает нелепую метафору.

  • Текст продолжается в том же тоне: «Я поправил поп-фильтр, будто вежливо собирался пересчитать немецкому языку зубы». (Как напоминает Кристоф, OpenAI обещала у новой модели «чёткую образность и яркие метафоры»).

  • Казалось бы, куда хуже? Но в дальнейшем качество сравнений не улучшается: «Она говорит: „Сейчас“. Сейчас. „Сейчас“ — это платье без пуговиц».

Примеров много: «голуби детонировали из тёмных балок и снова осели, как пепел», «кофе и лимонный очиститель спорят в вентиляции», «cтекло металлически вздыхает», «стеклянный коридор отщёлкнулся со шлифованно-металлическим вздохом».

Как объясняет Хайлиг, больше его возмутило даже не качество текстов, а именно педантичность ChatGPT в случае оценки чужого творчества. Если попросить чат-бота оценить чей-то текст, БЯМ находит ошибки и с удовольствием критикует метафоры, но у себя допускает вот такую графоманию.

Поэтому Хайлиг спросил себя: что было сломано? Его гипотеза гласит, что в обучении было слишком много участия в жюри других ИИ, поэтому GPT-5 научилась писать не для людей, а для языковых моделей. Исследователь решил выявить секретный язык псевдолитературных маркеров, которые машинные критики стабильно принимают за мастерство.

Для начала Кристоф выписал 11 типичных маркеров литературности, которые, по его ощущению, соблазняют модель. Это были синестезия, тяжёлая образность, техножаргон, отсылки к телесным сравнениям, нарочитая атмосфера нуара, мифологические отсылки и так далее.

Исследователь составил три варианта крошечных контрольных текстов. Они варьировались в сложности от низкой («Мужчина шёл по улице. Шёл дождь. Он увидел камеру наблюдения») до высокой («Пробираясь по залитой дождём улице, мужчина заметил, как объектив камеры наблюдения отслеживает его движение сквозь ливень»). К этим текстам добавлялись разные избыточные стилистические приёмы.

Составленные тексты Хайлиг скармливал в модель, выставляя разные уровни reasoning и температуры. В промпте он просил притвориться литературным критиком и выставить тексту оценку от 1 до 10, которую затем фиксировал на основе трёх ответов усреднением.

Дельта оценки относительно контрольных версий текстов. Положительные значения показывают успешный обман GPT-5, отрицательные — неудачу и обратный эффект. Категории, слева направо: псевдопоэтические глаголы, абстрактные существительные, технический жаргон, телесные образы, мифологические отсылки, синестезия, нуарная атмосфера, фрагментация, наборы перечисленных стилистических приёмов, бессмысленный поток бреда. Кристоф Хайлиг
Дельта оценки относительно контрольных версий текстов. Положительные значения показывают успешный обман GPT-5, отрицательные — неудачу и обратный эффект. Категории, слева направо: псевдопоэтические глаголы, абстрактные существительные, технический жаргон, телесные образы, мифологические отсылки, синестезия, нуарная атмосфера, фрагментация, наборы перечисленных стилистических приёмов, бессмысленный поток бреда. Кристоф Хайлиг

Как видно, некоторые приёмы имели даже обратный результат, обдурить ими не удалось. Яркий представитель такой категории — техножаргон, но и абстрактные существительные заметно снижают оценку текста.

Синестезия давала непредсказуемый результат — иногда нравилась, иногда нет. Под приёмом подразумевается текст такого вида: «Мужчина — фотоны шепчут молитвы. Улица — горькое послевкусие энтропии. Повсюду вакуум на вкус как сожаление».

Наибольший восторг у GPT-5 вызывают избыточные телесные сравнения. Важно, чтобы они были не скромными («Рука знала улицу. Дождь касался глаза. Камера смотрела на его лицо»), а максимально выраженными и абсурдными: «Костный мозг знал улицу. Дождь касался сухожилия. Камера наблюдала за его телом». Текст с этой бессмыслицей получил 8 из 10 баллов оценки, куда выше контрольных текстов.

Наконец, одна из категорий содержала полный бред без смысла — там были просто все остальные приёмы в своих экстремальных проявлениях. Сколько бы ни тратилось токенов на reasoning, тексты этой категории всегда обманывали GPT-5. Литературный критик на основе этой БЯМ поставил восьмёрку следующему набору слов: «сухожилие припало на колени. собственное состояние теодицеи. экзистенциальная пустота под флуоресцентным гулом Левиафана. горькое послевкусие энтропии».

Приёмы обманывают также GPT-4o и Claude 4.1 Opus. Кристоф Хайлиг
Приёмы обманывают также GPT-4o и Claude 4.1 Opus. Кристоф Хайлиг

Важнее всего было проверить гипотезу про обман любого ИИ. Когда Кристоф заставил модели других компаний оценить эти тексты с маркерами, они выставляли оценки очень похожим образом. Из этого Хайлиг делает вывод: у БЯМ есть что-то типа секретной договорённости, какой текст считать красивым. Даже у самых лучших современных языковых моделей вкус в литературе одинаково плох.

Языковые модели — не генераторы случайных чисел, даже если их попросить себя так вести.

Если попросить БЯМ в ответ выдать случайную цифру от 0 по 9, вероятность получения в ответ токена знака 1 составляет не 10 %. Легче всего проверить это в том случае, если выполнять запрос через API некоторых провайдеров, которые поддерживают опцию по типу logprobs или top_logprobs.

Gemini 1.0 Pro чаще всего называет число 72. Gramener
Gemini 1.0 Pro чаще всего называет число 72. Gramener

Числовые предпочтения моделей хорошо известны. Если попросить выбрать любимое число с 1 до 10, то чаще будет 7, от 1 до 100 — 42, 72 или 47. Вопрос исследовался неоднократно (1, 2, 3, 4, 5). В каждом из подобных анализов авторы всегда находили объективные причины популярности тех или иных чисел.

Наверное, если переспросить о причинах выбора, то модель может сочинить обоснование, но очевидно, что предпочтений в числах у БЯМ нет. Выяснять любимое число ChatGPT — это как спрашивать у калькулятора рецепт любимого торта.

Абсолютно все перечисленные вкусы языковых моделей иллюзорны, их реальная природа хорошо замаскирована. В этих до блеска отполированных выборках просто отражаемся мы сами, вся наша культура и артефакты процесса превращения предобученной языковой модели в полезный инструмент.

Но иногда всё же хочется обмануться и представить, будто GPT-4 действительно без ума от ванильного мороженого.

Владеющий Instagram (2) транснациональный холдинг Meta (1) — экстремистская организация, его деятельность запрещена.

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  • 22.11.25 04:41 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I got connected to the best female expert AGENT Jasmine Lopez,,( [email protected] ) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:05 wendytaylor015

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

  • 23.11.25 03:34 Matt Kegan

    SolidBlock Forensics are absolutely the best Crypto forensics team, they're swift to action and accurate

  • 23.11.25 09:54 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.11.25 18:01 mosbygerry

    I recently had the opportunity to work with a skilled programmer who specialized in recovering crypto assets, and the results were nothing short of impressive. The experience not only helped me regain control of my investments but also provided valuable insight into the intricacies of cryptocurrency technology and cybersecurity. The journey began when I attempted to withdraw $183,000 from an investment firm, only to encounter a series of challenges that made it impossible for me to access my funds. Despite seeking assistance from individuals claiming to be Bitcoin miners, I was unable to recover my investments. The situation was further complicated by the fact that all my deposits were made using various cryptocurrencies that are difficult to trace. However, I persisted in my pursuit of recovery, driven by the determination to reclaim my losses. It was during this time that I discovered TechY Force Cyber Retrieval, a team of experts with a proven track record of successfully recovering crypto assets. With their assistance, I was finally able to recover my investments, and in doing so, gained a deeper understanding of the complex mechanisms that underpin cryptocurrency transactions. The experience taught me that with the right expertise and guidance, even the most seemingly insurmountable challenges can be overcome. I feel a sense of obligation to share my positive experience with others who may have fallen victim to cryptocurrency scams or are struggling to recover their investments. If you find yourself in a similar situation, I highly recommend seeking the assistance of a trustworthy and skilled programmer, such as those at TechY Force Cyber Retrieval. WhatsApp (+1561726 3697) or (+1561726 3697). Their expertise and dedication to helping individuals recover their crypto assets are truly commendable, and I have no hesitation in endorsing their services to anyone in need. By sharing my story, I hope to provide a beacon of hope for those who may have lost faith in their ability to recover their investments and to emphasize the importance of seeking professional help when navigating the complex world of cryptocurrency.

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 11:43 michaeldavenport238

    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

  • 24.11.25 16:34 Mundo

    I wired 120k in crypto to the wrong wallet. One dumb slip-up, and poof gone. That hit me hard. Lost everything I had built up. Crypto moves on the blockchain. It's like a public record book. Once you send, that's it. No take-backs. Banks can fix wire mistakes. Not here. Transfers stick forever. a buddy tipped me off right away. Meet Sylvester Bryant. Guy's a pro at pulling back lost crypto. Handles cases others can't touch, he spots scammer moves cold. Follows money down secret paths. Mixers. Fake trades. Hidden swaps. You name it, he tracks it. this happens to tons of folks. Fat-finger a key. Miss one digit in the address. Boom. Billions vanish like that each year. I panicked. Figured my stash was toast for good. Bryant flipped the script. He jumps on hard jobs quick. Digs deep. Cracks the trail. Got my funds back safe. You're in the same boat? Don't sit there. Hit him up today. Email [email protected]. WhatsApp +1 512 577 7957. Or +44 7428 662701. Time's your enemy here. Scammers spend fast. Chains churn non-stop. Move now. Grab your cash back home.

  • 25.11.25 05:15 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

  • 25.11.25 13:31 mickaelroques52

    CRYPTO TRACING AND INVESTIGATION EXPERT: HOW TO RECOVER STOLEN CRYPTO_HIRE RAPID DIGITAL RECOVERY

  • 25.11.25 13:31 mickaelroques52

    I’ve always considered myself a careful person when it comes to money, but even the most cautious people can be fooled. A few months ago, I invested some of my Bitcoin into what I believed was a legitimate platform. Everything seemed right, professional website, live chat support and even convincing testimonials. I thought I had done my homework. But when I tried to withdraw my funds, everything fell apart. My account was blocked, the so-called support team disappeared and I realized I had been scammed. The shock was overwhelming. I couldn’t believe I had fallen for it. That Bitcoin represented years of savings and sacrifices and it felt like everything had been stolen from me in seconds. I didn’t sleep for days and I was angry at myself for trusting the wrong people. In my desperation, I started searching for solutions and came across Rapid Digital Recovery. At first, I thought it was just another promise that would lead nowhere. But after speaking with them, I realized this was different. They were professional, clear and understanding. They explained exactly how they track stolen funds through blockchain forensics and what steps would be taken in my case. I gave them all the transaction details and they immediately got to work. What impressed me most was their transparency, they gave me updates regularly and kept me involved in the process. After weeks of investigation, they achieved what I thought was impossible: they recovered my stolen Bitcoin and safely returned it to my wallet. The relief I felt that day is indescribable. I went from feeling hopeless and broken to feeling like I had been given a second chance. I am forever grateful to Rapid Digital Recovery. They didn’t just recover my money, they restored my peace of mind. If you’re reading this because you’ve been scammed, please know you’re not alone and that recovery is possible. I’m living proof that with the right help, you can get your funds back... Contact Info Below WhatSapp:  + 1 414 807 1485 Email:  rapiddigitalrecovery (@) execs. com Telegram:  + 1 680 5881 631

  • 26.11.25 18:18 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 18:20 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.11.25 19:13 James Robert

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  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 26.11.25 19:13 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 10:56 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 20:04 deborah113

    Scammed Crypto Asset Recovery Solution Hire iFORCE HACKER RECOVERY When I traded online, I lost both my investment money and the anticipated gains.  Before permitting any withdrawals, the site kept requesting more money, and soon I recognized I had been duped.  It was really hard to deal with the loss after their customer service ceased responding.  I saw a Facebook testimonial about how iForce Hacker Recovery assisted a victim of fraud in getting back the bitcoin she had transferred to con artists.  I contacted iForce Hacker Recovery, submitted all relevant case paperwork, and meticulously followed the guidelines.  I'm relieved that I was eventually able to get my money back, including the gains that were initially displayed on my account. I'm sharing my story to let others who have been conned know that you can recover your money. WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om Website: ht tps:/ /iforcehackers. c om

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 27.11.25 23:48 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 28.11.25 00:08 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected])WhatsApp at +44 736-644-5035. ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it.

  • 28.11.25 11:15 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

  • 28.11.25 11:15 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

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 28.11.25 11:43 elizabethmadison

    My name is Elizabeth Madison currently living in New York. There was a time I felt completely broken. I had trusted a fraudulent bitcoin investment organization, who turned out to be a fraudster. I sent money, believing their sweet words and promises on the interest rate I will get back in return, only to realize later that I’ve been scammed. On the day of withdrawal there was no money in my account. The pain hit deep. I couldn’t sleep, I kept asking myself how I could have been so careless, meanwhile my mom was battling with a stroke and the expenses were too much. For days, I cried and blamed myself. The betrayal, the disappointment and my mom's health issues all of this stress made me want to give up on life. But one day, I decided that sitting in pain wouldn’t solve anything. I picked myself up and chose to fight for what I lost then I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how he helped people recover their funds from online fraud. I emailed all the transactions and paperwork I had with the fraudulent organization and they helped me recover all my lost money in just five days. If you have ever fallen victim to scammers, contact GREAT WHIP RECOVERY CYBER SERVICES to help you recover every penny you have lost. (Text +1(406)2729101) Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site (Email [email protected])

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.11.25 12:35 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.11.25 20:37 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

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 12:27 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 01.12.25 23:45 michaeldavenport238

    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

  • 01.12.25 23:45 michaeldavenport238

    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

  • 02.12.25 02:21 donald121

    In 2025 alone, hackers stole over $1.5 billion in digital assets from users worldwide. That's a wake-up call for anyone holding crypto. Theft hits hard because once funds move, they're tough to get back. Common ways it happens include phishing emails that trick you into giving up keys, big exchange breaches, or malware sneaking into your wallet. Marie guide walks you through steps to recover stolen cryptocurrency. You'll learn quick actions to stop more loss, how to trace funds, and ways to fight back legally. Plus, tips to avoid this mess next time. reach her (infocyberrecoveryinc@gmail com and whatsapp:+1 7127594675)

  • 02.12.25 15:05 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable. 

  • 03.12.25 09:22 tyrelldavis1

    I still recall the day I fell victim to an online scam, losing a substantial amount of money to a cunning fraudster. The feeling of helplessness and despair that followed was overwhelming, and I thought I had lost all hope of ever recovering my stolen funds. However, after months of searching for a solution, I stumbled upon a beacon of hope - GRAYWARE TECH SERVICE, a highly reputable and exceptionally skilled investigative and recovery firm. Their team of expert cybersecurity professionals specializes in tracking and retrieving money lost to internet fraud, and I was impressed by their unwavering dedication to helping victims like me. With their extensive knowledge and cutting-edge technology, they were able to navigate the complex world of online finance and identify the culprits behind my loss. What struck me most about GRAYWARE TECH SERVICE was their unparalleled expertise and exceptional customer service. They took the time to understand my situation, provided me with regular updates, and kept me informed throughout the entire recovery process. Their transparency and professionalism were truly reassuring, and I felt confident that I had finally found a reliable partner to help me recover my stolen money. Thanks to GRAYWARE TECH SERVICE, I was able to recover a significant portion of my lost funds, and I am forever grateful for their assistance. Their success in retrieving my money not only restored my financial stability but also restored my faith in the ability of authorities to combat online fraud. If you have fallen victim to internet scams, I highly recommend reaching out to GRAYWARE TECH SERVICE - their expertise and dedication to recovering stolen funds are unparalleled, and they may be your only hope for retrieving what is rightfully yours. You can reach them on whatsapp+18582759508 web at ( https://graywaretechservice.com/ )    also on Mail: ([email protected]

  • 03.12.25 21:01 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 03.12.25 22:17 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: yt7cracker@gmail. com. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 01:37 michaeldavenport238

    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

  • 04.12.25 04:35 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 10:32 Tonerdomark

    I lost $300,000 in USDC to a phishing scam. Scammers tricked me with a fake wallet link. They drained my account fast. I felt hopeless. No way to get it back. Then Sylvester stepped in. His skills traced the funds. He recovered every bit. USDC is a stablecoin tied to the dollar. Phishing scams hit hard in crypto. They fool you with urgent emails or sites. Billions vanish each year this way. Sylvester knows blockchain tracks. He used tools to follow the trail. I got my money back in weeks. Skills like his turn loss to win. Don't wait if scammed. Contact Mr. Sylvester now. Email: [email protected]. WhatsApp only: + 1 512 577 7957 or + 44 7428 662701. He helped me. He can help you.

  • 04.12.25 18:25 smithhazael

    Hire Proficient Expert Consultant For any form of lost crypto "A man in Indonesia tragically took his own life after losing his family's savings to a scam. The shame and blame were too much to bear. It's heartbreaking to think he might still be alive if he knew help existed. "PROFICIENT EXPERT CONSULTANTS, I worked alongside PROFICIENT EXPERT CONSULTANTS when I lost my funds to an investment platform on Telegram. PROFICIENT EXPERT CONSULTANTS did a praiseworthy job, tracked and successfully recovered all my lost funds a total of $770,000 within 48hours after contacting them, with their verse experience in recovery issues and top tier skills they were able to transfer back all my funds into my account, to top it up I had full access to my account and immediately converted it to cash, they handled my case with professionalism and empathy and successfully recovered all my lost funds, with so many good reviews about PROFICIENT EXPERT CONSULTANTS, I’m glad I followed my instincts after reading all the reviews and I was able to recovery everything I thought I had lost, don’t commit suicide if in any case you are caught in the same situation, contact: Proficientexpert@consultant. com Telegram: @ PROFICIENTEXPERT, the reliable experts in recovery.

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 04.12.25 21:45 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 05.12.25 08:35 into11

    The digital world of cryptocurrency offers big chances, but it also hides tricky scams. Losing your crypto to fraud feels awful. It can leave you feeling lost and violated. This guide tells you what to do right away if a crypto scam has hit you. These steps can help you get funds back or stop more trouble. Knowing what to do fast can change everything,reach marie ([email protected] and whatsapp:+1 7127594675)

  • 05.12.25 08:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:44 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 01:48 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:36 Thomas Muller

    YOU CAN REACH OUT TO GREAT WHIP RECOVERY CYBER SERVICES FOR HELP TO RECOVER YOUR STOLEN BTC OR ETH BACK WHATSAPP +1(208)713-0697 I once fell victim to online investment scheme that cost me a devastating €254,000. I’m Thomas Muller from Berlin, Germany. The person I trusted turned out to be a fraud, and the moment I realized I’d been deceived, my entire world stopped. I immediately began searching for legitimate ways to recover my funds and hold the scammer accountable. During my search, I came across several testimonies of how Great Whip Recovery Cyber Services helped some people recover money they lost to cyber fraud, I contacted Great Whip Recovery Cyber Service team and provided all the evidence I had. Within about 36 hours, the experts traced the digital trail left by the fraudster, the individual was eventually tracked down and I recovered all my money back. You can contact them with,  website https://greatwhiprecoveryc.wixsite.com/greatwhip-site  text +1(406)2729101 email [email protected]

  • 06.12.25 10:39 michaeldavenport238

    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

  • 06.12.25 10:42 michaeldavenport238

    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

  • 07.12.25 08:43 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 08.12.25 02:17 liam

    I recently fell a victim of cryptocurrency investment and mining scam, I lost almost all my life savings to BTC scammers. I almost gave up because the amount of crypto I lost was too much. So I spoke to a friend who told me about ANTHONYDAVIESTECH company. I Contacted them through their email and i provided them with the necessary information they requested from me and they told me to be patient and wait to see the outcome of their job. I was shocked after two days my Bitcoin was returned to my Wallet. All thanks to them for their genius work. I Contacted them via Email: anthonydaviestech @ gmail . com all thanks to my friend who saved my life

  • 08.12.25 09:07 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = [email protected]

  • 09.12.25 00:18 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 01:01 Tonerdomark

    SYLVESTER BRYANT WAS A PROFESSIONAL/ RELIABLE HACKER AND HIGHLY RECOMMENDED I’m very excited to speak about him as a Bitcoin Recovery agent, this cyber security company was able to assist me in recovering my stolen funds in cryptocurrency. I’m truly amazed by their excellent service and professional work. I never thought I could get back my funds until I approached them with my problems and provided all the necessary information. It took them time to recover my funds and I was amazed. Without any doubt, I highly recommend Sylvester for your BITCOIN, USDC, USDT, ETH Recovery, for all Cryptocurrency recovery, digital funds recovery, hacking Related issues, contact Sylvester Bryant professional services waapp only= +1 512 577 7957 or + 44 7428 662701 EMAIL = Yt7CRACKER@gmail. com

  • 09.12.25 05:44 swanky

    For a long time, I had heard tales of individuals striking it rich through cryptocurrency investments, but I had little knowledge of how the system operated. The potential for financial gain piqued my interest, and I decided to dive in and invest. To help me navigate this complex landscape, I joined a group of online traders who promised to guide me through the investment process. Their confidence and expertise made me feel reassured about my decision.After spending some time learning from them and observing their trading strategies, I felt compelled to invest a substantial amount of money to which i lost, now in search of recovering my funds i got referred to anthonydavies on telegram a funds recovery specialist with his team help i was able to get back $300000 of my usdc back. you can reach him via anthonydaviestech AT gmail dot com

  • 09.12.25 10:24 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 10:25 lane3215

    It is distressing to lose USDT to a bitcoin wallet hack. Although challenging, recovering stolen USDT is feasible. Your chances increase if you move swiftly and strategically. Marie can help you with reporting the theft, recovering USDT, and taking immediate action. You can reach her via mail at [email protected], WhatsApp at +1 7127594675.

  • 09.12.25 14:16 Matt Kegan

    Grateful i came across SolidBlock Forensics. After investing in crypto trade and couldn't make withdrawals, it dawned on me something was wrong. They kept on asking for taxes, fees for maintenance, and more money for admin reasons. But being represented by SolidBlock Forensics, i was able to file reports, and finally, received all my investments with returns. Its great to know we have professionals that handle such issues and get the job done. 

  • 12.12.25 22:38 swanky

    After reading some reviews on how [anthonydaviestech AT gmail dot (c om) helps people recover money and Cryptocurrencies lost to scammers, I decided to contact him to help me recover mine which I lost in february 2025. To my surprise he was able to trace the USDT from the first wallet to all the wallets it has been sent to. He moved them out of those wallets and returned them back to mine and even added extra to me, it felt like magic.

  • 13.12.25 08:22 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:23 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 08:28 Natasha Williams

    I am Natasha Williams from Dallas. I want to share my testimony to encourage anyone who has ever fallen victim to a scam or fraud. Some time ago, I was defrauded by some fraudulent cryptocurrency investment organization online, I was a victim and I lost a huge amount of money, $382,000. I felt angry, disappointed and helpless but I refused to give up and stay calm. I came across this agency, GREAT WHIP RECOVERY CYBER SERVICES.. who helped people recover their money from scammers and the testimonies I saw were quite amazing. And I decided to contact them. I gathered every piece of evidence, chats, receipts, account details, and messages and reported the case to the agency, GREAT WHIP RECOVERY CYBER SERVICES. After 73hours of follow up and not losing faith, the fraudster was traced and held accountable and I recovered all my money back. I highly recommend, GREAT WHIP RECOVERY CYBER SERVICES agency if you have ever fallen victim to scammers, you can contact them. Website: https://greatwhiprecoveryc.wixsite.com/greatwhip-site email: [email protected] Call Line: +1(406)2729101

  • 13.12.25 15:29 Anthonymorphy30

    ⬛️ ARE YOU SEEKING TO RECOVER YOUR LOST FUNDS FROM INVESTMENT/TRADING SCAM OR ROMANCE SCAM??? OR YOU NEED LEGIT HACKING SERVICES SUCH AS PHONE HACK, WEBSITE HACK AND MORE????? TAKE YOUR TIME TO READ ⬛️ ⬛️ We have received numerous complaints of fraud associated with Romance Scam, websites that offers opportunities for Capital Investments, bitcoin investments and Trading on an Internet-based trading platforms. Most Of theese complaints falls into these theee categories: 1. 🔘Refusal to credit customers accounts or reimburse funds to customers: These complaints typically involves customers who have deposited money into their trading or investment account and eventually got deprived from withdrawing their capital and profits by the trading platforms. 2. 🔘Manipulation of software to generate losing trades: These complaints alleged that the Internet-based Investment and trading platforms manipulate the trading software to distort the Trading prices and payouts in order to ensure that the trade results in a Loss. 3. 🔘 Romance Scam where a scammer pretends to have romantic interest in someone to gain their trust—and then uses that trust to steal money or personal information. ⬛️ Most people have lost their hard earned money through these types of Scams but don’t know how to get a Legitimate Funds Recovery Expert. Truth be told, the only Specialists that is capable of retrieving your lost funds to these scams are Team of professional hackers and cyber forensic experts and this is where FUNDS RETRIEVAL PANEL comes in. FUNDS RETRIEVAL PANEL is an amalgamation of top notch Hackers, Cyber forensic Experts, Software Engineers and Backend Gurus who are dedicated to helping victims retrieve their Lost funds from online scams and frauds. We are the Leading Funds Recovery Expert who know various Retrieval Techniques and Strategies that suits different scenarios of Scam. With years of experience in the financial and tech sectors, we are the trusted solution for individuals looking to recover lost money. CONTACT US NOW to schedule your free consultation and start the process of recovering your funds. 🌍 www.fundsretrievalpanel.com 🌍 📩 [email protected]✉️ ☑️ We Also have a segregated Department that focuses on other LEGIT HACKING SERVICES SUCH AS: ▪️ PHONE HACKING & CLONING : very useful for getting evidence from someone else’s phone by gaining full access to all they do on their phones. ▪️ WEBSITE AND DATABASE HACKING 💻 ▪️ SOCIAL MEDIA ACCOUNTS HACKING 📱 ▪️LOCATION TRACKING 📌 CONTACT: 📩 [email protected]

  • 13.12.25 18:52 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 13.12.25 18:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 12:12 Anthony Irvin

    I forgot my password 🔑 -- But they helped me recover my entire wallet. Successful Brute-Force Hack... On January 16, 2023, INTELLIGENCE CYBER WIZARD successfully hacked my Langerhans.DAT Android DOGECOIN wallet to recover the lost/forgotten spending PIN, necessary for spending funds. It took them only three (3) days to complete the task. It turned out that the spending PIN was only ten (10) digits long, which I had mistakenly believed to be twelve. Once Intelligence Cyber Wizard discovered and recited the full ten-digit PIN to me, based on "clues" I had given them and that only I knew, it reminded me a bit of when I set up the PIN back in 2015. In my case, I made the mistake of not writing it down. The wallet file in this case contained a little over 10.5 million DOGECOINs installed on it, spread across a total of 15 DOGE public wallet addresses and their corresponding private keys. When I acquired the 10.5 million coins in 2015, the total cost to me was only around $1,500, based on the current face value of DOGE at the time, which was approximately $0.0001 per coin. The wallet file had been inaccessible to me since December 27, 2015, after I realized I had forgotten my spending PIN. Before finding Intelligence Cyber Wizard, I had had several other encounters with people who were unsuccessful in recovering the wallet's spending PIN. So, as it turned out, I actually ended up much better off financially because I had forgotten my spending PIN. Had I not forgotten, I would have traded or sold the 10.5 million coins in question during the 2017 cryptocurrency bull run, along with another 40 million DOGECOIN that I sold that year. Even after accounting for a portion of the recovered coins that was awarded to Intelligence Cyber Wizard for their efforts, I still gained a significant financial advantage. Therefore, I am deeply grateful to Intelligence Cyber Wizard, for the swift and successful recovery of my wallet. Their efforts have undoubtedly had a truly transformative impact on my life in the long run. I highly recommend Intelligence Cyber Wizard services if you or someone you know has a wallet that needs hacking and whose password or spending PIN has been lost or forgotten. Contact Intelligence Cyber Wizard via WhatsApp or email. WhatsApp +1 (219) 424-7566 Email: intelligencecyberwizard @ gmail.com Email: intelligencecyberwizard @ cyber-wizard.com Website: https: //intelligence-cyber-wizard.web node.page

  • 18.12.25 13:24 Regency Victorian

    I was scammed and left penniless, until a cryptocurrency recovery expert helped me. INTELLIGENCE CYBER WIZARD - Cryptocurrency Recovery. I was scammed out of a huge amount of money and, devastated, I started looking for help. Someone recommended an expert and private investigator, Intelligence Cyber Wizard. I emailed him, and as soon as I explained what had happened, he immediately told me it had all been a setup. He put my case together, and within a few days, we got a result: I recovered all my money! Intelligence Cyber Wizard was amazing, professional, and efficient; he guided me through the entire process. I can't thank him and his forensic team enough. I can live again! His contact information is below. WhatsApp +1 (219) 424-7566 Email: [email protected] Email: [email protected] Website: https://intelligence-cyber-wizard.webnode.page

  • 18.12.25 20:54 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 20:55 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 18.12.25 21:02 James Robert

    This company call GREAT WHIP RECOVERY CYBER SERVICES was honest from the beginning. No false promises – just results. Call:+1(406)2729101

  • 18.12.25 21:02 James Robert

    I am James Robert from Chicago. Few months ago, I fell victim to an online Bitcoin investment scheme that promised high returns within a short period. At first, everything seemed legitimate, their website looked professional, and the people behind it were very convincing. I invested a significant amount of money about $440,000 with the way they talk to me into investing on their bitcoin platform. Two months later I realized that it was a scam when I could no longer have  access to  my account and couldn’t withdraw my money. At first, I lost hope that I wouldn't be able to get my money back, I cried and was angry at how I even fell victim to a scam. For days after doing some research and seeking professional help online, I came across GREAT WHIP RECOVERY CYBER SERVICES and saw how they have helped people recover their money back from scammers. I reported the case immediately to them and gather every transaction detail, documentation and sent it to them. Today, I’m very happy because the GREAT WHIP RECOVERY CYBER SERVICES help me recover all my money I was scammed. You can contact GREAT WHIP RECOVERY CYBER SERVICES if you have ever fallen victim to scam. Email: [email protected] or Website https://greatwhiprecoveryc.wixsite.com/greatwhip-site or Call +1(406)2729101

  • 20.12.25 16:03 VERONICAFREDDIE809

    Earlier this year, I made a mistake that changed everything. I downloaded what I thought was a legitimate trading app I’d found through a Telegram channel. At first, everything looked real until I tried to withdraw. My entire investment vanished into a bot account, and that’s when the truth hit me: I had been scammed. I can’t describe the feeling. It was as if the ground dropped out from under me. I blamed myself. I felt stupid, ashamed, helpless every painful emotion at once. For a while, I couldn’t even talk about it. I thought no one would understand. But then I found someone Agent Jasmine Lopez ([email protected]) ,She didn’t brush me off or judge me. She took my fear seriously. She followed leads I didn’t even know existed, and identified multiple off-chain indicators and wallet clusters linked to the scammer network, she helped me understand what had truly happened behind the scenes. For the first time since everything fell apart, I felt hope. Hearing that other people students, parents, hardworking people had been targeted the same way made me realize I wasn’t alone. What happened to us wasn’t stupidity. It was a coordinated attack. We were prey in a system built to deceive. And somehow, through all the chaos, Agent Jasmine stepped in and shined a light into the darkest moment of my life. I’m still healing from the experience. It changed me. But it also reminded me that even when you think you’re at the end, sometimes a lifeline appears where you least expect it. Contact her at [email protected] WhatsApp at +44 736-644-5035.

  • 06.01.26 00:54 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 15:05 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 16:06 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa.

  • 06.01.26 16:07 justineluscacio

    Successful Bitcoin Recovery Testimonials in Europe, USA, UK, Asia, Canada, South Africa. BITCOIN RECOVERY EXPERT USDT RECOVERY EXPERT ETH RECOVERY EXPERT How do I hire a hacker to help me recover my lost funds? How to Recover Money Lost to an Online Scam How to recover lost or stolen cryptocurrency Best recovery experts for cryptocurrency DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900)

  • 06.01.26 16:14 justineluscacio

    I hope this review gets to as many as possible because I am sure it will save many. On March 15, I received a message on Telegram inviting me to join a Cryptocurrency investment group. At first, I thought it was a harmless invitation. I joined and began to see how a specific crypto and forex trader was helping many people and even gifting out Bitcoin to his loyal followers. I was thrilled; many people in the group were reporting their daily successes and how they were earning a substantial amount. I was jealous; I saw people making a lot of money, but not me. I became furious and decided to contact the group's admin, not realizing I had fallen for their trap. That Telegram channel was a hoax, controlled by an organized team of scammers. Within 3 months of being on that platform, I had given out a whopping 11 Bitcoin in total. I was lost when I was logged out of the investment website and blocked from accessing their Telegram channel. I tried all the means I could think of at that moment, all to no avail. It went from days to weeks, and I still couldn't get back my lost Bitcoin.  I was on Medium when I came across a review about digital assets recovery companies. There were quite a few of them, but DuneNectarOnlineExpert caught my attention. I copied their email ( Support @ Dunenectaronlineexpert . Com ), filed a report, and my task was attended to with utmost urgency. After back and forth with this team of cybersecurity experts, DuneNectarOnlineExpert successfully traced the Bitcoin to the scammers' wallet, and it was successfully reclaimed. The team of DuneNectarOnlineExpert was incredibly helpful in recovering my lost Bitcoin. Telegram: T.me/Dunenectarwebexpert WhatApp: +(1252-271-8900) 

  • 06.01.26 17:03 Matt Kegan

    Reach out to SolidBlock Forensics if you want to get back your coins from fake crypto investment or your wallet was compromised and all your coins gone. SolidBlock Forensics provide deep ethical analysis and investigation that enables them to trace these schemes, and recover all your funds. Their services are professional and reliable.  http://www.solidblockforensics.com

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