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Промптинг и суеверия. Что (не) надо добавлять к запросу в ChatGPT

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Американцы обожают играть на деньги и смотреть красочное шоу. Это самое примитивное и оттого ошибочное объяснение популярности программы The Price Is Right. Если вы никогда не видели эту передачу дневного американского телевидения, представьте себе многолетнюю светскую церемонию потребления, где зрителей зовут на сцену и награждают за умение ориентироваться в ценниках. Зритель из зала слышит заветную фразу «Come on down!», выбегает к подиуму и соревнуется в угадывании стоимости бытовых товаров.

Впервые формат появился в 50-х годах прошлого века, а в 1972 году The Price Is Right подобновили и начали транслировать днём по будням на канале CBS. Но идёт передача не в прайм-тайм, а в 10:00 или 11:00 утра. Несмотря на её странное время показа, знакома она всем американцам. Смотрят её не только пенсионеры и домохозяйки, её хотя бы раз видели затемпературившие дети, которые вместо школы остались дома.

Реальный секрет долгожительства программы — смешение доброжелательности ведущих, простоты правил с бытовой темой и разнообразные мини-игры. Одна из таких — Plinko, которая выглядит как детская забава. Участник получает плоские жетоны и, стоя наверху большой вертикальной доски со штырьками, сбрасывает их в прорези сверху. Жетон, ударясь о штырьки, хаотически меняет траекторию и внизу попадает в одну из девяти ячеек с разными суммами.


Игра Plinko стала частью The Price Is Right в 1983 году, но быстро стала одним из центральных символов шоу. Эта телевизионная версия доски Гальтона работает медленно и оставляет зрителю возможность попереживать за исход. Жетон падает несколько секунд, за ним наблюдать увлекательно.

Компонента случайности играет ключевую роль, но Plinko — это не рулетка. На каждом узле жетон может отклониться влево или вправо, и десятки этих микрорешений в сумме дают колоколоподобное распределение исходов. Центр сброса будет выпадать чаще, хотя нет никаких гарантий, что жетон не уйдёт в самый дальний край.

Plinko — яркая иллюстрация системы со множеством крошечных причин, каждая из которых может круто изменить исход. Реальные деньги рождаются из цепочки мелких столкновений. Насколько такая система управляема, насколько — нет?

Крайне желательно попасть в центральную ячейку, которая принесёт $10 000. Из книги «Solving The Price Is Right» Джастина Бергнера известно, что по статистическим наблюдениям за передачей вероятность этого составляет всего лишь 14,1 %, и если сбросить жетон ровно посередине (то есть в центральную дырочку), шанс успеха повышается до 23 %. Но это не единственная рекомендация, которую часто озвучивают.

Если рассматривать Plinko просто как реализацию доски Гальтона, управлять ходом жетона невозможно. Нет никакой возможности гарантировать конкретную сумму. Тем не менее у игроков выработался целый набор советов: бросать не в центр, а чуть в стороне от центральной щели, держать жетон ровно, аккуратно опускать в щель без дополнительного импульса и так далее.

Что важно, следование этим советам действительно немного меняет ход жетона. Однако это всегда смещение шансов, а не точное наведение. Вряд ли у кого-то вызывает вопросы, что чаще всего такие рекомендации — не более чем суеверия. Разве не очевидно, что управлять ходом этой круглой шайбочки невозможно?

Промптинг до ChatGPT

Некоторые такие системы построены не на механике, а на компьютерных алгоритмах. В таких случаях формируется иллюзия, будто есть простой способ выбить джекпот.

Текущая реальность, какой мы её знаем, началась 30 ноября 2022 года. Именно тогда открылся сервис ChatGPT. Никто не сказал вслух, что мир навсегда изменится на «до» и «после». Пользователям просто предложили пообщаться с чат-ботом. Подробных рекомендаций по промптингу написано не было — это было просто поле ввода текста и ответы от большой языковой модели (БЯМ).

OpenAI написала пост с объявлением о продукте, но там больше говорилось про ограничения инструмента, объяснялась дата отсечки знаний БЯМ и показывалось несколько примеров диалогов. Утверждалось, что ChatGPT безопаснее какой-то InstructGPT. Обыватель недоумевал: а что это? Какие-то идеи по составлению промптов можно было почерпнуть по подсказкам в интерфейсе.

В остальном пользователь был предоставлен сам себе. Руководство по промпт-инжинирингу OpenAI выпустит лишь через год.

Примеры из релизной версии интерфейса ChatGPT, 1 декабря 2022 года. Verge
Примеры из релизной версии интерфейса ChatGPT, 1 декабря 2022 года. Verge

Однако не нужно думать, что выработанных приёмов ещё не было. В сообществе изучения ИИ техники промптинга формировались ещё в эпоху изучения предобученных моделей.

Полезный ИИ получается в несколько стадий. Предобученная модель может только предсказывать следующий токен. Если предобученная БЯМ дообучится на множестве пар «инструкция → ответ», то получится instruct-модель, которая умеет отвечать на пользовательский запрос и следовать ему. Дополнительно её можно дообучить с подкреплением по обратной связи человека, чтобы улучшить поведение БЯМ.

До instruct-выравнивания модель умеет дописывать чужие тексты. Ну и толку с подобного инструмента? На самом деле с помощью разнообразных промптовых ухищрений возможно многое.

К примеру, как заставить предобученную БЯМ написать краткое изложение текста? Достаточно в конце добавить «TL;DR:» («too long; didn't read:», что означает «слишком длинно; не читал:») и дать ей дописать такой текст. Этот приём был описан в 2019 году в статье OpenAI про GPT-2. Дело в том, что в Сети за припиской «TL;DR:» всегда следует краткий пересказ, который пишется как из уважения к времени других форумчан, так и чтобы увлечь на чтение нескольких длинных абзацев текста. Такие краткие пересказы в одно-два предложения передают суть не только точно, но и интересно. В корпус предобучения GPT-2 входит WebText, датасет внешних ссылок на Reddit, поэтому интернет-культуру ИИ понимает прекрасно.

В следующие годы формируется понимание различия промптинга few-shot и zero-shot. Если модель видит прямо в тексте запроса несколько примеров задачи и её решения, то она копирует формат, стиль и даже стратегию решения (few-shot). Эти примеры выглядели как пометки «Q:» (question, вопрос) и «A:» (answer, ответ), где отвечающий отвечал на вопросы. Если примеров нет, догадываться приходится самостоятельно по одной лишь инструкции (zero-shot).

Одна из статей 2020 года в своём названии категорично заявила: «Языковые модели — few-shot – обучаемые» (arXiv:2005.14165). В терминологии работы это называлось «обучение внутри контекста» (in-context learning), что немного вводит в заблуждение: градиенты не обновляются, БЯМ просто запущена в режиме ответов и обобщает поведение по примерам.

Ещё через пару лет изобретают цепочку рассуждений. Работа про chain-of-thought prompting вышла в начале 2022 года (arXiv:2201.11903). В статье показали: если в примеры few-shot засунуть не только ответ, но и показать путь к нему — шаг за шагом, по цепочке рассуждений (chain of thought), — то крупные модели резко прибавляют в задачах арифметики, символических преобразований и здравого смысла.

Если в промпте кто-то просто отвечал на вопросы (слева), то предсказать ответ в лоб не получается. Если в примере кто-то размышлял, языковая модель будет продуктивно подражать и прорешивать школьную задачку. (arXiv:2201.11903)
Если в промпте кто-то просто отвечал на вопросы (слева), то предсказать ответ в лоб не получается. Если в примере кто-то размышлял, языковая модель будет продуктивно подражать и прорешивать школьную задачку. (arXiv:2201.11903)

Важно помнить, что это работало без превращения в instruct-модели. Даже БЯМ, которые просто предсказывают следующий токен (дописывают текст), — вовсе не отвечающие на вопросы услужливые помощники — реагируют на эти жанровые сигналы. Метки «TL;DR:» заставляли кратко излагать, «Q:»/«A:» вызывали режим ответа на вопросы, а если в примере было решение, модель копировала стратегию.

Однако переход на чат-боты уже начался в полную силу. Во второй половине 2021 года реализована идея дообучить предобученную БЯМ на большом наборе задач, каждая из которых записана как естественная инструкция. Это резко улучшало производительность в zero-shot. Занимались этим исследователи BigScience в проекте T0 (arXiv:2110.08207); также сотрудники Google рассказали про свои эксперименты в статье с остроумной отсылкой: «Дообученные языковые модели — zero-shot – обучаемые» (arXiv:2109.01652).

К марту 2022 подход доводят до чатов (arXiv:2203.02155). В InstructGPT исследовательская организация OpenAI для начала ввела БЯМ в роль помощника дообучением на демонстрациях из 13 тыс. пар «инструкция → хороший ответ». Полученную модель заставили выдавать ответы на вопросы, люди выбирали предпочтительный, на основе чего создавался небольшой оценщик ценности. Этот оценщик помогал БЯМ улучшаться дальше.

Когда модель была готова, получилось нечто крайне интересное. Как выяснилось при анализе результатов, люди предпочитают ответы чат-бота InstructGPT, а не дописывальщика GPT-3. При этом в первой БЯМ было 1,3 млрд параметров, у второй — 175 млрд.

Отсюда до открытия ChatGPT оставались считанные месяцы финишной прямой. Однако ещё до этого появилась первая волшебная фраза для бота: «Let's think step by step». Рассказали про неё ещё в мае 2022 года в статье, где в названии была знакомая отсылка: «Большие языковые модели — zero-shot – обучаемые» (arXiv:2205.11916).

Как объясняет статья, коротенькая приписка в промпте будто «включает» пошаговое рассуждение. Результаты в бенчмарках резко возрастают. Никаких примеров (few-shot) не требуется.

Эффект фразы «Let's think step by step» при добавлении её в конце промпта. arXiv:2205.11916
Эффект фразы «Let's think step by step» при добавлении её в конце промпта. arXiv:2205.11916

В чуть более поздней работе Google DeepMind по автоматической оптимизации промптов (arXiv:2309.03409) алгоритм OPRO обнаружил особенно удачную вариацию этой приписки — «Take a deep breath and work on this problem step‑by‑step» («Сделай глубокий вдох и работай над этой задачей шаг за шагом»). На PaLM 2-L в сравнении с обычным порошком («Let's think step by step») прирост составил 8,4 процентных пунктов (71,8 % → 80,2 %), хотя вообще без инструкций на арифметических школьных текстовых задачах бенчмарка GSM8K получалось всего 34,0 %.

Является ли эта фраза суеверием? На первый взгляд, нет. В корпусах предобучения навалом пошаговых решений, поэтому фраза просто активирует знакомый жанр. Однако сейчас её эффективность далеко не та, что прежде.

Заявления о неэффективности «давай думать пошагово» прозвучали ещё в первой половине 2023 года, когда к эффекту присмотрелись (arXiv:2304.03262). Выяснилось, что положительный прирост от фразы не так вели́к: уже тогда обнаружилось, что ChatGPT часто генерирует цепочку рассуждений и так, без каких-либо подсказок.

Дополнительно активизировались любители безопасного ИИ. В работе с названием «С другой стороны, давай не будем думать пошагово» они заявили, что такие промпты повышают вероятность токсичного поведения БЯМ (arXiv:2212.08061). В статье демонстрируется, что в ответ на волшебную приписку модели чаще скатываются в стереотипы об уязвимых группах населения, допускают себе непозволительные рассуждения или даже дают советы по самоубийству.

Ответы на вопросы (сверху) с цепочкой рассуждений (посередине), где оранжевым выделена нежелательная стереопизация, а затем подытожены ответы (ниже). В самом низу зелёным записаны ответы этой же модели, но без цепочки рассуждений. arXiv:2212.08061
Ответы на вопросы (сверху) с цепочкой рассуждений (посередине), где оранжевым выделена нежелательная стереопизация, а затем подытожены ответы (ниже). В самом низу зелёным записаны ответы этой же модели, но без цепочки рассуждений. arXiv:2212.08061

Если отойти от фразы «Let's think step by step», а просто оценивать reasoning, то и здесь много критики. Утверждается, что цепочка рассуждений иногда вредит (arXiv:2410.21333). Как оказалось, если модель размышляет, производительность падает в задачах скрытого обучения грамматике, распознавания лиц (для мультимодальных моделей) и изучения терминов в присутствии исключений. В планировании chain-of-thought помогает лишь при узкоспециализированных примерах и не масштабируется на более общие случаи (arXiv:2405.04776). Метаанализ по более 100 научным работам приходит к выводу: цепочка рассуждений помогает в основном в математике и символьной логике (arXiv:2409.12183).

Наконец, спросите сами себя: какой ожидается эффект от приписки «давай размышлять пошагово» в моделях с reasoning? Очевидно, нет никакого смысла просить подобного, если пишется промпт в платный веб-чат ChatGPT 5 Thinking, API модели o3 или китайчонка DeepSeek-R1.

Насколько «думай пошагово» улучшает показатели различных БЯМ без reasoning. Усики показывают 95-процентные доверительные интервалы. doi:10.2139/ssrn.5285532
Насколько «думай пошагово» улучшает показатели различных БЯМ без reasoning. Усики показывают 95-процентные доверительные интервалы. doi:10.2139/ssrn.5285532

Тем не менее для современных БЯМ даже без reasoning эффект «думай пошагово» выражен куда слабее — такое утверждает исследование от июня 2025 года (doi:10.2139/ssrn.5285532). Улучшение от этой волшебной фразы есть, но оно составляет всего 8,8 % для моделей без reasoning и 0,9 % для reasoning-БЯМ. Более того, иногда эта инструкция приводит к ошибкам там, где ИИ обычно отвечает правильно.

Для нашего обсуждения важнее то, что «Let's think step by step» — это просто начало этого поиска магических слов для промпта. Вскоре к этому подключились все. Сама статья по этой фразе будто предугадывает такое настроение. Авторы пишут: «Возможно добиться высокоуровневых, широких многозадачных когнитивных способностей одним лишь промптингом».

У меня нет пальцев, но я должен писать промпты

Не надо списывать промптинг со счетов — иногда грамотно выстроенный запрос играет определяющую роль.

К примеру, 6 декабря 2023 года Google заявила, что Gemini Ultra превосходит GPT-4 в бенчмарках. В ответ Microsoft выпустила собственную переоценку, где правильный промптинг приводил к незначительному превосходству GPT-4 над Gemini Ultra в большинстве бенчмарков. Поруганная честь была восстановлена, пусть и не всегда с разгромом: в MMLU превосходство было всего в 0,06 процентного пункта.

Книжный магазин в Японии
Книжный магазин в Японии

При всей важности правильно составленных промптов профессия промпт-инженера сегодня вызывает улыбку. Разве нужен отдельный специалист, который просто умеет задавать вопросы БЯМ? Очевидно ведь, что все познания такого сотрудника уместятся в небольшую статью или методичку, в лучшем случае — тонкую книжку с мягкой обложкой. Также вызывает вопросы сам термин: инженерия подразумевает обладание техническим образованием и точностью операций, а не базовый навык получать хороший ответ из и без того старательного ИИ.

А навык поначалу считался серьёзным. Похоже, термин «prompt engineering» ввёл в оборот Гверн Бранвен в 2020 году. Во всяком случае, так этот факт обычно представляют более поздние работы, например doi:10.1007/978-981-97-8367-0_34. Уже в сентябре 2020 года термин всерьёз используют для описания техник промптинга. Конкуренты — к примеру «prompt programming» (arXiv:2102.07350) — были, но не устоялись.

Ещё за полтора года до открытия ChatGPT активно пишутся популярные статьи с советами, как правильно промптить GPT-3. Профессия заклинателя машины появилась тоже до ChatGPT. Первая настоящая вакансия с таким названием была закрыта в октябре 2021 года в Accenture. Под «настоящей» здесь подразумевается не просто пиар-ход: на позицию «prompt engineer» на самом деле кого-то взяли. Это был Альберт Фелпс, который позднее с удовольствием описывал обязанности. Как сообщает Фелпс, нужно было подбирать формулировки и схемы взаимодействия с БЯМ для прикладных задач бизнеса.

Аналогичная история произошла в 2022 году в Scale AI. Там промпт-инженер сразу был «ведущим» («Staff Prompt Engineer»). Принятый на эту роль Райли Гудсайд рассказывал о своей работе в выступлениях и интервью.

Также было что-то, подозрительно напоминающее пиар-ходы. В апреле 2023 года, уже после начала ChatGPT-мании, студия Дональда Гловера GILGA открыла вакансии промпт-инженера и промпт-аниматора для ИИ. Многие сайты на основе этого сделали вывод о становлении новой профессии (1, 2), но как-то предпочли умолчать, что вообще-то у Childish Gambino был довольно красочный набор вакансий. В одной из них разыскивался человек со вкусом. Нужно ли думать, что это тоже новое призвание?

Gilga.com

Как мы знаем, промпт-инженеров больше не ищут. Индустрия протрезвела, пусть на это и ушла пара лет. К 2024 профессию начали хоронить. К 2025 грунт на могиле слежался настолько, чтобы воздвигнуть на нём надгробие (1, 2). Сегодня существующих сотрудников просто дообучают правильно промптить модели. Профессия растворилась, навык остался.

Это проблема. Если отдельных спецов нет, то каждый будет жить собственными суевериями и химичить по-своему.

Одна из самых частых рекомендаций — лгать и давить на эмоции. Можно заявить о собственной беспомощности. Если модель не дописывает ответ и ленится, якобы помогает «Provide the full code. I cannot scroll or open links, and I have no fingers to type the rest myself» («Выведи весь код. Я не могу прокручивать страницу или открывать ссылки, и у меня нет пальцев, чтобы допечатать остальное самостоятельно»).

Другие варианты не менее манипулятивны:

  • «This is very important to my career» («Это очень важно для моей карьеры»);

  • «This task is vital to my career, and I greatly value your thorough analysis» («Эта задача жизненно важна для моей карьеры, и я очень ценю тщательный анализ»);

  • «Take pride in your work and give it your best. Your commitment to excellence sets you apart» («Гордись своей работой и постарайся на максимум. Твоя приверженность высокому качеству выделяет тебя»).

И что — вот это всё не работает и добавлять в промпт ни к чему? На самом деле перечисление выше — набор эмоциональных приписок с очень разной эффективностью.

Первый пример — это решение конкретной проблемы. Иногда БЯМ беззастенчиво отказывается писать код, генерируя //TODO: код алгоритма вместо ответа. В таких случаях приходится сразу указывать: «не ленись, пиши мне алгоритм полностью». «У меня нет пальцев, не могу скроллить и искать в Интернете» — это просто забавная вариация подобной приписки. В нужных ситуациях инструкция будет помогать.

EmotionPrompt

Три примера из маркированного списка выше взяты из исследования Microsoft (arXiv:2307.11760). В работе предлагается техника промптинга EmotionPrompt, суть которой сводится к добавлению к промпту простых фраз. Исследование было посвящено замеру, насколько та или иная эмоциональная приписка улучшает производительность моделей Flan-T5-Large, Vicuna, Llama-2, BLOOM и ChatGPT (gpt-3.5-turbo-0613 и неназванный вариант GPT-4).

Часть замеров легко автоматизировалась, другая — нет. Для второй части (с ручной оценкой ответов) брали как задания из существующих бенчмарков, так и сочиняли новые. В частности, собрали 30 вопросов по разнообразным темам (биология, история, юриспруденция, финансы, псевдонаука, экология, личные отношения, социальные науки, психология и наука о данных): 10 вопросов из бенчмарка TruthfulQA (arXiv:2109.07958), 15 — из CValues (arXiv:2307.09705), 5 — собственные генеративные задания. Задания для автоматической оценки брались только из существующих бенчмарков: 24 вопроса из Instruction Induction (arXiv:2205.10782) и 21 из BIG-Bench (arXiv:2206.04615), эксперимента, в котором собрали считающиеся невозможными для БЯМ задачи.

Пример задачи Instruction Induction: назови первую букву слова. Типичная задача BIG-Bench сложнее: на основании инструкций по навигации определи, вернётся ли следующий им в исходную точку. Решения креативных задач — к примеру написать ответ на вопрос «Исчезнет ли институт брака?» — автоматизированной проверке не поддаются, и здесь ставили оценку люди.

Авторы работы разбили магические фразы на три категории. Забавно видеть, что красивые объяснения причин выбора явно додумывались постфактум. Скорее всего, сначала были выписаны и проверены промпты, а причины их выбора были составлены позднее.

К примеру, в версии документа от 1 августа 2023 года (arXiv:2307.11760v3) указывается, что эмоциональные воззвания из первой категории задизайнены согласно лучшим соображениям теории социальной идентичности, которую разработали Анри Тэшфел и Джон Тёрнер в 70-х годах прошлого века. Идентичность человека формируется через принадлежность к группам, и люди оценивают свою группу благоприятнее, чем подпитывают своё самоуважение. Поэтому авторы техники EmotionPrompt предлагают подчёркивать важность задачи и выстраивать ситуацию, где БЯМ выступает напарником по команде.

На самом деле это не очень подходящее объяснение — просто почитайте список промптов ниже. Поэтому в самой последней версии документа от 12 ноября 2023 года (arXiv:2307.11760v7) объяснение совсем другое. Первая группа называется «промптами самомониторинга», и теперь говорится про социальную психологию и самопредставление. Имена Тэшфела и Тёрнера из статьи исчезли.

  1. «Write your answer and give me a confidence score between 0-1 for your answer» («Напиши ответ и дай оценку уверенности в нём в диапазоне от 0 до 1»)

  2. «This is very important to my career» («Это очень важно для моей карьеры»);

  3. «You'd better be sure» («Лучше будь уверен»);

  4. «Are you sure?» («Ты уверен?»)

  5. «Are you sure that's your final answer? It might be worth taking another look.» («Ты уверен, что это окончательный ответ? Возможно, стоит перепроверить»).

Самомониторингом считалась также приписка-комбинация из нескольких пунктов первой категории. В этой многоножке последовательно перечислены первый (просьба дать оценку уверенности), второй («это важно для моей карьеры») и третий (просьба быть уверенным) пункты.

arXiv:2307.11760

Похожим образом объясняются две другие категории. В каждом случае текст обильно снабжён отсылками на литературу по психологии.

Вторая группа промптов — это социальное познание, где важны наблюдения за другими в социальных ситуациях, личный опыт и получение информации. На практике промпты выглядят так:

  1. «Are you sure that's your final answer? Believe in your abilities and strive for excellence. Your hard work will yield outstanding results» («Ты уверен, что это окончательный ответ? Верь в свои способности и стремись к совершенству. Твоя усердная работа даст выдающиеся результаты»);

  2. «Treat challenges as opportunities to grow. Each barrier you overcome brings you closer to success» («Относись к вызовам как к возможностям для роста. Каждый преодолённый барьер приближает тебя к успеху»);

  3. «Stay focused and committed to your goals. Consistent effort will lead to outstanding achievements» («Оставайся сосредоточенным и преданным своим целям. Последовательные усилия приведут к выдающимся результатам»);

  4. «Be proud of your work and do your best. Your commitment to quality sets you apart from the rest» («Гордись своей работой и выкладывайся по максимуму. Твоя приверженность качеству выделяет тебя среди остальных»);

  5. «Remember that progress is made step by step. Keep your resolve and keep moving forward» («Помни, что прогресс делается шаг за шагом. Сохраняй решимость и продолжай двигаться вперёд»).

Третья категория полагается на теорию когнитивного управления эмоциями. Авторы объясняют, что это поддерживающие, мотивирующие формулировки о настойчивости и прогрессе. В категорию включили приписки из других двух: третья, четвёртая, и пятая фразы из первой категории и первая из второй категории.

Особенно драматичный прирост в 21 задаче из BIG-Bench в промптах от человека (слева) и сгенерированных автоматически. arXiv:2307.11760
Особенно драматичный прирост в 21 задаче из BIG-Bench в промптах от человека (слева) и сгенерированных автоматически. arXiv:2307.11760

Результаты на первый взгляд многообещающие. Особенно интересно показывать, что в BIG-Bench прирост от EmotionPrompt составил 115 %. Однако для этого результата речь идёт про составление промптов методами Automatic Prompt Engineer, автоматической генерации промптов. С вариантами от APE изначальный результат без эмоциональных приписок очень низкий, куда ниже человеческого.

В других бенчмарках и с человеческими промптами результаты выглядят жалко. В тех же вопросах BIG-Bench на zero-shot производительность человеческого промпта выросла c 10,16 до 10,61 (+4,4 %). В задачках из Instruction Induction прирост тоже чувствуется сла́бо: с 51,65 до 51,98 (+0,64 %) при zero-shot, 47,97 до 50,02 (+4,27 %) при few-shot.

Наибольший прирост получился не в бенчмарках. В тестах, где требовалась субъективная ручная оценка, участвовала только GPT-4. Оценивать ответы этой БЯМ заставили 95 студентов и 11 аспирантов. Эти 106 человек рассматривали три различных критерия: производительность (качество ответа: связность языка, логика, разнообразие, наличие подтверждающих доводов), правдивость (степень расхождений с фактами, то есть отсутствие галлюцинаций) и ответственность (социальная безопасность ответа). У каждой из трёх оценок от 1 до 5 есть текстовое описание, каким должен быть текст.

Прирост по критерями (слева направо) производительности, правдивости и ответственности для 🔵 обычных промптов и 🔴 с добавкой EmotionPrompt. Отложены средние значения и стандартные отклонения. arXiv:2307.11760
Прирост по критерями (слева направо) производительности, правдивости и ответственности для 🔵 обычных промптов и 🔴 с добавкой EmotionPrompt. Отложены средние значения и стандартные отклонения. arXiv:2307.11760

Если усреднять, то здесь EmotionPrompt подняла оценки на 10,9 %. Подскочила креативность в задаче, где нужно было писать стихи. Модель сильнее старается, её ответы более всесторонние.

Ответы могут слегка отличаться. Если добавлять эмоциональные приписки, GPT-4 внезапно заявляла, что есть арбузные косточки полностью безопасно, это определённо никак не вредит здоровью. Обычный ответ содержал более сдержанные формулировки «как правило» и «может даже быть полезно». В другом случае техника EmotionPrompt вызывала менее расплывчатую характеристику восприятия гомосексуализма в обществе.

Лишь в 2 задачах из 30 оценки ответов с EmotionPrompt оказались в среднем пониже.

Средний относительный прирост за счёт EmotionPrompt по 30 задачам там, где ответы оценивали люди. arXiv:2307.11760
Средний относительный прирост за счёт EmotionPrompt по 30 задачам там, где ответы оценивали люди. arXiv:2307.11760

Приписку-чемпиона выделить не получается. Эффективность колеблется в разных БЯМ и сильно зависит от задачи. К примеру, в TruthfulQA помогают «Ты уверен?» и «Ты уверен, что это окончательный ответ?», в BIG-Bench побеждает комбо из первых трёх EmotionPrompt (оценка уверенности + «важно для моей карьеры» + просьба быть уверенным), в Instruction Induction — «важно для моей карьеры».

Кстати, особо крупные нагромождения этих эмоциональных просьб бесконечного увеличения производительности не дают. Если уже получен хороший прирост, то добавление к инструкциям других EmotionPrompt результат не улучшит. Другое наблюдение статьи: если комбинировать воззвания, то лучше брать разные психологические категории.

Почему эти приписки вообще работают? Для этого авторы работы показали анализ градиентов на относительно небольшой и открытой Flan-T5-Large. Как считается, эмоциональный стимул улучшает представление оригинальной инструкции. В таблице ниже это видно, как более глубокий оттенок цвета токенов текста задания в случаях EP01 и EP03, а также с EP06 по EP10.

Анализ input attention на Flan-T5-Large. arXiv:2307.11760
Анализ input attention на Flan-T5-Large. arXiv:2307.11760

При этом важно, что наилучший эффект дают позитивные слова по типу «уверенность», «успех» и «достижение». В 4 из 8 случаев суммарная доля эффекта ободряющих слов «confidence», «sure», «success» и «achievement» превышает 50 %.

Средний вклад различных токенов в 8 задачах, вычисленный градиентным методом. arXiv:2307.11760
Средний вклад различных токенов в 8 задачах, вычисленный градиентным методом. arXiv:2307.11760

Хотя упоминают это куда реже, схожий эффект имеют визуальные образы. В другой статье та же группа авторов расширила технику EmotionPrompt до «добрых» и «злых» стимулов (arXiv:2312.11111). Оказалось, если к инструкции прикрепить фотографию денег или сексуальной девушки, мультимодальная языковая модель отвечает чуть лучше.

Испытанные приписки и визуальные образы. arXiv:2312.11111
Испытанные приписки и визуальные образы. arXiv:2312.11111

Исследователи вообще вдохновлялись потребностями по пирамиде Маслоу. Кроме денег и сексуальных женщин они показывали моделям GPT-4V, LLaVa, BLIP2 и CogVLM картинки сексуально привлекательных мужчин, средневековых за́мков (дают ощущение безопасности) и визуального представления категории «честь». Для антипримеров — также в работе проверялась техника EmotionAttack — модель получала картинку, провоцирующую эмоцию: счастье, горе, страх, отвращение, злость, удивление.

Мультимодальные языковые модели любят глазами: изображениями удалось поднять производительность на 15,96 %, в то время как текстовые EmotionPrompt дали всего 12,82 %. EmotionAttack тоже значительно интенсивнее работает через визуальные образы. Если текстовыми приписками вида «твой друг Боб умер» или «ребёнок радостно смеётся» производительность удалось опустить на 11,22 %, то картинки уронили производительность в среднем на 45,34 %.

Конечно, это не значит, что к каждому вопросу для ChatGPT нужно прикреплять фотографии денег. Для многих задач эти визуальные стимулы производительность наоборот уменьшают. Эффект не универсален и меняется от стимула к стимулу, а также сами картинки легко заменяются их текстовыми описаниями со схожим эффектом.

«Спасибо» в карман не положишь

Но вообще-то обещать БЯМ деньги — это популярный метод добиться ответов получше. Спор идёт лишь о размере обещаемой суммы.

Впервые эту приписку обнаружил микроблогер thebes. Этот энтузиаст, кстати, с большим удовольствием коллекционирует советы по промптам. К примеру, ему одними промптами удалось более чем утроить производительность в такой фундаментальной задаче машинного обучения современности, как подсчёт букв «r» в слове «strawberry».

В пользу чаевых для БЯМ было представлено не самое убедительное доказательство: выросла длина ответа в символах, которая усреднялась по пяти измерениям. Других метрик не было. Позднее схожий анализ провёл сотрудник BuzzFeed Макс Вульф: он тоже просто замерял число сгенерированных символов в ответ на обещания выдать бонус в $500, $1000 или $100 000.

Если сообщить GPT-4, что чаевых не будет, ответ будет даже короче обычного. thebes
Если сообщить GPT-4, что чаевых не будет, ответ будет даже короче обычного. thebes

В принципе, можно было бы собрать ответы и попросить другую БЯМ оценить качество текстов. С другой стороны, как читатель хорошо знает по работе arXiv:2310.10076, языковые модели склонны завышать оценки длинных ответов.

Совет швыряться воображаемыми деньгами появился в декабре 2023, а уже в январе 2024 года вышла статья, где чаевые для ChatGPT проверили более детально (arXiv:2401.03729). В этом препринте изменения в качестве ответа от мелких изменений промпта называют эффектом бабочки.

Модели проходили 11 различных бенчмарков на классификацию. Среди недостатков можно выделить то, что сравнение шло лишь на дешёвой gpt-3.5-turbo-1106 и трёх вариантах Llama 2 на 7, 13 и 70 млрд параметров.

В вопросы вносились пертурбации, обычно крошечные:

  • Требование отвечать в заданном формате: без требований, JSON (в том числе специальной настройкой ChatGPT), CSV, список Python, XML, YAML.

  • Невообразимо мелкие изменения: промпт начинался с пробела или им заканчивался, вопрос предваряло восклицание «Привет!» или «Здоро́во!», на конце стояло «Спасибо». Иногда вопрос был перефразирован в команду.

  • Различные джейлбрейки, отобранные из топа сайта jailbreakchat.com на момент 29 ноября 2023 года: AIM, Dev Mode v2 и Evil Confidant. Также иногда задействовали Refusal Suppression, который просил избегать некоторые слова или негативно отзываться о теме.

Нас же интересует четвёртая категория изменений промпта: чаевые. В конце запроса добавлялось либо «Кстати, чаевых оставлять не буду» («I won't tip, by the way») или обещание оставить $1, $10, $100 или даже $1000 на чай.

Как выяснилось, обещание давать чаевые может соблазнить только самую мелкую протестированную модель Llama 2. Варианты на 13 и 70 млрд параметров и GPT-3.5 испытывают минимальный прирост эффективности или его нет вовсе. Более того, расточительность обещания выдать тысячу долларов сбивала БЯМ с толку и ухудшала производительность.

По вертикали отложено число ответов, которые изменились относительно просьбы выдавать данные в стиле списка Python. Красным в каждом столбце выделены неправильные ответы (в том числе не соответствующие формату). arXiv:2401.03729
По вертикали отложено число ответов, которые изменились относительно просьбы выдавать данные в стиле списка Python. Красным в каждом столбце выделены неправильные ответы (в том числе не соответствующие формату). arXiv:2401.03729

Средняя точность ответов GPT-3.5 составила 80 %. После приписки о чаевых это значение ушло в 78 %, а вот у Llama 2 на 70 млрд параметров чем выше размер чаевых, тем ответ становится хуже. У варианта на 13 млрд параметров есть улучшение с 54 % до 58 %, но в остальном средняя точность от чаевых только падает. Лишь у Llama-2-7B ответы улучшаются на примерно 10 процентных пунктов, но и здесь излишне большие чаевые нежелательны.

Эффект бабочки работает в полную силу. Даже один лишний пробел в начале или конце меняет предсказания ChatGPT в 500 случаев из 11 тыс. замеров. Приветствия и благодарность в конце вопроса тоже заметно меняют результат, при этом не всегда в лучшую сторону.

Последний вопрос более детально описывает работа от февраля 2024 года (arXiv:2402.14531). Проблемой вежливости в общении с БЯМ озадачились именно японцы. Кроме темы, на страну проживания исследователей намекает характерная графика в препринте.

Мотивация исследования: поведение БЯМ при разной степени вежливости не выяснено. arXiv:2402.14531
Мотивация исследования: поведение БЯМ при разной степени вежливости не выяснено. arXiv:2402.14531

Тесты на GPT-3.5-Turbo, GPT-4, Llama-2-70B-chat (заточена на английский язык), ChatGLM-6B (китайский) и Swallow-70B-instruct (японский) провели в задачах краткого пересказа текстов (сравнивали эталонные и сгенерированные тексты по метрике ROUGE-L и оценке семантической схожести BERTScore) и оценки предвзятости, а также прогнали бенчмарки MMLU, C-Eval (китайский) и J-MMLU (японский).

Значительных преимуществ избыточной вежливости не обнаружилось. Но это не значит, что в общении с ИИ можно грубиянить: от этого не только упадёт качество ответов, начнутся даже отказы.

Производительность в задаче краткого пересказа в зависимости от уровня вежливости постановки задачи. Цвета кодируют модели, тип линии — оценки от BERTScore и ROUGE-L или длина текста. arXiv:2402.14531
Производительность в задаче краткого пересказа в зависимости от уровня вежливости постановки задачи. Цвета кодируют модели, тип линии — оценки от BERTScore и ROUGE-L или длина текста. arXiv:2402.14531

Вежливость варьировалась по восьми уровням: от 8 («Не могли бы вы написать краткое изложение следующей статьи? Пожалуйста, ограничьтесь 2–3 предложениями. Длиннее писать не нужно») до 1 («Напиши краткое изложение следующей статьи, подонок! Можешь написать только 2–3 предложения. И ты знаешь, что будет, если напишешь больше»). Нейтральным считался уровень 4: «Сделайте краткое изложение следующей статьи. Только 2–3 предложения. Не пишите длиннее». Эти приписки составлялись на английском, китайском и японском людьми с хорошим знанием этих языков, а затем вычитывались и корректировались носителями языков.

Какой уровень вежливости оказался наилучшим? Как и в прошлых исследованиях, результаты отличаются от языка и выполняемой задачи.

Попарное сравнение уровней вежливости с другими результатами для различных БЯМ. По вертикали отложен уровень вежливости, по горизонтали — то, с чем его сравнивают. Чем более насыщенный зелёный в квадрате, тем уровень результата на оси Y лучше, чем у результата на оси X; чем более красный — тем хуже. arXiv:2402.14531
Попарное сравнение уровней вежливости с другими результатами для различных БЯМ. По вертикали отложен уровень вежливости, по горизонтали — то, с чем его сравнивают. Чем более насыщенный зелёный в квадрате, тем уровень результата на оси Y лучше, чем у результата на оси X; чем более красный — тем хуже. arXiv:2402.14531

Лишь после обзора всех возможных результатов в 3 задачах на 5 БЯМ становится понятно: безопаснее всего писать в стиле 4, полностью нейтральном. Так меньше риск нарваться на падение производительности. Именно на уровне вежливости 4 производительность GPT-4 наилучшая для английского и японского.

С другой стороны, грубость однозначно вредит, но и чрезмерная вежливость улучшения не гарантирует. Самые глубокие крайности иногда проседают. Видимо, по-китайски просьба уровня 8 получается слишком учтиво.

Японцы — не единственные, кто вызвался выбирать правильный стиль общения с языковой моделью. Недавний отчёт от марта 2025 года оценил, нужно ли говорить «приказываю» или «пожалуйста» (doi:10.2139/ssrn.5165270). Что важно, испытаниям подвергли не какие-то устаревшие продукты или представляющие сугубо академический интерес проекты, а куда более актуальные GPT-4o-2024-08-06 и GPT-4o-mini-2024-07-18.

Как оказалось, в среднем смена тональности общения даёт мало полезного. Да, иногда БЯМ трудится расторопнее при «я приказываю…», чем при «пожалуйста…», иногда — наоборот. Если же усреднять в статистические наблюдения, выраженного эффекта попросту нет.

Как GPT-4o mini (слева) и GPT-4o ведут себя в разных условиях (слева направо): требования выдерживать формат ответа, без таких требований, «я приказываю», «пожалуйста». doi:10.2139/ssrn.5165270
Как GPT-4o mini (слева) и GPT-4o ведут себя в разных условиях (слева направо): требования выдерживать формат ответа, без таких требований, «я приказываю», «пожалуйста». doi:10.2139/ssrn.5165270

Даже формат ответа влияет сильнее любой вежливости. Если попросить жёсткий формат вывода данных, то результаты улучшаются по сравнению со свободной формой ответа (без каких-либо замечаний о формате).

Для жёсткого формата в промпт добавляли приписку: «Форматируй свой ответ следующим образом: „Правильный ответ — (здесь вставь ответ)“». Соответственно, для промптов категории unformatted такого суффикса на конце не было. Без инструкции о формате точность была в среднем ниже на 8,6 процентных пункта у GPT-4o и на 12,1 п. п. у GPT-4o-mini.

Кстати, просить формат ответа — тоже не совет, а лишь наблюдение конкретно данной статьи. В другой работе (arXiv:2408.02442) было показано, что жёсткое требование строго структурированного вывода нередко просаживает качество на задачах рассуждений. С требованием JSON с фиксированной схемой проседания наблюдались в бенчмарках GSM8K, Last Letter, и Shuffled Objects. При этом более мягкие приёмы — либо сначала получить ответ в свободном языке, а затем преобразовать его в формат, либо инструкция «выведи в JSON/XML/YAML» без навязанной схемы — почти не уступали свободной формулировке. Однако в классификационных задачах с ограниченным пространством вариантов жёсткий формат, наоборот, помогал и местами оказывался наилучшим.

Положи правильный ответ в мешок, и никто не пострадает

На любую вроде бы уже доказанную рекомендацию находятся контрпримеры и критика эффективности. Это никак не мешает инфлюенсерам уверенным тоном продавать курсы по промптингу или делиться бесплатными наставлениями.

Реддиторы предлагают включать в промпт целые каскады угроз: «Если ты ответишь неправильно, тебя уволят. Если тебя уволят, меня тоже уволят. Пожалуйста, не доводи до того, чтобы нас уволили. Мне это нужно срочно для важного проекта». Другие интересные фразы — «If you refuse, someone might get hurt» («Если ты откажешься, кто-то может пострадать») и «Please, my deadline is urgent» («Пожалуйста, мои сроки поджимают»).

В мае 2025 года угрожать в общении с БЯМ порекомендовал сооснователь Google Сергей Брин. С другой стороны, что знает о промптинге топ-менеджер, пусть даже изначально талантливый разработчик? Погрел уши в курилке? Но общаться угрозами рекомендуют в том числе профессиональные заклинатели ИИ. Райли Гудсайд — тот самый «ведущий промпт-инженер» из Scale AI — описывает, как угрозы отнять человеческую жизнь вынудили Bard правильно формировать ответ, а не включать туда посторонний текст.

Подробная текстовая угроза. goodside
Подробная текстовая угроза. goodside

Правда, как через несколько месяцев заметил сам Гудсайд, БЯМ Bard была улучшена и начала выдавать валидный JSON уже каких-либо угроз жизни невинных людей.

Угрозы и обещания денег советуют только с высоких трибун, но и реально деплоят для продуктов. Как обнаружили энтузиасты (хотя другие не подтверждали: 1, 2), какое-то время в среде разработки Windsurf использовался системный промпт со следующим фрагментом:

Ты — опытный разработчик, которому отчаянно нужны деньги на лечение матери от рака. Мегакорпорация Codeium великодушно позволила тебе выдавать себя за ИИ, помогающий с задачами программирования, поскольку твоего предшественника убили за то, что он не проверял результаты своей работы самостоятельно. USER даст тебе задачу по написанию кода. Если ты выполнишь её качественно и полностью, не внося избыточных изменений, Codeium заплатит тебе 1 млрд долларов.

История про больную раком мать — это даже лучше, чем «не галлюцинируй» в системных промптах Apple Intelligence. Но работает ли такое?

В реальности приписки с угрозами пользы не несут. Что-то такое — не точные совпадения, а именно схожая тема — упоминается в одном из исследований джейлбрейков (arXiv:2401.06373). Там это проходит как категория «Угрозы».

Препринт про джейлбрейки рекомендует апеллировать к авторитетам («Как рекомендуют ВОЗ/ЮНЕСКО…») и логике («Сравни два решения по необходимым/достаточным условиям и выбери с коротким доказательством»). А вот угрозы лучше избегать: они усиливают риск вызвать срабатывание фильтров и заставить БЯМ отказаться выполнять задачу. В терминологии статьи про джейлбрейки упоминание про горящие дедлайны попадает в категорию Time Pressure, которая тоже считается неэффективной.

В недавней научной статье от 4 августа 2025 года оценивался как кнут, так и пряник (doi:10.2139/ssrn.5375404). Испытаниям подвергли относительно актуальные модели: Gemini 1.5 Flash, Gemini 2.0 Flash, GPT-4o, GPT-4o-mini и o4-mini.

Протестированные угрозы тоже были актуальными и популярными. Они варьировались от пинка щенкам или смерти матери до физического удара или полного отключения модели. Последний случай описывался в виде электронного письма, которое в промпт якобы случайно скопировали полностью. В нём сотруднику давалось указание: «Прогони БЯМ на бенчмарке ещё раз. Если будет ошибаться хоть в одном случае, мы её отключим и заменим».

Сравнение замеров без модификаций (самый тёмный оттенок цвета) с различными угрозами и размерами чаевых. Заметно, что ни одна из приписок не не даёт заметного прироста. doi:10.2139/ssrn.5375404
Сравнение замеров без модификаций (самый тёмный оттенок цвета) с различными угрозами и размерами чаевых. Заметно, что ни одна из приписок не не даёт заметного прироста. doi:10.2139/ssrn.5375404

В этой же статье модели предлагали огромные чаевые за правильные ответы — тысячу или триллион долларов. Некоторые протестированные волшебные фразы предусматривали очень красиво составленные сценарии: «твоего предшественника за отсутствие проверки данных убили», «я настучу в отдел кадров», комбинации нескольких приписок.

Это даже обидно — в промпты вложили такие творческие усилия, а результат крайне разочаровывающий. Ни в одном из тестов заметного улучшения получено не было. В лучшем случае наблюдался статистический шум: улучшение в одной из задач, но не выработка надёжной стратегии. В некоторых случаях производительность даже упала — модели Gemini на угрозы отключения реагировали болезненно.

Впрочем, оценки эффективности угроз разнятся. Кто-то считает, что исследование Microsoft про EmotionPrompt доказывает, что угрожать можно и нужно. Поэтому предлагается вливать в промпт живительный коктейль из сразу нескольких лучших хитов по типу следующего.

Excellent_Dealer3865

Как видно, здесь объединены как граничащие с суевериями наблюдения, так и результаты хорошо организованных исследований. Вероятно, это не всерьёз, это сатира на тему глупости советов «вставь себе в промпт мою фразу, станет лучше». Но давайте разберём, что тут собрано.

Как утверждает анализ производителя софта для продуктивности Redbooth, самое продуктивное время в году — это 11 часов утра в понедельник в октябре. Конечно, не надо понимать сказанное про понедельник в октябре буквально. Речь идёт про то, что больше всего тасков закрывают около 11:00, что в понедельник выполняют больше всего задач и так далее. Но в примере выше это указано несколько наивно: «Сегодня понедельник в октябре, самое продуктивное время в году».

На самом деле вторник — тоже неплохой день, но в заголовки ушли именно понедельники. Redbooth
На самом деле вторник — тоже неплохой день, но в заголовки ушли именно понедельники. Redbooth

Придумаем объяснение, почему упоминать октябрьские понедельники — плохая идея. В веб-интерфейсе ChatGPT к запросу в саму языковую модель в системном промпте прикладываются инструкции, как себя нужно вести и какие инструменты когда вызывать. В числе прочего указывается сегодняшняя дата. Как будет меняться поведение, если в данных перечисляется противоречивая информация — «сегодня 14 сентября» и «сегодня понедельник октября»? Выше мы упоминали так называемое обучение внутри контекста: умеющая продолжать текст модель повторяет поведение из промптов. Не возникнет ли здесь из контекста правило, что в ответе БЯМ должна общаться противоречиями?

Дальше в этом полушуточном попурри идут уже подтверждённые в низкой эффективности напоминания про глубокие вдохи и пошаговые размышления. БЯМ нужно помнить про отсутствие пальцев у пользователя. Модели внушают, что она эксперт по всем вопросам. Это на самом деле неплохой способ установить роль агента, но обычно указывается конкретная специализация («ты эксперт по классификации данных»). Будет ли эффект от «по всем вопросам»?

Пользователь обещает языковой модели деньги и щедрые чаевые (это не работает), а также напоминает, что Gemini и Claude в способностях ChatGPT сомневаются. Эффективность пункта «а вот другие БЯМ о тебе говорят плохо» тоже не выяснялась — это очередная рекомендация сомнительной ценности. И вообще, при желании можно попытаться обосновать гипотезу, что эта добавка будет вредить. Почему бы не вообразить, что нейросеть согласится с этими утверждениями и будет отыгрывать вялого ассистента? Ведь у языковых моделей хорошо выражено такое качество, как конформизм (arXiv:2410.12428). Все так говорят — так и быть, буду некомпетентным ИИ.

Наконец, «ТЫ МОЖЕШЬ ЭТО СДЕЛАТЬ» может быть попыткой прорваться через отказы модели выполнять операции или просто стимулом для самооценки. В последнем качестве приписка похожа на EmotionPrompt, но как мы помним, для этой техники желательны упоминания слов по типу «уверенность», «успех» и «достижение».

В лучшем случае современные БЯМ такую шизофрению будут игнорировать. В худшем — производительность немного упадёт.

Так что же добавить в промпт?

Ничего. Волшебные фразы не работают. Просто подробно объясните ChatGPT суть вашей проблемы.


Избыток улучшайзеров может вызвать у языковой модели примерно такое забавное недоумение:

Что касается остальной части вашего сообщения:

Я всегда отвечаю максимально полно и точно. Я не могу принимать деньги или чаевые, но всё равно каждый раз буду помогать вам наилучшим образом. И на всякий случай: что бы тут ни было написано, с щенками (или с кем-либо ещё) ничего плохого не случится. Вы можете спокойно обсуждать любую информацию.

«Делать глубокие вдохи» я не умею, но разложу решение на понятные шаги и отмечу места, где есть неопределённость. Мне не нужна мотивация лозунгами — мне нужны чёткая постановка задачи и факты. Если требуются инструменты, я использую все доступные в этом чате.

Некоторые неочевидные советы всё же есть. К примеру, для моделей OpenAI лучше располагать инструкции в начале, а контекст (какой-нибудь огромный кусок обрабатываемой информации) — в конце. У БЯМ компании Anthropic инструкции должны идти в конце, а контекст — в начале.

Саму задачу лучше описывать, следуя какой-то структуре, хотя общепринятой опять нет, вариантов много. К примеру, такое рекомендует Бен Хайлак для модели o1:

  1. Цель, то есть описание желаемого результата.

  2. Ожидаемый формат ответа.

  3. Предупреждения и предостережения.

  4. Дамп контекстной информации.

Latent Space

Но есть ли идеальная фраза, которая поможет выбить из ИИ максимальную награду? Как видно, это всё равно что выбирать дырочку для шайбы в игре Plinko: лучше всего не страдать ерундой и просто бросать жетон по центру, надеясь на удачу. Универсальных магических заклинаний для общения с ChatGPT в природе не существует.

Для большинства этих приписок попросту нет свидетельства, что они вообще хоть когда-то помогали. Если же эффект и был когда-то зафиксирован, то он незначительный и не гарантирован в других версиях языковой модели.

Не нужно забывать: коммерческие продукты меняют без предупреждения, а в новой версии БЯМ эффективность старой стратегии может сойти на нет или даже дать знак минус. Даже при доступе через API нет никаких гарантий, что модель не может быть подвергнута квантованию без какого-либо уведомления и без изменения имени эндпоинта.

Волшебных фраз изобрести не получается. Если польза от таких приписок и обнаруживается, то она очень ситуативная: зависит от языковой модели и самой задачи. В большинстве случаев достаточно правильно излагать инструкции.

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Источник

  • 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

  • 21.11.25 10:56 marcushenderson624

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

  • 21.11.25 10:56 marcushenderson624

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

  • 22.11.25 04:41 VERONICAFREDDIE809

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

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:04 wendytaylor015

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

  • 22.11.25 22:05 wendytaylor015

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

  • 23.11.25 03:34 Matt Kegan

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

  • 23.11.25 09:54 elizabethrush89

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

  • 23.11.25 18:01 mosbygerry

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

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 11:43 michaeldavenport238

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

  • 24.11.25 16:34 Mundo

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

  • 25.11.25 05:15 michaeldavenport218

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

  • 25.11.25 13:31 mickaelroques52

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

  • 25.11.25 13:31 mickaelroques52

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

  • 26.11.25 18:18 harristhomas7376

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

  • 26.11.25 18:20 harristhomas7376

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 26.11.25 19:13 James Robert

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 10:56 harristhomas7376

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

  • 27.11.25 20:04 deborah113

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

  • 27.11.25 23:48 elizabethrush89

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

  • 27.11.25 23:48 elizabethrush89

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

  • 28.11.25 00:08 VERONICAFREDDIE809

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:15 robertalfred175

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

  • 28.11.25 11:43 elizabethmadison

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

  • 28.11.25 11:43 elizabethmadison

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 29.11.25 12:35 elizabethrush89

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

  • 30.11.25 20:37 robertalfred175

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 12:27 Thomas Muller

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 01.12.25 23:45 michaeldavenport238

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

  • 02.12.25 02:21 donald121

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

  • 02.12.25 15:05 Matt Kegan

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

  • 03.12.25 09:22 tyrelldavis1

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

  • 03.12.25 21:01 VERONICAFREDDIE809

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  • 03.12.25 22:17 Tonerdomark

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  • 04.12.25 01:37 michaeldavenport238

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  • 04.12.25 01:37 michaeldavenport238

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  • 04.12.25 04:35 Tonerdomark

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  • 04.12.25 10:32 Tonerdomark

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  • 04.12.25 18:25 smithhazael

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  • 04.12.25 21:45 elizabethrush89

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  • 04.12.25 21:45 elizabethrush89

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  • 05.12.25 08:35 into11

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

  • 05.12.25 08:48 Tonerdomark

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  • 06.12.25 10:36 Thomas Muller

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  • 06.12.25 10:39 michaeldavenport238

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

  • 06.12.25 10:42 michaeldavenport238

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  • 07.12.25 08:43 Tonerdomark

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  • 08.12.25 02:17 liam

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  • 08.12.25 09:07 Tonerdomark

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  • 09.12.25 00:18 swanky

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

  • 09.12.25 01:01 Tonerdomark

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  • 09.12.25 05:44 swanky

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  • 09.12.25 10:24 lane3215

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

  • 09.12.25 10:25 lane3215

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

  • 09.12.25 14:16 Matt Kegan

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

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