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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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    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 18.08.25 21:10 Connorhelms

    I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org

  • 18.08.25 22:17 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

  • 18.08.25 22:17 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

  • 19.08.25 02:26 Jacksonbash

    You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].

  • 19.08.25 18:15 keith

    RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]

  • 19.08.25 18:54 patricialovick86

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

  • 19.08.25 18:54 patricialovick86

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

  • 19.08.25 18:54 patricialovick86

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

  • 20.08.25 12:01 Official

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  • 20.08.25 17:00 lisared

    Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.

  • 20.08.25 20:42 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 01:54 michaeldavenport218

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

  • 21.08.25 14:56 elainemurray

    E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.

  • 21.08.25 21:17 monte5757

    I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 22.08.25 08:00 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

  • 23.08.25 05:11 ramiroalcazar

    A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com

  • 24.08.25 01:05 samshaffer

    Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..

  • 24.08.25 06:32 amy

    I have lost all hope to recover my investment in pragmatic trade which I lost $125,000 in the process of investment. I'm here to say thank you to anthony davies for being a man of your word got my funds recovered back plus a bonus within a week of working with [email protected] I hope people make use of this opportunity as well and don't give up on getting your funds back. is also available on Telegram: @anthonydavies01

  • 24.08.25 17:13 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 17:13 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 17:13 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 18:39 nelly young

    Getting your USDC stolen feels like the ground has been pulled out from under you. It’s not just about the money you’ve been violated, and your security is at risk. And since crypto lives on the blockchain, there’s no bank to call and no quick refund. That’s why you need someone who knows exactly what to do. Agent Jasmine Lopez has helped countless victims trace stolen USDC and lock down their accounts before more damage happens. Time matters reach her today at [email protected] WhatsApp at +44 736-644-5035 and take the first step toward getting your funds and peace of mind back.

  • 24.08.25 23:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 23:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 24.08.25 23:56 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: Recoverycapital @fastservice. com Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.25 00:55 vallatjosette

    My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 25.08.25 05:14 samshaffer

    Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..

  • 26.08.25 10:14 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.08.25 10:14 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.08.25 10:14 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 26.08.25 23:59 floridaberna

    It began as an entirely ordinary afternoon when an unexpected message appeared in my Facebook inbox. The sender was a woman I had never encountered. She introduced herself with warmth and courtesy, explaining that her late husband had been deeply invested in Bitcoin before his sudden passing. According to her narrative, he had left behind a vast fortune in cryptocurrency. However, due to intricate international banking regulations and legal entanglements, she was unable to access the funds without external assistance. Her words carried an air of urgency yet also sincerity. She claimed she had come across my profile in a cryptocurrency discussion forum and believed I might be the right person to help. The obstacle she faced was a set of legal fees amounting to $25,000. Once those costs were paid, she assured me the Bitcoin would be unlocked and a generous portion would be mine in gratitude. Against my better instincts, I allowed myself to be persuaded. She provided what appeared to be legitimate documents and even screenshots of supposed legal correspondence. The level of detail made her story feel authentic. After several exchanges, I transferred the $25,000.Almost immediately, her demeanor shifted. Responses became sporadic and vague. Within days, communication ceased entirely. My optimism dissolved into dread as I recognized the truth. I had been deceived. Refusing to surrender, I searched for solutions and discovered TECHY FORCE CYBER RETRIEVAL, a firm specializing in tracing and reclaiming stolen cryptocurrency. Their team outlined a meticulous plan to track the blockchain trail, identify the sequence of wallets involved, and coordinate with local authorities to freeze the assets before they disappeared into the labyrinth of the crypto underworld. Time was critical. In the volatile realm of digital currency, stolen funds can be laundered through countless transactions within hours. Yet TECHY FORCE CYBER RETRIEVAL pursued each lead with relentless precision. They provided regular progress updates and explained how every crypto transaction leaves a digital footprint, no matter how deeply it is buried. Weeks later, the breakthrough came. The fraudulent account was located, the illicit funds were flagged, and to my immense relief, I recovered 100% of my stolen money. This left me with an invaluable lesson. The internet is full of opportunists who prey on trust and desperation. But should you ever fall victim, know that there are experts like TECHY FORCE CYBER RETRIEVAL who can help you reclaim what is rightfully yours.  MAil     support (@) techyforcecyberretrieval (.) com        WhatsApp   +1 561 726 369 7         Website    ht tp s : / / techy force cyber retrieval . com

  • 27.08.25 17:24 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

  • 27.08.25 17:24 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

  • 27.08.25 17:24 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

  • 27.08.25 20:27 maximeden68

    Top Crypto Bitcoin Wallet Recovery Services Contact iFORCE HACKER RECOVERY I wish to express my sincere gratitude to iForce Hacker Recovery for their exceptional service in recovering my lost bitcoin. Their expertise and professionalism were evident throughout the process, providing me with reassurance during a challenging time. The team's dedication to client satisfaction and their effective strategies were instrumental in resolving my issue. I highly recommend their services to anyone facing similar challenges. Thank you, iForce Hacker Recovery. Contact iForce Hacker Recovery: Email: iforcehk @ consultant. com WhatsApp: +1 (240) 803-3706 Website: iforcehackers. com/

  • 27.08.25 21:21 dbeverly

    One morning I received an email that looked like it came from my cryptocurrency exchange, OKX. The subject warned: Suspicious activity detected and urged me to log in via a link. The message seemed authentic — perfect logos, formatting, even the sender’s address. My pulse spiked and I clicked. The site that opened was indistinguishable from OKX’s homepage. Convinced it was real, I entered my username and password. Moments later, dread set in: my account was emptied. $12,500 in Bitcoin was gone. I called OKX, hoping for a reversal, but the representative explained transfers were irreversible. Desperate, I turned to GRAYWARE TECH SERVICE. From the first call, their professionalism was clear. They carefully examined my case, tracing the stolen Bitcoin across the blockchain. They identified the destination wallets and mapped every move the hackers made. Their regular updates turned fear into cautious optimism. Acting swiftly, GRAYWARE coordinated with exchanges along the path of the stolen funds, freezing assets before they could vanish. Their vigilance and expertise kept me informed and reassured. After two tense weeks, the breakthrough came: my full $12,500 was recovered and returned to my OKX account. What began as a nightmare became a success thanks to GRAYWARE TECH SERVICE’s relentless determination. They didn’t just recover my money — they restored my confidence in digital security. Contact: WhatsApp: +1 858 275 9508 Website: https://graywaretechservice.com Email: [email protected]

  • 28.08.25 10:08 wendytaylor015

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

  • 28.08.25 10:08 wendytaylor015

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

  • 28.08.25 10:08 wendytaylor015

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

  • 28.08.25 13:50 Maureensels

    STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m

  • 28.08.25 13:50 Maureensels

    STEPS TO RECOVERING MONEY FROM A CRYPTO INVESTMENT SCAM CONTACT WIZARD LARRY RECOVERY EXPERTS Are you trying to find a means to get your other cryptocurrency, including Bitcoin, back from scammers? Stop searching! Call or text +1 (616) - (292) - (4789) or send a mail to (WIZARDLARRY(@)MAIL. C OM) is the greatest Scammed Crypto Recovery Agency I've seen on Google Earth. I'm delighted I made the brave decision to get in touch with them. In a matter of hours, all of the cryptocurrency that I had stolen was returned to my Coin Base wallet. For assistance with their strategies, I will advise you all to get in touch with their customer service. You will thank me later. Website... Wizardlarryrecovery. com Email [email protected] o m

  • 28.08.25 16:31 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

  • 28.08.25 16:31 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

  • 28.08.25 19:17 leticiazavala

    Earlier this year, I found what looked like an unbeatable offer on first-class airline tickets through an online travel agency. They advertised heavily discounted fares for international travel for only 0.11 BTC, which was worth around 7300 USD at the time. The only condition was that payment had to be made in Bitcoin. The website looked professional, had convincing reviews, and even offered live chat support. After some hesitation, I decided to go ahead with the booking. Two days later, I received an email from the airline saying my reservation had been canceled. I went back to the agency’s website only to find it had disappeared. Their customer support was gone, and their social media accounts had vanished. That was when I realized I had been scammed. I thought my Bitcoin was lost for good. Unlike a credit card transaction, there was no way to reverse it. A friend recommended a company called Techy Force Cyber Retrieval that specializes in tracking and recovering stolen crypto. I reached out not expecting much. To my surprise, their team responded quickly. I sent them the transaction details, and they immediately began tracing the movement of the 0.11 BTC. They followed the funds through multiple wallets and discovered the Bitcoin had ended up at a large exchange known for cooperating in fraud investigations. Techy Force Cyber Retrieval worked fast. They submitted the evidence to the exchange and requested that the wallet be frozen. Over the next few weeks, they handled all communication and submitted the necessary documentation. Just under three weeks later, the exchange approved the release of my funds. I was stunned when I saw the 0.11 BTC back in my wallet. I had lost hope, but Techy Force Cyber Retrieval delivered. They were professional, honest, and transparent throughout the entire process. If you have been scammed in a crypto deal, do not assume the money is gone forever. With the right help, it is possible to trace and recover stolen assets. Techy Force Cyber Retrieval gave me a second chance, and I would not hesitate to recommend them to anyone who finds themselves in a similar situation. FOR SERVICE HELP Email: [email protected] [email protected] CALL +15617263697

  • 29.08.25 09:20 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.08.25 09:20 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 29.08.25 09:20 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.25 01:40 Moises Velez

    In a single transaction, my Coinbase wallet was destroyed. I was at a loss as to what to do and was unable to contact Coinbase support Teams. This transaction resulted in the complete depletion of my Ethereum and Bitcoin. I was not the individual in question, and I required assistance after losing approximately $821,000. I visited the police station to submit a report, but they were also unable to provide any assistance. A gentleman approached me at the stiction and presented me with a note that included an email address (recoveryhacker101[at]gmail[dot]com). He informed me that this recovery company could be of assistance. Upon contacting them and submitting all necessary documentation within 72 hours, I received a letter stating that she had successfully recovered all of my funds and identified the individuals responsible for the criminal activity. I would like to inform everyone that it is feasible to retrieve their funds provided that they correspond with the appropriate individual and adhere to the prescribed procedures.

  • 31.08.25 14:19 jack118

    In 2018, Marie assisted in the recovery of stolen bitcoin. The service was excellent. The coins were stolen by hackers, creating a nightmare. Marie was suggested by a friend. Contact her at [email protected] and @MARIE_CONSULTANCY on Telegram or WhatsApp at +1 7127594675. She was responsible for recovering Bitcoin. The trading goes on.

  • 31.08.25 23:14 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

  • 31.08.25 23:14 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

  • 31.08.25 23:14 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

  • 01.09.25 04:55 Maurice Cherry

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  • 01.09.25 11:06 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

  • 01.09.25 11:07 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

  • 01.09.25 16:41 Anitastar

    Wizard Hilton Cyber Tech's strategic approach to Bitcoin recovery represents a mutually beneficial collaboration that offers valuable advantages for all involved. At the core of this innovative partnership is a shared commitment to leveraging cutting-edge technology and expertise to tackle the increasingly complex challenges of cryptocurrency theft and loss. By combining Wizard Hilton's world-class cybersecurity capabilities with the deep industry insights and recovery methodologies of Cyber Tech, this alliance is poised to revolutionize the way individuals and organizations safeguard their digital assets. Through a meticulous, multi-layered process, the team meticulously analyzes each case, employing advanced forensic techniques to trace the flow of stolen funds and identify potential recovery avenues. This rigorous approach not only maximizes the chances of successful Bitcoin retrieval, but also provides invaluable intelligence to enhance future security measures and prevention strategies. Importantly, the collaboration is built on a foundation of trust, transparency, and a genuine concern for the well-being of clients, ensuring that the recovery process is handled with the utmost care and discretion. As the cryptocurrency landscape continues to evolve, this strategic alliance between Wizard Hilton Cyber Tech stands as a shining example of how industry leaders can come together to safeguard digital assets, protect victims of cybercrime, and pave the way for a more secure and resilient cryptocurrency ecosystem. Email : wizardhiltoncybertech ( @ ) gmail (. ) com     OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number  +18737715701 Thanks.

  • 01.09.25 17:03 WILLER GOODY

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  • 02.09.25 23:12 [email protected]

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  • 03.09.25 07:17 Fabian3

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  • 04.09.25 02:11 marcushenderson624

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  • 04.09.25 02:11 marcushenderson624

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  • 04.09.25 02:45 marcushenderson624

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  • 04.09.25 16:24 Melbourne

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  • 04.09.25 18:11 WILLER GOODY

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  • 05.09.25 08:14 Amostampari

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  • 05.09.25 15:39 micheal1219

    Losing USDT can be upsetting. This stablecoin usually stays close to the dollar's value. However, mistakes happen. Bugs in code, scams, or sending funds to the wrong place can cause losses. It might feel like the money is gone forever. But often, recovery is possible. Contact Marie at [email protected]. You can also reach her on Telegram at @marie_consultancy or WhatsApp at +17127594675.

  • 06.09.25 09:21 Young Felix

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  • 06.09.25 09:22 Young Felix

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  • 06.09.25 18:52 michaeldavenport218

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  • 06.09.25 18:52 michaeldavenport218

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  • 08.09.25 14:26 bajo171

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  • 08.09.25 18:04 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.09.25 18:04 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 08.09.25 19:21 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 02:34 wendytaylor015

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  • 02:34 wendytaylor015

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  • 02:34 wendytaylor015

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  • 11:48 Moises Velez

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  • 15:05 patricialovick86

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  • 15:05 patricialovick86

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

  • 15:05 patricialovick86

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

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