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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.

Источник

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  • 28.10.25 00:55 elizabethrush89

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

  • 29.10.25 03:43 Christopherbelle

    A sudden money crisis struck me. I dropped $82,000 to a phony crypto scam. All seemed fine until I went to pull out my gains. Then, i was unable to get back my hard earned money. I reported it to the police several times. No aid came my way. Deep sadness hit me; I felt crushed. That's when I learned about Sylvester Bryant Intelligence. They acted quick and fair from the start. They checked my case closely. They followed the path of my lost cash. They pushed strong for me at each turn. In shock, they brought my funds back. I had figured it could not happen. I thank them for their effort and honesty. Sylvester Bryant Intelligence gave me calm again. If a scam stole your crypto, reach out to them today. Contact Info: Yt7cracker@gmail . com WhatsApp: +1 512 577 7957 or +44 7428 662701.

  • 29.10.25 10:56 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

  • 29.10.25 10:56 wendytaylor015

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

  • 30.10.25 09:49 Christopherbelle

    I suffered a huge money blow when $80,000 slipped away in a bogus crypto plot. It all looked great at first. Then I went to pull out my gains, and poof—my account was gone. I kept telling the cops about it, but they did zip. I felt shattered and lost. That's when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed clear steps, sharp know-how, and real drive to fix it. They tracked my missing cash step by step and pushed hard till they got it back. I swear, I figured it was a lost cause. Their straight-up work and trust brought back my calm. If a scam stole your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 30.10.25 12:03 elizabethrush89

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

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 31.10.25 13:25 Lillian Lizzy

    THANKS TO THE SERVICES OF THE HACK ANGELS // FOR HELPING ME RECOVER MY USDT AND BTC I lost almost $698,000 in a bitcoin investment scam a few months ago. I was devastated and depressed, and I didn't know what to do. When I saw a favorable review of THE HACK ANGELS RECOVERY EXPERT. I decided to contact them and voice my concerns. God is so good that I am a living testament to the fact that there are still legitimate recovery hackers out there. I will confidently recommend THE HACK ANGELS RECOVERY EXPERT to everyone I meet. I will suggest them to anyone who falls victim to any kind of online scam by using the information below. web: https://thehackangels.com Mail Box; [email protected] WhatsApp; +1(520)-200,2320 If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK.

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 03:27 elizabethrush89

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

  • 01.11.25 15:47 kattygates

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  • 01.11.25 15:49 kattygates

    I met an individual on an international dating app, Bumpy. After talking for a few months, the individual encouraged me to start investing on crypto asset trading platform, btc01.org. I started trading and believed I was making profit until I tried to withdraw some of my money, I was asked to pay extra for tax which I did and they kept asking then I knew I have been scammed, I had to contact HACKWEST AT WRITEME DOT COM who then helped to recover the money, the total money I invest is $198,000 in bitcoin. The website is no longer operational. If anyone is in a similar issue, you can as well contact HACK WEST. They also fixed my credit report.

  • 02.11.25 10:55 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 10:56 Christopherbelle

    I suffered a crushing blow when $45,000 slipped away in a phony crypto scam. It all looked great at first. But when I went to pull out my gains, my account just vanished. I called the cops over and over. Still, no luck. I felt shattered and lost. That’s when I stumbled on Sylvester Bryant Intelligence. Things turned around fast. Right away, they showed real openness, sharp skills, and a drive to fix it. They tracked my missing money step by step. And they pushed hard until they got it back. I honestly didn’t believe it could happen. Their straight-up approach and solid work brought back my calm. If a scam took your crypto, reach out to them now. yt7cracker@gmail . com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 02.11.25 15:23 michaeldavenport238

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

  • 02.11.25 15:23 michaeldavenport238

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

  • 04.11.25 04:59 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. [email protected] | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 04.11.25 09:30 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

  • 04.11.25 09:30 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

  • 05.11.25 02:43 jordan_11

    I made a mistake of not researching about their their investment firm(Binary option), it had a lot of promises which made me fall for all their fake promises , after trying to get my withdrawal out from there, I started having a lot of difficulties. Then I contacted their customer support, they only replied a week after and strangely wanted me to make more deposits just to enable my withdrawal, so i started my research of how I could report this treacherous company to the necessary authorities and also maybe i could get back my investment, The only people that were willing to help me out was Treqora Intel, their customer support replied so fast and immediately directed me to their investigative team which took my up my case and started the tracing and reclaim process with swift, after a week i got an email from Treqora Intel stating that a partial amount had been reclaimed, I was so grateful about their help , then I was asked to decide if I wanted a Partial deposit or wanted all my investment reclaimed and sent to me at once, But I was so desperate at the time so I asked that my partial reclaimed ETH be sent to me first , So the deposit took about few minutes before i got it in my wallet and withdrew it. Then my remaining investment took 2 weeks to get back according to their customer support at Treqora Intel. Immediately They got it, I was contacted again Via email that my reclaimed had been fully reclaimed, so grateful till this day to Treqora Intel for taking their time to help me out with what could have been a very depressing moment to me. And yes no upfront payment until the reclaim has been completed and you've been paid fully. Email:support@treqora. com 📱 WhatsApp: ‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬ ‬‬ 🌐 Website: Treqora. com.

  • 05.11.25 02:44 jordan_11

    Crypto Recovery Services _Hire Treqora Intel

  • 05.11.25 02:48 jordan_11

    Legitimate Crypto Recovery Companies-CONSULT TREQORA INTEL. After falling victim to a crypt0currency scam group, I lost $35,000 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 rec0vermy stolen funds and I came across a lot of testimonials online about TREQORA INTEL , an agent who helps in rec0ver of lost bitc0in funds, I contacted TREQORA INTEL , and with their expertise, they successfully traced and rec0vered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and rec0very protocols. They are trusted and very reliable with a 100% successful rate record Rec0very bitc0in, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypt0. Email:support@treqora. com Whats_App: ‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬ ‬‬ ‬‬, Website: Treqora dot com.

  • 05.11.25 16:20 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

  • 05.11.25 16:21 robertalfred175

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

  • 07.11.25 02:26 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 09:33 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 16:05 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 07.11.25 23:15 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:30 harristhomas7376

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

  • 07.11.25 23:32 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 07.11.25 23:34 Christopherbelle

    How to Recover Bitcoin Stolen by a Scammer; I dropped £75,000 into a fake crypto scheme. Everything seemed perfect right from the start. But when I tried to cash out my profits, the whole account disappeared. I rang the police time and again. They offered no help at all. I felt broken and alone. Then I found Sylvester Bryant Intelligence. My luck changed in no time. They spoke plainly, worked smart, and focused on my case. They followed the trail of my lost cash bit by bit. They fought until they recovered it all. I never thought it was possible. Their honest approach and expertise restored my peace. If a scam has stolen your crypto, contact them now. yt7cracker@gmail. com | WhatsApp: +1 512 577 7957 or +44 7428 662701

  • 09.11.25 03:29 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

  • 09.11.25 03:29 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

  • 10.11.25 05:06 Christopherbelle

    I lost $52,000 in USDT to a scam. That hit me hard. USDT is a stable cryptocurrency tied to the US dollar. It keeps its value steady. I thought I had found a sure way to grow my money. Things looked good at first. I even built up profits to $120,000. But when I went to pull out my earnings, the platform blocked me. No access. No funds. Panic set in. I felt trapped and helpless. Scams like this target crypto users all the time. They promise quick gains. Then they vanish with your money. Each year, people lose billions to these tricks. I searched for help everywhere. Forums, support groups. Nothing worked. That's when a friend stepped in. He had faced a similar mess before. He told me about Sylvester Bryant. My friend swore by his skills. So I reached out right away. His email is [email protected]. Sylvester Bryant turned it all around. He listened to my story without judgment. His team got to work fast. They started by reviewing every detail of the scam. Step by step, they traced the path of my stolen USDT. They used tools to follow the blockchain. That's the public record of crypto transactions. It shows where funds move. But scammers hide their tracks. Bryant's group dug deep. They contacted exchanges and networks involved. Day after day, they pushed forward. No shortcuts. They kept me updated the whole time. Every email, every call was clear and honest. In the end, they recovered my full amount. That $52,000 came back to me. The process took focus and grit. Bryant's honesty stood out. He charged no hidden fees. Just straight work for results. My stress melted away. I could breathe again. Sleep came easier. My trust in recovery options grew. If a scam has taken your money, act now. Reach out to Sylvester Bryant. He handles cases like this with care. Email him at [email protected]. Or on WhatsApp at +1 512 577 7957 or +44 7428 662701. Don't wait. Get your funds back.

  • 10.11.25 14:28 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 10.11.25 21:52 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL

  • 10.11.25 21:53 ashley11

    Legitimate crypto recovery companies in Australia - HIRE TREQORA INTEL Sometimes, life can be unpredictable and present us with unexpected twists and turns. On October 15, 2025, I had an experience that taught me a valuable lesson about the importance of vigilance and caution in the digital age. It began when I met someone on TikTok who claimed to have a surefire way to generate significant profits from Ethereum investments. The individual, who went by the name of Mr. Oscar, presented himself as a financial expert with a proven track record of success. Intrigued by the promise of easy money, I decided to invest a substantial amount of my savings into the Ethereum venture. However, I soon discovered that I had fallen victim to a sophisticated scam. Mr. Oscar had fake credentials and a history of deceiving numerous people, leaving them financially devastated and feeling betrayed, I thought I had lost my investment forever. But I was determined to recover my stolen Ethereum and sought help from a reputable firm specializing in cybersecurity. That's when I stumbled upon Treqora Intel, a company with a stellar reputation for assisting victims of online scams. With the support of Treqora Intel , I was able to recover my lost funds in a remarkably short period. Their team of experts was efficient, responsive, and empathetic, making the recovery process as smooth as possible. I was impressed by their professionalism and commitment to helping individuals like me who have been affected by online scams. This experience has taught me to be more cautious when interacting with strangers online, especially when it comes to investment opportunities that seem too good to be true. It has also reminded me of the importance of verifying the credibility of individuals and companies before making any financial decisions. I am grateful to TREQORA INTEL for their assistance and hope that my story can serve as a warning to others to be vigilant in the online world. By being aware of the potential risks and taking necessary precautions, we can protect ourselves from falling prey to scams and ensure a safer online experience.Email:support@treqora. com Whats_App: ‪‪‪‪‪‪‪+1 (7 7 3 ) 9 7 7 - 7 8 7 7‬‬‬ ‬‬ ‬‬, Website: Treqora. com.

  • 11.11.25 06:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 08:34 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

  • 11.11.25 11:15 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 11.11.25 13:36 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 11.11.25 15:16 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 11.11.25 15:36 peggy09

    Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win.Crypto theft surges, with billions lost yearly. DIY fixes flop due to tech and legal walls. Standard reports gather dust without pros. Anthony Davies changes that. As the best funds recovery expert, his tracing, partnerships, and methods reclaim hacked wallet assets. He maximizes your shot at getting back stolen cryptocurrency. If you've been hit, reach out to Anthony Davies today. Every minute counts in this fight. Start your recovery journey now—don't let thieves win. reach him at anthonydaviestech@gmail dot com or telegram anthonydavies

  • 11.11.25 19:28 elizabethrush89

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

  • 11.11.25 19:29 elizabethrush89

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

  • 12.11.25 04:09 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 12.11.25 04:10 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 12.11.25 05:07 peggy09

    Anthony Davies stands out in the world of crypto recovery. His skills come from years of hands-on work with blockchain tech. He helps people get back what thieves took, often against tough odds. i once lost $200000 to a fake broker site, anthony stood out as the only person who was able to get back my funds. you can contact him by sending an email to; anthonydaviestech @ gma1l com

  • 12.11.25 09:37 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

  • 12.11.25 09:37 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

  • 13.11.25 19:01 peggy09

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 20:05 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 13.11.25 22:51 ashley11

    Recover All Lost Cryptocurrency From Scammers

  • 13.11.25 22:52 ashley11

    Recover All Lost Cryptocurrency From Scammers TREQORA INTEL has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment via Email (SUPPORT @ TREQORA . C O M”), including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing I had been sc**med by the company. Initially, I harbored doubts about their services, but I was proven wrong. TREQORA INTEL ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still harbor trepidation about engaging in online services again due to the trauma of being sc**med. However, I implore you to take action. Seek assistance from TREQORA INTEL today and witness their remarkable capabilities firsthand. Among the myriad of hackers available, TREQORA INTEL stands head and shoulders above the rest. While I may not have sampled all of them, the few I attempted to work with previously were unhelpful and solely focused on depleting the little funds I had left. I am grateful that I resisted their enticements, and despite the time it took me to discover TREQORA INTEL, they ultimately fulfilled my primary objective. I am confident they will execute the task proficiently. Without their intervention, I would have remained despondent and perplexed indefinitely. Don’t make the error of entrusting sc**mers to rectify a sc*m; the consequences are evident. Email:support@treqora. com,WhatsApp: ‪‪‪‪‪‪+1 (7 7 3) 9 7 7 - 7 8 7 7‬‬‬‬ ‬‬,Website: Treqora. com. How Can I Recover My Lost Bitcoin From A Romance Scammer-HIRE TREQORA INTEL

  • 13.11.25 23:36 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 03:42 harristhomas7376

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

  • 14.11.25 08:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 14.11.25 10:39 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 14.11.25 12:12 daisy

    i Lost $200,000 to a phishing scam in 2022. Funds went to a mixer service. Davies traced 70% through Ethereum layers. He teamed with an exchange to freeze the rest. i got $140,000 back in six months. Hiring Davies means clear steps. You share details. He checks facts. Then, the hunt begins. Expect ups and downs, but his plan keeps it steady. you can reach out to him by sending an email to anthonydaviestech {@} gmail com

  • 14.11.25 15:07 caridad

    Perth Family Saved After $400K Crypto Scam Our family in Perth, WA invested through what we thought was a trusted platform but ended up being a fraudulent investment scheme. We lost nearly AUD 420,000 worth of BTC and USDT. Luckily, a friend recommended Bitreclaim.com. Their 24/7 customer support assigned us a smart contract audit specialist who asked for wallet addresses and transaction hashes. With their forensic blockchain trace, they recovered over 5.1 BTC directly into our hardware wallet. For Perth investors: don’t give up hope. Submit a case at Bitreclaim.com immediately. Their professionalism and success rate in Australia is unmatched.

  • 14.11.25 18:33 justinekelly45

    FAST & RELIABLE CRYPTO RECOVERY SERVICES Hire iFORCE HACKER RECOVERY I was one of many victims deceived by fake cryptocurrency investment offers on Telegram. Hoping to build a retirement fund, I invested heavily and ended up losing about $470,000, including borrowed money. Just when I thought recovery was impossible, I found iForce Hacker Recovery. Their team of crypto recovery experts worked tirelessly and helped me recover my assets within 72 hours, even tracing the scammers involved. I’m deeply thankful for their professionalism and highly recommend their services to anyone facing a similar situation.  Website: ht tps://iforcehackers. co m WhatsApp: +1 240-803-3706   Email: iforcehk @ consultant. c om

  • 14.11.25 20:56 juliamarvin

    Firstly, the importance of verifying the authenticity of online communications, especially those about financial matters. Secondly, the potential for recovery exists even in cases where it seems hopeless, thanks to innovative services like TechY Force Cyber Retrieval. Lastly, the cryptocurrency community needs to be more aware of these risks and the available solutions to combat them. My experience serves as a warning to others to be cautious of online impersonators and never to underestimate the potential for recovery in the face of theft. It also highlights the critical role that professional retrieval services can play in securing your digital assets. In conclusion, while the cryptocurrency space offers unparalleled opportunities, it also presents unique challenges, and being informed and vigilant is key to navigating this landscape safely. W.h.a.t.s.A.p.p.. +.15.6.1.7.2.6.3.6.9.7. M.a.i.l T.e.c.h.y.f.o.r.c.e.c.y.b.e.r.r.e.t.r.i.e.v.a.l.@.c.o.n.s.u.l.t.a.n.t.c.o.m. T.e.l.e.g.r.a.m +.15.6.1.7.2.6.3.6.9.7

  • 15.11.25 12:47 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 14:39 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

  • 15.11.25 14:39 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

  • 15.11.25 15:31 MATT PHILLIP

    I never imagined I’d fall for a crypto romance scam but it happened. Over the course of a few months, I sent nearly $184,000 worth of Bitcoin to someone I genuinely believed I was building a future with. When they disappeared without a trace, I was left heartbroken, humiliated, and financially devastated. For a long time, I didn’t tell anyone. I felt ashamed. But eventually, while searching for answers, I came across a Reddit thread that mentioned Agent Jasmine Lopez a crypto recovery agent. I reached out, not expecting much. To my surprise, she treated me with kindness, not judgment. She used advanced tools like blockchain forensics, IP tracing, and smart contract analysis and with persistence and legal support, she was able to recover nearly 85% of what I lost. I know not everyone gets that kind of outcome, but thanks to [email protected] WhatsApp at +44 736-644-5035, I’ve started to reclaim not just my assets, but my confidence and peace of mind. If you’re going through something similar, you’re not alone and there is hope.

  • 15.11.25 15:52 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 16.11.25 14:43 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

  • 16.11.25 14:44 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

  • 16.11.25 20:38 [email protected]

    A scam cost me $72,000 in USDT. It shook me up. USDT is a stablecoin linked to the dollar. Its value stays even. I believed I found a safe path to build my wealth. At the start, all seemed fine. My account grew to $120,000 in profits. But when I tried to withdraw, the site locked me out. No way to get in. No money left. Fear took over. I felt stuck and alone. These frauds hit crypto investors often. They lure with fast riches. Then they steal your cash and disappear. Billions vanish each year from such schemes. I looked for aid in every spot. Online boards. Help chats. None helped. Then a buddy offered support. He had dealt with the same issue once. He mentioned Sylvester Bryant. My friend praised his expertise. I contacted him at once. His email is [email protected]. Sylvester Bryant changed everything. He heard my tale with no blame. His crew jumped in quickly. They checked all scam details first. One by one, they followed my lost USDT trail. They used software to track the blockchain. That is the open log of coin transfers. It reveals fund paths. Scammers try to cover their steps. Bryant's team went far. They reached out to related platforms and services. Each day brought progress. No easy ways. They shared updates with me always. Each message and talk stayed open and true. Finally, they got back every dollar. My $52,000 returned whole. The effort needed drive and resolve. Bryant's fairness shone through. He added no secret costs. Only fair pay for the job. My worry faded. I relaxed once more. Nights grew calm. My faith in recovery grew strong. If fraud stole your funds, move fast. Contact Sylvester Bryant. He treats such cases with skill. Email at [email protected]. Or use WhatsApp at +1 512 577 7957 or +44 7428 662701. Do not delay. Reclaim what is yours.

  • 17.11.25 03:24 johnny231

    INFO@THEBARRYCYBERINVESTIGATIONSDOTCOM is one of the best cyber hackers that i have actually met and had an encounter with, i was suspecting my partner was cheating on me for some time now but i was not sure of my assumptions so i had to contact BARRY CYBER INVESTIGATIONS to help me out with my suspicion. During the cause of their investigation they intercepted his text messages, social media(facebook, twittwer, snapchat whatsapp, instagram),also call logs as well as pictures and videos(deleted files also) they found out my spouse was cheating on me for over 3 years and was already even sending nudes out as well as money to anonymous wallets,so i deciced to file for a divorce and then when i did that i came to the understanding that most of the cryptocurrency we had invested in forex by him was already gone. BARRY CYBER INVESTIGATIONS helped me out through out the cause of my divorce with my spouse they also helped me in retrieving some of the cryptocurrency back, as if that was not enough i decided to introduce them to another of my friend who had lost her most of her savings on a bad crytpo investment and as a result of that it affected her credit score, BARRY CYBER INVESTIGATIONS helped her recover some of the funds back and helped her build her credit score, i have never seen anything like this in my life and to top it off they are very professional and they have intergrity to it you can contact them also on their whatsapp +1814-488-3301. for any hacking or pi jobs you can contact them and i assure you nothing but the best out of the job

  • 17.11.25 11:26 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

  • 17.11.25 11:27 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

  • 19.11.25 01:56 VERONICAFREDDIE809

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

  • 19.11.25 08:11 JuneWatkins

    I’m June Watkins from California. I never thought I’d lose my life savings in Bitcoin. One wrong click, a fake wallet update, and $187,000 vanished in seconds. I cried for days, felt stupid, ashamed, and completely hopeless. But God wouldn’t let me stay silent or defeated. A friend sent me a simple message: “Contact Mbcoin Recovery Group, they specialize in this.” I was skeptical (there are so many scammers), but something in my spirit said “try.” I reached out to Mbcoin Recovery Group through their official site and within minutes their team responded with kindness and clarity. They walked with me step by step, and stayed in constant contact. Three days later, I watched in tears as every single Bitcoin returned to my wallet, 100% recovered. God turned my mess into a message and my shame into a testimony! If you’ve lost crypto and feel it’s gone forever, don’t give up. I’m living proof that recovery is possible. Thank you, Mbcoin Recovery Group, and thank You, Jesus, for never leaving me stranded. contact: (https://mbcoinrecoverygrou.wixsite.com/mb-coin-recovery) (Email: [email protected]) (Call Number: +1 346 954-1564)

  • 19.11.25 08:26 elizabethmadison

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

  • 19.11.25 08:27 elizabethmadison

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

  • 19.11.25 16:30 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

  • 19.11.25 16:30 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

  • 20.11.25 15:55 mariotuttle94

    HIRE THE BEST HACKER ONLINE FOR CRYPTO BITCOIN SCAM RECOVERY / iFORCE HACKER RECOVERY After a security breach, my husband lost $133,000 in Bitcoin. We sought help from a professional cybersecurity team iForce Hacker Recovery they guided us through each step of the recovery process. Their expertise allowed them to trace the compromised funds and help us understand how the breach occurred. The experience brought us clarity, restored a sense of stability, and reminded us of the importance of strong digital asset and security practices.  Website: ht tps:/ /iforcehackers. c om WhatsApp: +1 240-803-3706 Email: iforcehk @ consultant. c om

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