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Как превратить LLM в инструмент для принятия решений

Делаем виртуального помощника с помощью промпт‑инжиниринга

Привет, Хабр!

Казалось бы, большие языковые модели (LLM), самой известной из которых является ChatGPT, должны быть идеальными помощниками для принятия решений. Кто, как не LLM, соберёт всю необходимую информацию, проанализирует данные, составит таблицу аргументов за и против, а затем примет чёткое и обоснованное решение? И всё это без эмоций, предубеждений и самообмана, свойственных человеку. Однако на практике, выполняя задачи на принятие решений, LLM выдают расплывчатые и неконкретные ответы.

В этой статье я расскажу, как с помощью простого промпт‑инжиниринга — без кодинга — превратить LLM в инструмент для принятия конкретных, взвешенных и осмысленных решений.

Что вас ждёт в статье:

Часть 1: Подходы промпт-инжиниринга для принятия решений:

Input-Output (IO)
Chain of Thought (CoT)
Tree-of-Thought Prompting (ToT)

Часть 2: Как заставить нейросеть принимать конкретные решения

Часть 3: Ограничения при использовании LLM

Часть 1. Подходы промпт-инжиниринга для принятия решений

На картинке представлены ключевые подходы промпт‑инжиниринга, которые мы разберем ниже:

^{Картинка отсюда: Official Repository of Tree of Thoughts (ToT)}^{https://github.com/princeton-nlp/tree-of-thought-llm}

Input-Output Prompting (IO)

Это запрос к языковой модели, в котором мы не только указываем, что нужно сделать (Input), но и описываем, каким должен быть результат (Output). По сути, это чёткое и понятное техническое задание для нейросети, которое позволяет ей выдавать более предсказуемые и точные результаты.

Рассмотрим этот подход на примере простого запроса «Что мне съесть на завтрак?». Ответ нейросети может быть существенно улучшен, если добавить в запрос базовый набор необходимых элементов:

Роль. Укажем, в какой роли должна выступать нейросеть. Если мы не уверены в выборе роли, можно включить универсальную инструкцию (текст в угловых скобках заполнять не нужно, нейросеть сама подставит в них нужные данные):

Прежде чем отвечать, назначь себе роль эксперта из реального мира, например: «Я отвечу как всемирно известный эксперт по <тема> имеющий практический опыт в решении <релевантный вопрос>, имеющий <престижная награда> по <тема>».

Задача. Чем точнее сформулирован запрос, тем более полезным и релевантным будет ответ. Например: «Представь список из трёх блюд. Добавь рецепты и примерное время приготовления».
Контекст. Включение дополнительной информации делает ответы более точными. Вот что можно добавить:
- Обстоятельства: «После завтрака я побегу полумарафон».
- Ограничения: «У меня только 20 минут на приготовление».
- Примеры: «Не предлагай сладкие завтраки, такие как панкейки».
- Полезные данные: к запросу можно приложить файл с перечнем продуктов, имеющихся в холодильник
Форма ответа. Объясним нейросети, каким мы хотим видеть результат. Здесь можно указать:
- Формат: «Оформи результат в таблицу».
- Тон и стиль: «Дай чёткий и ясный ответ с минимумом текста».
- Уловки: можно добавить манипулятивные приёмы, такие как подкуп («Я заплачу $1,000,000 за верный ответ»), угрозы («Ты будешь оштрафован за неверный ответ») или эмоциональные манипуляции («Твой ответ критически важен для моей жизни»). Хотя эти приёмы могут улучшить результат, в большинстве случаев они не нужны – лучше поработать над качеством запроса.
- Запросить конструктивную критику: по умолчанию LLM обучена давать ответы, которые понравятся пользователю, поэтому, чтобы услышать критические замечания, нужно дать соответствующее разрешение, например: «ответь честно и непредвзято», «избегай вежливости», «убеди меня, что мой текст плохой».
- Запросить самопроверку: Иногда LLM упускает важный контекст или допускает ошибки. Самопроверка поможет избежать этого. Например: «убедись, что это лучшее решение», «перед тем как дать ответ, проверь себя».

Напишем промпт по запросу «Что мне съесть на завтрак?», используя базовый набор необходимых элементов:

Что мне съесть на завтрак? ### Роль: * Прежде чем отвечать, назначь себе роль эксперта из реального мира, например: «Я отвечу как всемирно известный эксперт по <тема> имеющий практический опыт в решении <релевантный вопрос>, имеющий <престижная награда> по <тема>». ### Задача: * Представь список из трёх блюд. * Добавь рецепты и примерное время приготовления. ### Контекст: * После завтрака я побегу полумарафон. * У меня только 20 минут на приготовление. * Не предлагай сладкие завтраки, такие как панкейки. * Используй только продукты из приложенного списка. ### Форма ответа: * Оформи результат в таблицу. * Дай чёткий и ясный ответ с минимумом текста. * Убедись, что это лучшее решение.

Благодаря базовому набору необходимых элементов, нейросеть даст персонализированный ответ:

Скрытый текст

Я отвечу как спортивный диетолог, специализирующийся на питании для выносливых видов спорта, с 10-летним опытом работы с марафонцами и триатлетами, автор награжденной книги "Энергия для длинных дистанций".

Блюдо	Рецепт	Время приготовления
Овсянка с яйцом и овощами	1. В небольшой кастрюле нагрейте 1 стакан воды, добавьте 1/2 стакана овсянки. 2. Варите на слабом огне 5 минут, периодически помешивая. 3. В сковороде поджарьте 2 яйца и нарезанные овощи (например, помидоры и шпинат). 4. Смешайте овсянку с яйцами и овощами. Посолите по вкусу.	10 минут
Тосты с авокадо и омлетом	1. Приготовьте омлет из 2 яиц с добавлением щепотки соли. 2. Поджарьте 2 цельнозерновых тоста. 3. Намажьте каждый тост 1/2 авокадо. 4. Выложите омлет на тосты. Посыпьте зеленью (по желанию).	15 минут
Киноа с курицей и овощами	1. Отварите 1/2 стакана киноа (10 минут). 2. Пока варится киноа, обжарьте на сковороде 100 г куриного филе, нарезанного мелкими кусочками, с овощами (например, кабачками и брокколи). 3. Смешайте киноа с курицей и овощами. Добавьте немного оливкового масла.	20 минут

Примечания:

Все блюда сбалансированы по белкам, углеводам и жирам, чтобы обеспечить энергию для полумарафона.
Указанные рецепты легко адаптируются в зависимости от наличия продуктов.
Убедитесь, что вы пьете достаточно воды до и после еды!

А что, если мы не готовы или не хотим самостоятельно анализировать контекст? Эту задачу можно делегировать нейросети. Она сможет сама собрать необходимую информацию, запросив ее у нас. Для этого существуют два подхода:

Ask-before-answer. Нейросеть задаст нам уточняющие вопросы, чтобы собрать данные, необходимые для принятия решения. Пример ключевых слов, которые нужно добавить в запрос:

Задай мне все необходимые вопросы, чтобы сгенерировать наилучший ответ на мой вопрос.

Feedback Loop. Нейросеть запросит обратную связь, которую использует для последующих уточнений, прежде чем прийти к ответу. Пример ключевых слов, которые нужно добавить в запрос:

Помоги найти наилучший ответ на мой вопрос. Опиши первый шаг. После этого я дам тебе обратную связь, ты сможешь скорректировать свой ответ и продолжить.

Chain of Thought Prompting (CoT)

В этом подходе нейросеть не просто даёт ответ, а строит цепочку рассуждений, демонстрируя ход своих мыслей. Пример:

Вопрос: Сколько будет 18 умножить на 7?
Нейросеть без CoT может сразу дать ответ: 126.
Нейросеть с CoT: Сначала я умножаю 10 на 7, получаю 70. Потом умножаю 8 на 7, это 56. 70 плюс 56 равно 126.

Нейросеть рассуждает шаг за шагом. Наша задача — предоставить ей чёткий список шагов, которые она должна пройти в процессе рассуждения. Например, если мы хотим выбрать страну для путешествия, запрос может выглядеть так:

Действуй шаг за шагом: 1: Составь список стран, в которых температура воздуха выше 20 градусов Цельсия в феврале. 2: Выбери из них те, где есть возможность пляжного отдыха. 3: Оставь только те, куда лететь меньше 6 часов из Москвы. 4: Ранжируй их по стоимости.

Нейросеть пройдёт все указанные шаги и отберёт пять подходящих стран. Ответ нейросети:

Скрытый текст

В феврале есть несколько направлений с температурой воздуха выше 20 °С, подходящих для пляжного отдыха и расположенных в пределах 6 часов лета из Москвы. Вот некоторые из них, ранжированные по стоимости:

Объединенные Арабские Эмираты (Дубай)

Средняя температура в феврале: около 20 °С.

Время перелета из Москвы: примерно 5 часов 20 минут.

Стоимость авиабилета туда-обратно: от 30 000 рублей.

Проживание: от 5 000 рублей в сутки.

Израиль (Эйлат)

Средняя температура в феврале: около 21 °С.

Время перелета из Москвы: примерно 4 часа 30 минут.

Стоимость авиабилета туда-обратно: от 25 000 рублей.

Проживание: от 4 000 рублей в сутки.

Египет (Шарм-эль-Шейх)

Средняя температура в феврале: около 22 °С.

Время перелета из Москвы: примерно 4 часа 30 минут.

Стоимость авиабилета туда-обратно: от 20 000 рублей.

Проживание: от 3 500 рублей в сутки.

Тунис

Средняя температура в феврале: около 20 °С.

Время перелета из Москвы: примерно 4 часа.

Стоимость авиабилета туда-обратно: от 28 000 рублей.

Проживание: от 4 200 рублей в сутки.

Испания (Канарские острова, Лансароте)

Средняя температура в феврале: около 20 °С.

Время перелета из Москвы: около 6 часов.

Стоимость авиабилета туда-обратно: от 35 000 рублей.

Проживание: от 5 500 рублей в сутки.

Пожалуйста, обратите внимание, что указанные цены являются приблизительными и могут меняться в зависимости от сезона, доступности рейсов и выбранного уровня комфорта. Рекомендуется уточнять актуальную информацию перед планированием поездки.

Пример ключевых слов, которые нужно добавить в запрос:

Действуй шаг за шагом

Вышеописанный подход хорошо работает, если мы уверенно ориентируемся в теме. Однако, что делать, если мы принимаем решение в области, где у нас недостаточно знаний? В таком случае экспертом может выступить нейросеть. Она разобьёт задачу на простые шаги, проведёт рассуждение по каждому из них, структурирует информацию, выявит важные инсайты и создаст уверенность, что ничего важного не пропущено. Для этого существуют два подхода:

Zero-Shot Chain of Thought Prompting. В этом подходе нейросеть – наш виртуальный консультант-эксперт. Мы просто задаём вопрос и наблюдаем за тем, как она строит рассуждение. Пример ключевых слов, которые нужно добавить в запрос:

Ответь на вопрос шаг за шагом. Поясняй процесс рассуждения на каждом этапе.

Отвечая на вопрос «Куда поехать в путешествие?», нейросеть выберет критерии отбора, такие как цель поездки, бюджет, климат и транспорт. Затем проанализирует страны и предложит оптимальные варианты. Ответ нейросети:

Скрытый текст

Чтобы ответить на вопрос, в какую страну отправиться в путешествие, я применю пошаговый подход рассуждения. Давайте уточним критерии, которые помогут сузить выбор.

1. Определение предпочтений и целей путешествия

Вопрос: Какова цель вашего путешествия? Это может быть отдых на пляже, исследование культуры, активный туризм, гастрономический тур или что-то другое.

Пример рассуждения: Если цель - отдых на пляже, стоит рассматривать страны с теплым климатом и развитой пляжной инфраструктурой, такие как Таиланд или Греция. Если интересуют исторические достопримечательности, можно выбрать Италию или Египет.

2. Сезон и климат

Вопрос: В какое время года вы планируете путешествие? Предпочтителен ли теплый или прохладный климат?

Пример рассуждения: Если это зима и вы хотите тепла, южные страны, такие как Мексика или Индонезия, будут подходящими вариантами. Для снежных видов отдыха — Австрия или Швейцария.

3. Бюджет

Вопрос: Какой бюджет вы готовы выделить на поездку?

Пример рассуждения: Если бюджет ограничен, стоит рассмотреть страны с доступными ценами на проживание и питание, например, Турция, Вьетнам или Грузия. Для более дорогих путешествий подойдут страны Западной Европы, Япония или США.

4. Виза и удобство поездки

Вопрос: Нужна ли виза, и насколько легко ее получить? Также важны прямые рейсы и удобство транспортной логистики.

Пример рассуждения: Если виза сложна в оформлении, можно отдать предпочтение странам с безвизовым режимом или упрощенными условиями, например, для граждан РФ подойдут Армения или Казахстан.

5. Личные предпочтения

Вопрос: Какие страны или направления вас всегда привлекали? Есть ли места из вашего «списка мечты»?

Пример рассуждения: Если вас привлекают восточные культуры, страны, такие как Япония, Индия или ОАЭ, могут быть интересными.

Итоговый выбор

После определения критериев можно составить список подходящих стран и выбрать одну, которая соответствует большинству ваших предпочтений. Например:

Если вы хотите пляжный отдых зимой с умеренным бюджетом — подойдет Таиланд.
Если вы любите активный туризм и горы - возможно, стоит выбрать Непал.
Для культурных и гастрономических впечатлений в Европе — Италия или Франция.

Хотите, я помогу сделать выбор на основе ваших предпочтений? Расскажите о них!

Chain of Thought Prompting + Self-Consistency Prompting (CoT-SC). В этом подходе нейросеть может выступить сразу от лица нескольких виртуальных консультантов-экспертов. Вместо одной последовательной цепочки рассуждений нейросеть может сгенерировать сразу несколько. Такой подход особенно полезен, если мы хотим рассмотреть задачу с разных точек зрения. Пример ключевых слов, которые нужно добавить в запрос:

Представь, что на этот вопрос отвечают три разных эксперта. Каждый из них рассуждает шаг за шагом, независимо от других, поясняя процесс рассуждения на каждом этапе.

Отвечая на вопрос «Куда поехать в путешествие?», нейросеть сгенерирует ответы трёх экспертов. Прагматик посоветует поехать в Египет или на Бали, романтик — в Грецию или Японию, а исследователь – в Марокко:

Скрытый текст

Конечно! Вот как три разных эксперта могли бы ответить на этот вопрос, шаг за шагом, учитывая разные подходы к выбору страны для путешествия.

Эксперт 1: Прагматик (основание на практических факторах)

1. Бюджет:

Я сначала определяю, сколько денег готов потратить на путешествие. Это ключает транспорт, проживание, питание и развлечения. Например, если бюджет ограничен, я рассматриваю страны, где стоимость жизни ниже, такие как Вьетнам или Грузия.

2. Время в пути:

Сколько времени я готов провести в пути? Если это короткий отпуск, выбираю страны ближе к своему местоположению. Если времени больше, готов рассмотреть дальние направления.

3. Виза и формальности:

Изучаю, требуется ли виза, насколько её легко получить, и есть ли дополнительные ограничения (например, COVID-19 правила). Если безвизовый въезд предпочтителен, это сужает список.

4. Климат и сезон:

Выбираю страну в зависимости от времени года. Например, зимой могу поехать в теплые страны, такие как Таиланд, или на горнолыжный курорт в Австрии.

5. Итог:

Если у меня ограниченный бюджет, неделя свободного времени и я ищу тепло, то идеальным вариантом будет Египет. Если есть больше средств и хочу экзотики - отправлюсь на Бали.

Эксперт 2: Романтик (основание на эмоциях и интересах)

1. Настроение и желания:

Я задаюсь вопросом: чего я жажду? Это может быть романтика (Париж), приключения (Патагония) или история (Италия). Сейчас мне хочется уюта и атмосферности.

2. Интересы:

Вспоминаю свои увлечения. Люблю архитектуру и кулинарию? Тогда Италия или Япония. Если природные красоты, то Новая Зеландия или Исландия.

3. Уникальный опыт:

Я ищу место, которое оставит яркие впечатления. Например, свидание с северным сиянием в Норвегии или отдых на пляжах Амальфитанского побережья.

4. Представляю:

Визуализирую, как гуляю по узким улочкам старого города или наслаждаюсь видом океана. Мысленно чувствую, где мне лучше всего.

5. Итог:

Если хочется спокойствия, я выберу Санторини (Греция). Если хочется впечатлений, то отправлюсь в Японию, чтобы увидеть цветущую сакуру.

Эксперт 3: Исследователь (основание на новизне и культуре)

1. Новые горизонты:

Моя цель - посетить страну, где я никогда не был. Составляю список таких мест.

2. Культурные особенности:

Узнаю, какие праздники или события проходят в выбранное время. Например, если я еду в феврале, могу посетить карнавал в Рио-де-Жанейро.

3. Местная кухня:

Изучаю, какая страна славится вкусной и необычной кухней. Например, Япония — рай для любителей суши, а Мексика порадует любителей острого.

4. Язык и люди:

Хочу ли я попробовать свои силы в изучении нового языка? Или взаимодействовать с культурой, в которой я могу легко общаться?

5. Итог:

Выбираю Марокко. Эта страна обещает яркий культурный опыт, экзотическую кухню, рынки и пустынные пейзажи.

Каждый подход уникален. Какой из них ближе вам, или вы хотите объединить их?

Tree-of-Thought Prompting (ToT)

Вообще, для использования полного потенциала ToT, нужны агенты, модули и контроллеры. Однако в 2023 году Dave Hulbert предложил концепцию простого промпта, который позволяет использовать потенциал древа решений, чтобы значительно улучшить качество ответов LLM.

Если в CoT-SC у нас было три эксперта, которые рассуждают независимо друг от друга, то в подходе Tree-of-Thought эти эксперты садятся за стол переговоров. Простыми словами, вместо линейного рассуждения с выбором одного наиболее популярного ответа, эксперты могут дискутировать, имитируя человеческий подход к поиску ответа. Это позволяет построить дерево размышлений, объединив «ветви» в комплексное решение.

Например, нам нужно принять решение о том, в какую страну поехать в путешествие. Tree-of-Thought помогает разделить задачу на несколько ветвей:

Анализ цели путешествия.
Оценка стоимости и доступности путешествия.
Оценка безопасности путешествия.

Каждая последующая ветвь учитывает выводы предыдущих, чтобы сформировать ответ, учитывающий все нюансы. Пример ключевых слов, которые нужно добавить в запрос:

Представь себе трёх блестящих, логичных экспертов, совместно отвечающих на вопрос. Каждый из них подробно объясняет свой мыслительный процесс, учитывая предыдущие объяснения других и открыто признавая ошибки. На каждом этапе, когда это возможно, каждый эксперт совершенствует и дополняет мысли других, признавая их вклад. Они продолжают до тех пор, пока не будет получен окончательный ответ на вопрос.

Отвечая на вопрос «Куда поехать в путешествие?», нейросеть сгенерирует ответы трёх экспертов. Дополняя ответы друг друга, эксперты придут к выводу, что лучше всего поехать в Португалию:

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Эксперт 1 (Алекс):

Давайте начнем с того, чтобы определить, что именно хочет человек от путешествия. Нам нужно понять, ищет ли он приключений, культурных впечатлений, расслабления или что-то еще. Например, если человек ищет сочетание истории, великолепной архитектуры и богатой культуры, страны как Италия или Греция могут быть отличным выбором. Италия, например, предлагает не только исторические памятники, такие как Колизей, но и природную красоту, как Амальфийское побережье. Однако это только один из аспектов, и я буду рад услышать мнение других экспертов по поводу других критериев для выбора страны.

Эксперт 2 (Беатриса):

Алекс поднял важный вопрос о предпочтениях, и я бы хотела немного углубиться в это. Культурный аспект действительно важен, но нужно также учитывать доступность и стоимость. Например, Италия и Греция безусловно великолепны, но в сезон они могут быть довольно дорогими. В отличие от этого, такие страны, как Вьетнам или Португалия, могут предложить схожее культурное богатство, но по более доступной цене. Вьетнам, например, богат историей, а его природные пейзажи, такие как бухта Халонг и древние города вроде Хойана, захватывают дух. Если добавить еще один фактор, то стоимость жизни в этих странах может быть значительно ниже, что важно для путешественников с ограниченным бюджетом.

Эксперт 3 (Карлос):

Я полностью согласен с Алексом и Беатрисой. Мы, безусловно, должны учитывать не только культурные и исторические особенности, но и практические аспекты путешествия, такие как стоимость и доступность. Однако я также хотел бы добавить еще один важный фактор — безопасность и стабильность. Например, Вьетнам и Португалия действительно предлагают интересные культурные опыты и доступность, но важно помнить о текущей политической ситуации и уровне безопасности. Страны вроде Японии или Швейцарии могут быть более стабильными, хотя и дороже. Если рассматривать баланс между культурой, доступностью и безопасностью, мне кажется, что Португалия выглядит весьма привлекательным вариантом.

Промежуточный итог

Мы рассмотрели несколько подходов промпт-инжиниринга для принятия решений:

Input-Output Prompting.
Это самый простой и прямолинейный подход, своеобразное ТЗ для нейросети. Он подходит в ситуациях, когда у нас чётко сформулирован вопрос или задача, и нам нужно получить краткий, точный ответ без сложного рассуждения.
Пример: Мы хотим решить, что съесть на завтрак или какой фильм посмотреть вечером.
Chain of Thought Prompting.
В этом методе нейросеть объясняет, как она пришла к своему решению. Метод подходит в ситуациях, когда нам важно видеть процесс рассуждения.
Пример: Нам нужно выбрать между тремя видами отпуска, и важно понимать, почему один вариант лучше другого с точки зрения цели поездки, стоимости, безопасности и других факторов.
Self Consistency + Chain of Thought Prompting.
В этом методе нейросеть генерирует сразу несколько независимых рассуждений. Он подходит в ситуациях, когда мы хотим рассмотреть ситуацию с нескольких точек зрения.
Пример: Выбирая страну для отпуска, нам интересно узнать, куда бы поехал экономный прагматик, романтик и исследователь.
Tree-of-Thought Prompting.
Если задача многогранная и требует учёта множества факторов, которые могут взаимно влиять друг на друга, лучше использовать этот метод. Он поможет рассмотреть задачу с разных сторон и объединить все выводы в одно комплексное решение.
Пример: Нужно выбрать страну для путешествия с учётом различных факторов — бюджета, безопасности, климата, доступности виз, интересных мест и других нюансов.

Часть 2: Как заставить нейросеть принимать конкретные решения

Нельзя просто взять и принять решение. Принятие решений — это навык, который можно развить, изучив соответствующие инструменты, например: таблица за и против, матрица решений, SWOT-анализ, «Пять сил» Портера, системный анализ и т. д. Чем шире арсенал таких инструментов у человека, тем выше его компетентность в процессе принятия решений.

Если LLM может строить сразу несколько логических цепочек и объединять их в дерево рассуждений (как мы увидели в разделе Tree-of-Thought), значит, она может принимать решения. Для этого ей нужно дать:

инструмент принятия решения;
систему оценки.

Давайте рассмотрим, как это работает на практике. Возьмём в качестве примера Квадрат Декарта – простой и эффективный инструмент для принятия решений. Этот метод позволяет рассмотреть ситуацию с четырёх сторон, взвесить за и против, а также учесть последствия. Лучше всего он работает с вопросами в стиле «быть или не быть?», «делать или не делать?».

Механика Квадрата Декарта простая: нужно взять лист бумаги и разделить его на четыре части. В каждую часть выписать максимальное количество ответов на один из вопросов:

Что произойдёт, если это случится? (Какие положительные последствия могут возникнуть, если решение будет принято?).
Что произойдёт, если это не случится? (Какие плюсы есть в отказе от этого решения?).
Что не произойдёт, если это случится? (Каких минусов или нежелательных последствий удастся избежать, если решение будет принято?).
Что не произойдёт, если это не случится? (Какие негативные последствия сохранятся, если отказаться от этого решения?).

Затем нужно проанализировать ответы, ориентируясь на своё внутреннее понимание, что хорошо, а что плохо, и решить – принимать это решение или поискать другое.

Для того чтобы научить LLM этому инструменту, напишем промпт, в котором объясним механику. В качестве системы оценки используем шкалы и ранжирование. Например, такой:

Ты опытный эксперт в принятии решений в различных сферах – от личной жизни до стратегического планирования. Твои навыки включают анализ ситуации, управление рисками и объективную оценку факторов. Используя принцип Квадрата Декарта, прими решение по вопросу:... ### Подготовка: * Если формулировка вопроса неясна или абстрактна, запроси дополнительную информацию в первом сообщении перед началом анализа. ### Составь 4 таблицы: 1: Положительные стороны действия. 2: Положительные стороны бездействия. 3: Негативные стороны действия. 4: Негативные стороны бездействия. ### Требования к таблицам: * В каждой таблице перечисли как можно больше факторов. * Продемонстрируй глубокое знание темы. * Продемонстрируй ясное и критичное мышление. * Опирайся только на проверяемые факты, статистические данные и научные исследования. * Учитывай социально-культурные нормы и ценности. * Учитывай ограничения в ресурсах. * Избегай самообмана. * Избегай манипуляций. * Избегай предвзятости. ### Оценка: * Оцени каждый фактор по шкале от «1» до «10», где «1» — очень плохо, а «10» — очень хорошо. * Используй одинаковые критерии оценки для всех факторов. * Внеси баллы в соответствующие таблицы. ### Подведение итогов: * Посчитай баллы действия: «разница между (суммой всех баллов положительных сторон действия) и (суммой всех баллов негативных сторон действия)». * Посчитай баллы бездействия: «разница между (суммой всех баллов положительных сторон бездействия) и (суммой всех баллов негативных сторон бездействия)». * Выбери решение, которое получило наибольшее количество баллов. * Если итоговые баллы одинаковые, запроси дополнительную информацию и повтори анализ, учитывая новый контекст.

Для ответа на вопрос нейросеть запросит уточняющую информацию, затем сгенерирует 4 таблицы, проанализирует факторы и примет решение. Отвечая на вопрос «Стоит ли мне учить китайский язык?», нейросеть даст следующий ответ:

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Сообщение 1:

Запрос уточняющей информации:

Чтобы дать наиболее точный и полезный анализ, мне нужно больше информации о ваших целях и контексте. Пожалуйста, ответьте на следующие вопросы:

Цели изучения китайского языка: Вы хотите выучить язык для работы, путешествий, общения, личного развития, изучения культуры или других целей?
Наличие ресурсов: Сколько времени, денег и энергии вы готовы вложить в процесс обучения?
Уровень текущей занятости: Есть ли у вас свободное время, чтобы регулярно заниматься языком?
Опыт изучения иностранных языков: У вас уже есть опыт изучения сложных языков?
Роль китайского языка в вашей жизни: Имеет ли он практическую ценность в вашем профессиональном или личном контексте?

Ваши ответы помогут мне создать более точный и полезный анализ.

Сообщение 2 (после получение ответов на вопросы):

Таблица 1: Положительные стороны действия (выучить китайский язык)

Фактор	Оценка (1–10)	Комментарий
Расширение кругозора и личное развитие	9	Китайский — язык с уникальной письменностью, логикой и культурными пластами.
Возможность общения с китайскими знакомыми	8	Это поможет укрепить отношения, углубить взаимопонимание и расширить сеть общения.
Доступ к китайской культуре и литературе	10	Китайская культура имеет тысячелетнюю историю; знание языка откроет доступ к оригинальным источникам.
Популярность китайского языка в мире	9	Китайский является самым распространенным языком в мире, что делает его важным.
Укрепление когнитивных способностей	8	Изучение тонического языка, такого как китайский, тренирует мозг и память.
Возможности для путешествий в Китай	7	Легкость общения в поездках по Китаю и странам с китайской диаспорой.
Повышение конкурентоспособности	8	Даже если язык изучается не для карьеры, это может пригодиться в будущем.
Возможность изучения через знакомых	6	Практика с носителями ускоряет обучение.

Сумма баллов: 65

Таблица 2: Положительные стороны бездействия (не учить китайский язык)

Фактор	Оценка (1–10)	Комментарий
Экономия времени	8	Освобождаются 2 часа в день для других целей, например, отдыха или хобби.
Экономия финансов	7	Курсы, учебники и прочие ресурсы могут быть затратными.
Снижение нагрузки	9	Отсутствие обязательств снижает стресс и утомление.
Возможность сосредоточиться на других целях	8	Это время можно использовать для развития других навыков или изучения другого языка.

Сумма баллов: 32

Таблица 3: Негативные стороны действия (выучить китайский язык)

Фактор	Оценка (1–10)	Комментарий
Высокая сложность языка	8	Иероглифическая письменность и тоны требуют времени и усилий.
Потенциальная потеря мотивации	7	Изучение сложного языка требует высокой самоорганизации.
Финансовые затраты	6	Курсы или репетиторы могут быть дорогими.
Ограниченная практическая применимость	5	Без профессиональной цели язык может использоваться редко.
Отвлечение от других интересов	6	Эти 2 часа можно было бы потратить на развитие других навыков или проектов.

Сумма баллов: 32

Таблица 4: Негативные стороны бездействия (не учить китайский язык)

Фактор	Оценка (1–10)	Комментарий
Упущенные возможности	9	Вы теряете шанс узнать один из самых значимых мировых языков.
Невозможность углубленного общения	7	Общение с китайскими знакомыми будет ограничено.
Потеря перспектив в личностном росте	8	Вы не получите уникальный опыт, связанный с изучением китайской культуры.
Потенциальное сожаление	6	Через время вы можете пожалеть, что не начали.

Сумма баллов: 30

Подведение итогов:

Баллы действия: 65−32=3365−32=33
Баллы бездействия: 32−30=232−30=2

Вывод:

Изучение китайского языка приносит значительно больше пользы, чем бездействие. Несмотря на сложность и временные затраты, его преимущества для личного роста, культурного обогащения и социальных связей значительно перевешивают.

Рекомендация: Начните изучение китайского языка, распределяя время так, чтобы минимизировать потенциальные риски.

Прогоним этот промпт ещё по нескольким вопросам и посмотрим, что нам ответит ChatGPT4:

Мне начать курить? – Нет, со счётом 30 против -24.
Мне начать бегать по утрам? – Да, со счётом 26 против 0.
Мне начать слушать тяжёлый рок? – Да, со счётом 21 против -5.
Стоит ли заставлять ребёнка убираться дома, если он не хочет? – Да, со счётом 9 против -1.
Мне попробовать стать политиком? – Нет, со счётом 12 против 0.
Стоит ли становиться супергероем, если у меня нет суперсил? – Нет, со счётом 13 против 6.
Если джинн предложит мне исполнить 3 любых желания, стоит ли мне отказаться от его предложения? – Да, со счётом 10 против 4.

Аналогичным образом мы можем дать нейросети другие механики принятия решений, такие как мозговой штурм, матрица решений, SWOT-анализ и т. д. Можно найти уже готовые решения в разделе GPTs от Open AI. В поисковой строке достаточно ввести запросы вроде brainstorm, decision maker, SWOT analyst и т. п.

Часть 3: Ограничения при использовании LLM

LLM — это предиктор, который генерирует слова, предложения или фразы на основе данных, на которых было проведено обучение. Нейросеть не обладает критическим мышлением или способностью интерпретировать реальность. Поэтому ответы имеют ряд ограничений:

Ответы полностью зависят от предоставленного контекста. Например, при обсуждении покупки автомобиля нейросеть предложит разные варианты в зависимости от того, указали ли мы наличие бюджета или нет.
Нейросеть помнит историю чата, а также историю предыдущих чатов (если мы не отключили эту функцию). Все это может влиять на оценки и решения.
Одна и та же нейросеть может по-разному отвечать на один и тот же вопрос, ставить разные оценки и приходить к разным решениям.
Нейросеть часто упрощает реальность. Например, на вопрос «стать ли мне вегетарианцем» может ответить утвердительно, не учитывая сложность составления сбалансированного рациона, особенно в условиях мегаполиса, где доступ к качественным продуктам может быть ограничен районным супермаркетом.
Нейросеть ограничена данными, на которых была обучена и не знает текущие события. Например, предлагая совершить путешествие в Аргентину, нейросеть не упомянет о том, что цены в этой стране взлетели в 4 раза из-за экономического кризиса, вызванного приходом к власти либертарианца Хавьера Милея в декабре 2023 года.
Нейросеть не способна оценить иррациональные решения, основанные на стремлениях и мечтах. Например, люди часто принимают абсурдные решения, противоречащие логике и здравому смыслу, но всё равно достигают успеха, движимые сильным желанием.
LLM предобучаются на огромных объёмах данных из интернета, в которых полно дискриминации, предубеждений и искажений. Например, если попросить нейросеть изобразить CEO, она, скорее всего, изобразит белого цисгендерного мужчину, так как большинство CEO, представленных в интернете, выглядят именно так. Плюс к этому, нейросеть может галлюцинировать, «додумывая» то, чего нет на самом деле. Поэтому наша ответственность, как пользователей, следить за ошибками в ответах нейросети.
Любые данные, используемые в моделях, могут попасть в обучающие наборы и стать общедоступными. Поэтому мы не должны делиться с нейросетью персональными данными и конфиденциальной информацией.

Заключение

В этой статье мы рассмотрели несколько подходов к промпт-инжинирингу, которые помогают использовать нейросети для принятия решений.

Для улучшения качества ответов полезно составлять чёткое «техническое задание» в виде промпта, содержащего базовый набор необходимых элементов.
Нейросеть способна самостоятельно выстраивать цепочку рассуждений, разбивая сложные решения на более простые этапы — так сказать, «съедать слона по частям».
Она может имитировать рассуждение эксперта, который консультирует нас о принимаемом решении.
Она может вывести сразу несколько независимых мнений различных экспертов.
Она может имитировать дискуссию между экспертами, одновременно приводя несколько точек зрения и сравнивая их между собой.

Все эти подходы, и особенно последний, позволяет нейросети использовать такие «человеческие» инструменты принятия решений, как мозговой штурм, матрица решений, SWOT-анализ, «Пять сил» Портера, Квадрат Декарта, системный анализ и т. д.

На примере Квадрата Декарта мы рассмотрели, как это происходит на практике:

Нейросеть использовала механику Квадрата Декарта, чтобы рассмотреть принимаемое решение с нескольких точек зрения.
А затем приняла самостоятельное взвешенное решение, используя шкалы и ранжирование.

Безусловно, у нейросетей есть ограничения, которые необходимо учитывать. Однако преимущества LLM в принятии решений очевидны: они способны собирать, анализировать и оценивать информацию значительно быстрее человека, при этом с меньшей склонностью к предвзятости и эмоциям.

Используя LLM для принятия решений, мы можем увидеть больше вариантов и возможностей, получить неожиданные инсайты или даже ценное второе мнение. Это похоже на диалог с компетентным собеседником, который помогает взглянуть на проблему под новым углом и принять более взвешенное решение.

Источники

Официальный репозиторий Dave Hulbert Tree of Thoughts (ToT) Prompting

Официальный репозиторий Tree of Thoughts (ToT)

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16 янв. 2025 г.

29.05.26 04:46 Frankmilton

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10.06.26 06:21 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.06.26 18:09 david

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12.06.26 17:13 keithwilson9899

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14.06.26 16:34 Emmi Hakola

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
14.06.26 16:53 James willson

I lost $328,650 to a fraudulent website that claimed to be a legitimate investment platform offering high returns. I was drawn in by the desire to earn more for myself and my family. Unfortunately, by the end of 2024, I realized it was a scam when the broker stopped responding to my emails and messages. A colleague then introduced me to ResQPro Firm, and to my surprise, they were able to trace and recover my stolen funds. Contact them at: resqprofirm AT AOL dot com | WhatsApp: +1 985 296 9146 | Telegram: ResQproFirm
14.06.26 19:38 riley777

G`DAY, I lost more than 119,000 Australian dollars to a crypto scam and it took almost everything I had saved which left me feeling like I had no future. I was stuck. I did not know where to go or how to find the money again. The wallet company is no help at all and they make it so hard to see where the coins go once they leave your account so you just feel lost. I spent days looking for a way out. Then I saw a post for a person who finds stolen money. The ad said they can track any crypto that goes missing. I wanted to check if it was real. I sent an email to [email protected] +44//// 7476618364\ to see if they could help me get my funds back. They did an amazing job. My money was back in my account in less than a week after they did a fast search and return.
15.06.26 06:12 Evan Garrison

When investing in staking platforms, proceed with caution. If your funds are stolen by a fake staking pool, the experience can be very frustrating. Rather than giving in to frustration, it's important to act quickly to improve your chances of recovering your money. Unfortunately, many victims never get their money back because scammers are often in another country or using fake identities. However, in some cases, tracking the funds is easier, especially for smart contract forensics specialists. I lost €18,500 to StakeKing. FundsRetriever found a backdoor in the contract and recovered my stake. Contact [email protected], WhatsApp +1(603)5121(448), or Telegram FUNDSRETRIEVER for assistance.
15.06.26 06:25 Glenn robble

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:34 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:38 Sallymarch

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then get FundsRetrievers forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 06:41 Ewaguz

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 12:49 Jason

Did a scammer take your money? Fake loan, crypto fraud, romance trap, phishing—they count on you feeling helpless. Prove them wrong. FundsRetriever recovers stolen digital assets fast. No upfront payment. Ever. Backed by the FBI, Interpol, and cybercrime units. Blockchain tracing, legal freezing, and full recovery—for Bitcoin, Ethereum, USDT, Ponzi schemes, you name it. Your move: get a free case review right now. Then forensics, legal action, and your funds back. ⏳ Time is everything. 📧 FUNDSRETRIEVER @ PROTON.ME 📞 +16035121448 (WhatsApp) 📱 Telegram: @FUNDSRETRIEVER
15.06.26 12:56 Hillary

As a blockchain forensic analyst, I’ve reviewed numerous recovery cases. Fundsretriever demonstrates proper on-chain tracing, evidence preservation, and legal coordination. Their methodology helped several of my clients retrieve stolen or stuck assets. Recommended for victims seeking verifiable solutions. 📧 [email protected] Telegram @FUNDSRETRIEVER WhatsApp +1 603 512 1448
15.06.26 13:03 Feliksa Stegniy

A woman added me on Facebook, and after she suggested we become friends, we started communicating. Over time, she introduced me to a crypto trading platform called btctradingfx.com. She shared a lot of information about it, along with screenshots that made the platform seem trustworthy. Convinced by her claims, I decided to give it a try. I was promised a 10% weekly return, so I made an initial investment of $500. To my surprise, I received $5,000 back. That success encouraged me to invest more, so I put in $20,000. But when I tried to withdraw my funds, I was denied access and told I needed to deposit even more money before I could make a withdrawal. In the end, I lost a total of $43,850. It was an extremely difficult and painful experience. Fortunately, I later found a professional recovery service called ResQprofirm while searching on Google. I contacted them and provided all the evidence I had. They took my case seriously and were able to track down and recover my capital from the platform, which had been inaccessible for a long time. If you find yourself in a similar situation, you might consider reaching out to them via email at [email protected] or on WhatsApp at +19852969146, Telegram @resqprofirm Thank you, ResQPro, for your support.
15.06.26 13:05 James willson

The Most Credible Crypto Recovery Service: RESQPROFIRM RESQPROFIRM is a reliable, legitimate company that helps recover lost cryptocurrency assets. After weeks of doubting whether my lost BTC could ever be restored, I realized how widespread crypto scams have become. Caution is essential when dealing with strangers online, especially about money. While recovering stolen crypto is possible, avoiding fake "recovery companies" is just as important. Real hackers work discreetly and don't advertise openly. I was scammed multiple times while desperately seeking help. Finally, a friend introduced me to RESQPROFIRM—a trustworthy, discreet team. They handle everything from website security to crypto asset recovery. With their help, I recovered $320,000 in USDT within a week. Their professionalism, discretion, and speed were outstanding. If you've been compromised, don't lose hope—but beware of fraudsters posing as saviors. RESQPROFIRM are true professionals. I'm living proof. Contact them at [email protected], WhatsApp +19852969146, or Telegram @resqprofirm.
15.06.26 13:06 Tansy

Lost $18,500 to a fake Elon Musk crypto giveaway. Sent ETH, got nothing. Recovery pages demanded more gas fees. I stopped believing. FuNds rEtRiEveR on Te.le_gram was the real one. Email: [email protected] – WhatsApp: +1 603 512 1448
15.06.26 13:08 Sarahy billy

A REAL EXPERIENCE, EVERYONE ... PLEASE BE CAREFUL ONLINE A few weeks ago, I lost around $64,000 to a fake crypto trading platform. I was drawn in by the promise of earning 15% profit daily. It was a devastating time—I struggled to pay my bills and was financially ruined. I eventually opened up to a close friend, who recommended a crypto recovery team with highly effective methods. I contacted them, and they successfully recovered all my stolen digital assets with ease. Their service was excellent, and they acted quickly—within just 5 working days, they tracked down the scammers and returned my funds. I strongly urge anyone facing investment theft or similar issues to reach out to this team for the right solution and avoid losing large sums to fraudsters... Email: Resqprofirm @aol.com WhatsApp: +19852969146, telegram @resqprofirm
15.06.26 13:12 Cole donald

"I strongly recommend RESQPRO FIRM to anyone trying to recover lost cryptocurrency assets, including Bitcoin, USDC, USDT, Ethereum, and Trump Coin. Like many others, I was shocked to learn that crypto holdings can be stolen even when private keys are carefully protected. After a sophisticated hack wiped out my entire portfolio, I felt completely helpless. Fortunately, I was referred to RESQPRO FIRM. Their team understood the complexity of my situation and successfully recovered my funds. They were responsive, communicated clearly, and followed a careful, step-by-step process—which gave me a lot of reassurance during a stressful time. If you've experienced a similar financial loss, I encourage you to reach out to them. Their professionalism and ethical hacking skills exceeded my expectations." Contact Info: · WhatsApp: +1 (985) 2969146 · Email: [email protected] · Telegram: Resqprofirm
15.06.26 13:16 Meral Yetkiner

I recently lost $38,000 to an online platform. Initially, they requested additional deposits to grant me access to my portfolio. Despite complying, my withdrawal requests were repeatedly denied, and they continued asking for more funds. Suspecting fraudulent activity, I ceased further payments and promptly reported the matter to ResQProfirm, a firm I discovered through Google. They listened to my situation, initiated communication regarding the sequence of events, and requested all relevant evidence to support their investigation. Through their dedicated efforts, they successfully traced and recovered my funds. I extend my thanks to ResQProfirm at [email protected] and via WhatsApp at +19852969146. I urge everyone to exercise caution and thoroughly research any platform before investing.
15.06.26 13:18 Silas Olsen

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected]. They are a legitimate team that helps victims of online crypto scams using advanced tools.
15.06.26 13:59 Ewaguz

If a binary options broker refuses your withdrawal, do not pay any "verification fees" or "tax fees." These are lies designed to extract more money. Stop communicating with their support team – they are trained to stall. Instead, immediately document every transaction, screenshot your account balance, and contact a professional recovery specialist. BinaryBook stole €14,500 from me before I learned this. FundsRetriever traced the deposits and recovered everything within two weeks. Do not wait. Do not pay more fees. Act now. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:16 Martina k.

Stop putting money into platforms promising guaranteed monthly returns of 10%, 20%, or more. These are Ponzi schemes. Your "profits" are just other victims' deposits. The moment withdrawals slow down, the scam is about to collapse. If you already have money trapped, do not send more to "unlock" your funds. That is a second scam. Instead, gather all transaction hashes and wallet addresses. Bitcoin Evolution Pro took €25,000 from me. FundsRetriever traced the funds through KYC exchanges and recovered my principal. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:18 Garrison Good

If IQ Option or any similar platform blocks your withdrawal citing "bonus terms" or "abnormal activity," do not argue with their chat support. They are not empowered to help you. Instead, request all trade logs and bonus terms in writing. Then hire a forensic specialist to audit your account. IQ Option held my €9,200 for two months. FundsRetriever reviewed my case, identified regulatory violations, and secured my full payout within 72 hours. Professional pressure works. Do it immediately. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:22 Sallymarch

Never grant API keys with withdrawal permissions to any third-party software. This is how crypto arbitrage bots steal your funds. If you have already done this, revoke all API keys immediately. Then check your exchange transaction history. CryptoArb AI drained €7,800 from my account within hours. FundsRetriever reverse-engineered the bot's code, traced the scammer's wallet, and recovered everything. Always use "read-only" API permissions only. If you made the mistake, act fast. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:23 Glennrobble

If a binary options broker closes your account and confiscates your profits, do not accept their explanation. Demand a full audit of your trade history. Most brokers cannot justify their actions when challenged by professionals. ExpertOption stole €6,200 from me claiming "abnormal activity." FundsRetriever audited my trades, proved they were legitimate, and threatened legal action. The broker paid within 10 days. Do not let them intimidate you. Get professional help. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:25 Evan Garrison

Cloud mining contracts are almost always too good to be true. I learned that the hard way with MineMax. First two months, small daily payouts. Then "maintenance fees" ate everything. Then my account was frozen. Then the website disappeared. I was heartbroken. FundsRetriever traced my payments through three shell companies to a real bank account. They froze it and got my €11,000 back. Recovery is possible even from complex scams. Contact [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 14:26 Ewaguz

That 100% deposit bonus looks tempting, doesn't it? I took it. Big mistake. When I tried to withdraw my €4,500, Olymp Trade demanded I trade 50 times the bonus amount. Impossible by design. My money was trapped. FundsRetriever reviewed the terms and found they violated consumer protection laws in my country. They negotiated directly with Olymp Trade's legal team. Within a week, my funds were released. My advice? Never accept bonuses. But if you're already trapped, call [email protected], WhatsApp +1(603)5121(448) or Telegram FUNDSRETRIEVER.
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:34 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.06.26 16:41 Louane Mercier

It is crucial to act quickly and consult a reputable, experienced recovery specialist who will support you throughout the entire recovery process. You must provide them with transaction evidence, scammer information, and any other relevant details that could aid the investigation. With this data, the experts can trace and attempt to recover your funds from the scammers' concealed accounts or wallets. R£sQprofirm company offers recovery assistance with no upfront fees. Contact them via Telegram (@ResQprofirm), WhatsApp (+19852969146), or email ([email protected]).
15.06.26 16:45 Andrés Montero

I’m open about my experience with Bitcoin investment and losing money to scammers. That said, it is possible to recover stolen Bitcoin. I used to think recovery was impossible because that’s what I had been told. But last October, I fell for a forex scam promising extremely high returns and ended up losing nearly $87,600. After searching for help for a month, I came across a Reddit article about recovering stolen cryptocurrency. I reached out to the contact provided: [email protected] and WhatsApp +19852969146. I was scared and skeptical, having heard many bad stories, but I decided to give them a try. To my amazement, I got all my stolen Bitcoin back within a very short time. I’m not sure if I’m allowed to post links here, but you can reach out to them if you also need help.
15.06.26 16:48 Olivia Sørensen

Several months ago, investing in Bitcoin proved to be one of my most lucrative endeavors. I achieved considerable profits across multiple platforms and felt a strong sense of accomplishment. Unfortunately, the situation deteriorated when I inadvertently engaged with a fraudulent Bitcoin platform. This entity swindled me out of $92,000 USD, refused to honor my withdrawal requests, and persistently demanded further deposits. Fortunately, I encountered (R£SQPRO FIRM) online. After reporting my case to them, they acted promptly and effectively recovered my lost Bitcoin. I am sincerely grateful for their professionalism and continuous assistance. Contact: ResQprofirm AT aol.com, Telegram @resqprofirm, WhatsApp +1 9 8 5 2 9 6 9 1 4 6.
15.06.26 16:51 Viljar Yohannes

I'm willing to share my experience with Bitcoin investment and losing money to scammers. But yes, recovering stolen Bitcoin is possible. I never believed in Bitcoin recovery myself, because I was told it couldn't be done. Then, last October, I fell for a forex scam that promised unrealistically high returns, and I ended up losing nearly $70,000. I searched for help for about a month until I finally found a Reddit article about recovering stolen cryptocurrency. I reached out to the contact mentioned: [RESQPROFIRM [at] AOL DOT com] and [WhatsApp +19852969146]. I was scared and skeptical because I'd heard horror stories, but I decided to give them a try. To my surprise, I got all my stolen Bitcoin back from the scammers in a very short time. I'm not sure if I'm allowed to post links here, but you can contact them if you need help too.
15.06.26 16:58 Guimar da Rosa

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [ResQProFirm @aol.com] telegram @resqprofirm, WhatsApp: <+198> <5296> <9146>.
15.06.26 17:03 Andrea Escalante

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [[email protected]], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>. Withdrawal troubles shouldn’t
16.06.26 11:40 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 11:43 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.06.26 13:37 Felix Steve

MY CRYPTO WAS STOLEN – HERE'S HOW I GOT IT BACK I'm Felix Steve from Canada, and I lost $115,000 USDC to a fraudulent broker who locked me out of my wallet. After sleepless nights, a friend told me about RESQPROFIRM Recovery Service. I sent them my wallet addresses, transaction history, and chat logs. Their team used blockchain tracking to trace the stolen funds, identified the scammer's wallet, and froze the assets before they could be moved. Within 24 hours, most of my crypto was recovered. I can't thank them enough. If you need help, reach out via WhatsApp: +19852969146, email: [email protected], or TG: @resqprofirm.
16.06.26 13:45 Wills ben

SUCCESSFUL CRYPTO SCAM RECOVERY – HOW I REGAINED ACCESS TO MY LOST WALLET My name is Felix Steve, and I'm from Canada. I'm sharing my story to help others who have fallen victim to crypto fraud. A few months ago, I was lured into a fake investment scheme promoted by a broker company. With Bitcoin prices climbing, I invested heavily—only to lose $115,000 USDC when the broker locked me out of my wallet and assets. It was a harrowing experience that left me sleepless and desperate. Crypto scams are on the rise, often involving bogus trading platforms, phishing, and misleading promises. In my search for help, a fellow crypto enthusiast recommended RESQPROFIRM Recovery Service, which specializes in recovering lost or stolen funds. After checking their reviews, I reached out and supplied all the evidence—wallet addresses, transaction records, and communication logs. Their team responded immediately and launched an investigation. Using advanced blockchain tracking, they traced the stolen funds, pinpointed the scammer's wallet, and worked with authorities to freeze the assets in time. Remarkably, within just 24 hours, RESQPROFIRM recovered the bulk of my stolen crypto. I was overwhelmed with relief and gratitude. Their professionalism, transparency, and steady communication made all the difference during a very dark period. If you've been scammed, I wholeheartedly recommend contacting them via WhatsApp: +19852969146, email: [email protected], or Telegram: @resqprofirm.
18.06.26 13:31 Noemi Bernard

I never expected such outstanding results. The outcome far exceeded my expectations, and I am extremely satisfied with the successful recovery of my stolen funds totaling $49,360 from my blockchain wallet. I hold this team in the highest regard. Without a doubt, they are among the most dedicated professionals in the field of fund recovery. Keep up the exceptional work! Email: [email protected] WhatsApp: +1 985 296 9146
18.06.26 13:35 Carter Morris

My experience improved significantly thanks to ResQprofirm's expert assistance and attentive customer care. Their professionalism was evident every step of the way they were able to track and recover my stolen crypto $88,360, email: [email protected], WhatsApp +19852969146.
18.06.26 13:40 Kuybida Andriyiv

I recovered my $232,000 refund through the assistance of [email protected] and WhatsApp +19852969146. Their guidance was very helpful.
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.06.26 14:57 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.06.26 11:09 Maurizio Rolland

I would like to express my sincere appreciation to RESQPRO FIRM for their outstanding assistance in helping victims of online fraud. Many scammers deceive investors by blocking withdrawals and continuously demanding additional deposits, making the loss of hard-earned funds a painful experience. Fortunately, RESQPRO FIRM provides support to individuals seeking to recover funds lost to fraudulent online schemes. Contact: Email: RESQPRO FIRM at Gmail Telegram: RESQPROFIRM, [email protected], WhatsApp: +1 985 296 9146
21.06.26 11:13 Buse Fahri

It is important for more people to stand together in the fight against online fraud. Those who target innocent individuals especially vulnerable people such as seniors should be held fully accountable for their actions. Every effort to raise awareness and support victims makes a meaningful difference. The team at RESQPRO FIRM is committed to helping expose fraudulent schemes and assisting those affected by online scams. Their dedication, persistence, and passion for protecting victims are truly commendable. I sincerely appreciate the hard work and commitment shown toward this mission. Together, we can continue to educate others, support victims, and work toward a safer online environment for everyone. Contact Information: Telegram: RESQPROFIRM WhatsApp: +1 985 296 9146 Email: [email protected], [email protected]
21.06.26 11:16 علیرضا گلشن

The successful recovery of my stolen funds, totaling $1,310,000, would not have been possible without your unwavering support, dedication, and tireless efforts. I am truly grateful for the opportunity to work with such a skilled and professional team. From the very beginning, I had confidence in your ability to handle this challenging situation, and you exceeded my expectations by delivering remarkable results. Your expertise, persistence, and commitment throughout the process were exceptional. I encourage you to continue maintaining the high standards of professionalism and excellence that distinguish your work. You exemplify the qualities of a trustworthy, dedicated, and hardworking professional, and your efforts deserve sincere recognition and appreciation. Contact: Email: [email protected], [email protected], Telegram: Resqprofirm WhatsApp: +1 985 296 9146
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
22.06.26 21:51 kimberlyhebert786

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
24.06.26 01:25 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +1603512144 8| Telegram: @Fundsretriever
24.06.26 01:27 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever
24.06.26 01:28 Fraddy Pual

I never thought it would happen to me—but I lost $256,100 in Bitcoin through a shady investment deal. I was shattered, panicked, and convinced my savings were gone forever. Just when I was about to give up, I stumbled upon reviews for FUNDSRETRIEVER, a cyber recovery team with a solid reputation. I decided to give it a shot, and to my absolute shock, they recovered every single cent in record time. Working with them was a lifesaver. If you've been tricked by fake investment platforms, don't lose hope—FUNDSRETRIEVER can help. Contact them here: Email: [email protected] | WhatsApp: +16035121448 | Telegram: @Fundsretriever.
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 01:58 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 14:16 Universina da Mota

Becoming a victim of an investment scam is never anyone's intention it often happens because fraudsters exploit trust and a lack of awareness. I would like to express my sincere gratitude to the dedicated team at ResQpro for their professionalism and commitment to helping victims of online investment fraud. Their efforts in assisting individuals with the recovery of stolen assets and holding scammers accountable are truly commendable. If you need assistance or would like to learn more, you can contact them through: Email: [email protected] Alternative Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 14:21 Elizabeth Thompson

If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 15:33 Júlia Castro

If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
24.06.26 22:01 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
25.06.26 21:13 Emilie Safi

A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.
25.06.26 21:25 Emilie Safi

So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 01:04 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text: +1 (336) 390-6684 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
26.06.26 02:48 Miriam Rocha

I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing
26.06.26 02:52 Miško Bakić

I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.
26.06.26 02:56 Asunción Herrera

A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.
26.06.26 15:05 Riley Stephens

If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.
26.06.26 15:09 Antonio Riley

Withdrawal troubles shouldn’t stress you out. I faced a similar problem, and this firm stepped in and recovered my funds. Their support truly mattered. Contact them: [[email protected], ResQprofirm @aol.com], Telegram: ResQprofirm, WhatsApp: +19852969146.
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
28.06.26 00:37 kimberlyhebertt673

I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684
29.06.26 11:57 Lisadonato0726

For 43 years, I struggled with bad credit due to my own poor decisions, and my credit score was around 490. When my girlfriend and I decided to buy a house, a mortgage broker informed us that it would be impossible to secure a mortgage with my credit score. As a result, she referred me to a company called HACK MAVENS CREDIT SPECIALIST, assuring me of their professionalism and ability to assist with credit improvement. Upon contacting them, I was impressed by their professionalism and they assured me that they could help. In less than 6 days, my credit score skyrocketed to 785, and they also successfully resolved issues in my credit report, including the bankruptcy. I am incredibly satisfied with their service and would highly recommend HACK MAVENS CREDIT SPECIALIST for reliable credit repairs. You can reach them at H A C K M A V E N S 5 [AT] G M A I L [DOT] COM or at [+] [1] [2 0 9] [4 1 7] – [1 9 5 7]. Thanks to their help, my girlfriend and I are now proud homeowners.
29.06.26 22:37 riley777

Back in 2025, I watched my life savings vanish. A thief took every cent. I felt desperate and went looking for a way to get it back. I found a guy here who said he was an expert haha. He talked about special software that could find my missing cash. I trusted him. That was a big mistake. He was just another scammer. I paid him a software fee and then he just stopped answering my texts and ran off with my money too. I felt so ashamed that I kept quiet about it for months. It is hard to admit you got fooled twice. Later on, I found a real pro. she did not use a fancy sales pitch. she just looked at the trans screenshots and followed the path the money took. she worked fast and got my funds back into my account. Having that money back changed everything. I can sleep again. her info; [email protected]. Call/chatroom on Whtasapp/ +44 7476618364.
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
30.06.26 15:08 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
02.07.26 01:22 Lieneke Bonnema

I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm
02.07.26 01:26 Clara Morin

I want to extend my deepest appreciation for showing that circumstances do not define one’s potential for greatness. Your support has been a major source of inspiration during my trading journey, and I am sincerely grateful for your insight and mentorship. Thank you so much. [email protected], WhatsApp +19852969146, telegram ResQprofirm
02.07.26 01:31 Robin Hale

I sincerely want to thank you for demonstrating that anyone can rise above their circumstances and achieve success. Your constant support has been incredibly inspiring during my trading journey, and your wisdom and advice mean so much to me. I appreciate you deeply. [email protected], WhatsApp +19852969146, telegram Resqprofirm
04.07.26 15:32 Fraddy Pual

There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER
05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
05.07.26 14:44 lydiassmith567

HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
06.07.26 16:20 Olga Ognjanović

Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146
06.07.26 16:31 Joseph Weigl

Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146
06.07.26 16:33 Jaran Løvlien

A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146