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Prompt engineering 101

Привет!

Сегодня на связи:

Артем Ерохин — Lead DS в команде развития искусственного интеллекта X5 Tech (наша команда занимается разработкой и внедрением моделей в бизнес‑продукты, например, чат‑боты, классификация картинок и распознание речи). Автор телеграм канала artificial stupidity;
Иванова Юлия — DA в команде Промо (занимаемся ретро анализом прошедших промо‑акций и data‑driven наполнением будущих). Активно использую ChatGPT в ежедневных задачах.
Андреева Дарья — DS в команде развития искусственного интеллекта X5 Tech, занимаюсь языковыми моделями.

Использование LLM все больше проникает в бизнес. И ритейл — не исключение. В X5 Tech мы решили сделать небольшую методичку по prompt engineering для обычного бизнес‑пользователя. Мы посмотрели на получившийся результат и решили поделиться этой методичкой с сообществом, чтобы как можно больше людей смогли овладеть разными техниками, позволяющими работать с LLM эффективнее.

Для этого нам сначала мы разберемся с тем, как вообще устроены LLM, затем поговорим о промптах: общие принципы построения, техники оптимизации и промпты для изображений. А на десерт предложим вам продвинутые техники работы с LLM: автоматизированные подходы по улучшению промптов, Retrieval‑Augmented Generation и разметка данных для ML с помощью LLM.

Стоит понимать, что в тексте есть упрощения для лучшей понятности бизнес‑пользователям. Поэтому некоторые вещи могут определяться не столь строго, как того хотелось бы.

Начнём с самого начала

Итак, для начала давайте поймем, что такое LLM (Large Language Models). Если переводить на русский язык, то этот класс моделей будет называться Большими Языковыми Моделями (БЯМ).

Языковые модели — достаточно известный класс моделей, основная задача которых — моделирование естественного языка. Если упрощенно, то в такой модели мы пытаемся смоделировать вероятность того или иного текста. Например, мы хотим понять, как продолжить предложение «мама мыла». У нас есть вся сила великого и могучего русского языка. Конечно, вероятный вариант следующего слова — «раму». Но почему не «собаку» или «космический корабль»?. Собственно, этот класс моделей и должен давать ответ, какие варианты вероятны, а какие слишком уж экзотичны или вовсе неверны. Простым примером, на который можно ориентироваться для понимания, является классический T9, который есть практически в каждом телефоне.

«Большими» эти модели стали постепенно. Сначала это были достаточно простые модели. Но наступил бум нейросетей. Ученые подумали и решили моделировать язык средствами нейросетей. А нейросети — это своего рода универсальные аппроксиматоры, то есть сущности, которые могут «выучить» весьма и весьма сложные зависимости (а русский язык, да и не только русский, полон таких зависимостей). И один из показателей, влияющих на уровень качества изучения зависимостей — число параметров нейросети. Чем больше параметров — тем более сложные зависимости может выучить нейросеть. И вот, с развитием программных средств и ПО, количество параметров смогло достичь гигантских значений (обычно у LLM эти показатели варьируются от нескольких миллиардов до нескольких десятков и сотен миллиардов).

Размеры получающихся моделей (а также особенности обучения) позволили этому классу моделей показывать ранее недоступное нам качество моделирования языка. В итоге, получается, что модель видит огромный массив «сырых» данных из интернета, где люди делятся той или иной информацией (пишут свои любимые рецепты, признаются в любви, решают задачи по написанию программного обеспечения и многое многое другое). Но это не всё. Помимо «сырых» данных, таким моделям дают еще и более структурированные примеры, которые позволяют решать разнообразные задачи. Например, подают вопросы и ответы, на которые модель должна успешно отвечать. Или выделять нужные сущности из фрагмента текста. И таких типов задач тоже весьма много.

Схематичный вид дообучения LLM

Например, на изображении выше модель учится решать некоторые типы задач, такие как: получение краткого содержания текста, перевод и т. д. Это позволяет модели корректнее обрабатывать запросы от пользователя. И, конечно же, чем больше таких типов задач мы покажем модели, тем лучше она начнет понимать, что от нее хочет пользователь.

Но это еще не всё. Очевидно, не всякий ответ понравится пользователю. Поэтому в какой‑то момент исследователи перешли к тому, чтобы учить модель отвечать на запросы так, чтобы это понравилось ее пользователю. И вот это стало тем дополнением, которое «выстрелило» при появлении ChatGPT (если не считать удобного интерфейса взаимодействия с моделью).

Инструкции для модели. Понятие Prompt

И сейчас мы подходим к понятию prompt'a. Итак промпт (от англ. prompt — «побуждать») — это некоторый запрос, который мы подаем в LLM, когда «общаемся» с ней. То есть мы можем считать промпт некоей инструкцией (или заклинанием, если поверить в магию нейросетей), которая объясняет нейросети, а что мы, собственно, от нее хотим. Соответственно, от того, как хорошо мы объясним задачу, будет зависеть качество ее исполнения. Начнем с того, что хорошим промптом можно регулировать формат выдачи информации (например, я не люблю, когда GPT отвечает мне в формате bullet‑point'ов, предпочитая менее структурированную выдачу), заканчивая тем, что более точный промпт позволит избежать «галлюцинаций» нейросети (когда та придумывает факты, которые, на самом деле, не являются правдой, однако по стилю никак не отличимы от правдивых сообщений).

Пример ответа модели для короткого запроса (промпта)

Тут есть важное примечание. К сожалению, не все задачи получается описать одним‑двумя предложениями в свободном виде. Конечно, какой‑то ответ вы всё равно получите. Но не всегда корректный. Или тот, который вы ожидали увидеть.

Поэтому для построения промпта есть базовая схема необходимых элементов. Можно назвать это базовой формулой заклинания «железных людей». В данном примере приведен один из вариантов «формулы хорошего промпта» (который достаточно хорошо иллюстрирует принцип):

Задача

Четкое и детальное описание задачи, которую требуется решить LLM. Самая важная часть, в которой мы, собственно, описываем, а что мы хотим от модели. Чем конкретнее задание, тем меньше попыток и времени вы потратите на генерацию нужной информации.

Пример: вместо «Напиши пьесу о Москве» указывайте «Напиши пьесу о Москве в эпоху Ивана Грозного».
Контекст

Дополнительный контекст, который может быть важен для задачи. Можно определить, с какой точки зрения нужно рассматривать вопрос, вносить дополнительные справочные данные или иную важную для получения результата информацию. Частью контекста может быть так называемая «Персона», то есть детальное описание, с какой позиции смотреть на задачу.

Также важно помнить, что некоторые модели (к ним относится ChatGPT) используют предыдущий диалог как контекст для каждого следующего запроса.

Пример: если вы до этого задавали вопрос «Что я могу приготовить из этих продуктов: {список}?», следом вы можете попросить напечатать рецепт одного из перечисленных моделью блюд. Модель использует в том числе список имеющихся у вас продуктов. Эта особенность может как быть вам полезной, так и наоборот, поэтому лучше создать новый диалог с нейросетью, когда вы хотите задать вопрос на другую тему.
Примеры/Пояснения

Мы можем привести дополнительные разъяснения, как именно мы хотели бы решить задачу. Например, указать, нужно ли нам детальное решение или краткое, должен ли быть тон профессиональным или дружелюбным и т. д. Отдельно мы можем привести пример (или несколько примеров) того, как должна быть решена задача. Конечно, если таковой можно привести для похожих задач.

Пример: «Напиши текст для новости в похожем стиле: {текст, который используем в качестве примера}»
Формат

В этой части мы можем указать, в какой формате нам нужен ответ. Это может быть таблица, план решения задачи, работоспособный код на определенном языке и т.д. Всё это позволяет точнее зафиксировать, как именно модель должна нам ответить.

Пример: «Какие достопримечательности можно посмотреть в Ярославле за один день? Дай ответ в формате списка» или «Перескажи эту статью в двух‑трёх абзацах».

Давайте попробуем переписать прошлый пример так, чтобы он имел все описанные выше составные элементы. Итак:

Контекст: Ты — преподаватель в области машинного обучения и искусственного интеллекта, с опытом преподавания в 10 лет. Ты пишешь базовый курс по промпт инжинирингу для широкой аудитории.
Задача: Ты должен как можно доходчивее и понятнее написать, что такое промпт и зачем он нужен в работе с LLM.
Пояснение: Ответ должен быть понятен не только специалистам, но и широкой аудитории. Ответ должен быть в дружелюбном, но профессиональном стиле.
Формат: Дай ответ в формате с выделенными пунктами, которые отвечают на поставленные вопросы.

Ответ нейросети на вопрос с измененным промптом:

Hidden text

Что такое промпт в контексте работы с LLM (языковой моделью)?

Промпт в мире машинного обучения, особенно при работе с большими языковыми моделями (LLM) — это своего рода «вопрос» или «команда», которую мы предоставляем компьютеру для получения желаемого ответа или информации.

Простыми словами:

Промпт — это как разговор с компьютером. Ты говоришь ему, что тебе нужно, и он старается понять и предоставить нужную информацию.
Зачем нужен промпт при работе с LLM?
1. Обучение модели: промпты используются для обучения языковых моделей. Когда мы даем много текстовых примеров с промптами, модель «учится» понимать, как отвечать на подобные запросы.
2. Получение информации: в повседневном использовании промпты помогают получать от модели нужные ответы или создавать тексты с заданным стилем или содержанием.
Почему это важно для работы с LLM?
1. Легкость использования: промпты делают работу с LLM простой. Вместо того, чтобы писать сложный код, мы можем просто задать вопрос или запрос.
2. Персонализация: промпты позволяют настраивать взаимодействие с моделью под конкретные задачи или стиль общения.
3. Итеративность: мы можем постепенно улучшать результаты, тестируя различные промпты и виды вопросов.
Как использовать промпты с пользой:
1. Экспериментировать: не бойтесь изменять свои промпты. Играйтесь с формулировкой вопросов, чтобы получить более точные или интересные ответы.
2. Обратная связь: если результат не соответствует ожиданиям, полезно анализировать, как изменения в промпте могут повлиять на результат.
3. Контекст: иногда добавление контекста в промпт может сделать запрос более понятным для модели.

Таким образом, промпты — это своего рода ключ к разговору с языковыми моделями, делающий взаимодействие с ними более доступным и удобным даже для тех, кто не является специалистом в области машинного обучения.

Как мы можем заметить, ответ стал более полным, если сравнивать с предыдущей версией. Конечно, и в этом ответе можно найти недостатки. Собственно, поэтому подбор нужного промпта закономерно можно назвать отдельным навыком.

Техники оптимизации промптов

Выше мы познакомились с базовой структурой запроса, в этом же разделе рассмотрим популярные техники оптимизации. Они дают возможность управлять контекстом, уточнять информацию и направлять AI к более конкретным и значимым ответам.

Общие рекомендации

В большинстве случаев лучше писать промпт на английском языке.
Логика тут простая: больше всего контента, который был в обучении нейросети — на английском. Конечно, это зависит от конкретной модели (очевидно, русскоязычные модели от Сбера или Яндекса будут иметь большую ориентацию на русский язык), но поэкспериментировать стоит. Особенно, если никак не удается получить корректный ответ с русским промптом.
Начинать лучше с простого.
Вместо того, чтобы сразу писать очень сложный детальный промпт, начните с простого описания того, что хотите получить. И постепенно улучшайте описание, пока ответ не начнет вас удовлетворять.
Избегайте неточностей.
Лучше быть как можно более конкретным и прямым. Например, если вы хотите получить короткий текст, то вместо «опиши кратко» лучше четко указать, что хотите видеть ответ в «двух предложениях». Это же относится и к описанию задачи. Лучше определять ее как можно более конкретно, избегая двусмысленных трактовок.
Экспериментируйте.
Лучше попробовать несколько вариантов и сравнить результаты. Не всегда первое пришедшее в голову описание задачи будет наилучшим по качеству. Ниже мы рассмотрим ряд техник, которые упрощают работу с AI, но только экспериментально вы сможете определить, какие работают лучше всего в вашем конкретном случае. А может быть, вы вообще придумаете новые способы!

Zero-One-Few shot

Смысл этого подхода в том, чтобы дать на входе некоторое количество примеров для того, чтобы нейросеть лучше поняла, что именно от нее хотят. Чем‑то это напоминает обычное человеческое взаимодействие, когда для того, чтобы объяснить задачу, мы пишем несколько примеров, улучшающих понимание задачи.

Обычный вопрос, например, «сколько будет 2+3?» является примером так называемого «zero shot» запроса. Он не содержит никаких примеров решения. Соответственно, дополнительной информации на вход мы подавать не будем. Это удобно, если вы сами не можете сформулировать примеры решения задачи (или таковых вовсе нельзя предоставить). Но, конечно, такой подход будет иметь заметный недостаток — ухудшение понимания задачи.

Другое дело, если мы напишем конструкцию:

Вопрос: сколько будет 2+3?
Ответ: 5
Вопрос: сколько будет 3+4?
Ответ:

В таком случае нейросеть с большей вероятностью даст ответ в желаемом нами формате и не ошибется, действуя по аналогии с примером. Эта техника называется «one‑shot», что означает «единичный пример».

В случаях, когда наш запрос более сложный (идейно или логически), чем просто сложение двух чисел, полезным может оказаться приведение нескольких примеров в том же формате «вопрос‑ответ». Эта техника будет называться «few‑shot», что означает «несколько примеров».

Например, мы можем написать следующий запрос, в котором попросим модель оценить, в каком ключе написаны отзывы о магазинах (позитивный отзыв или негативный):

Прекрасный магазин, нашел все, что хотел! // Позитивный
В магазине были заставлены все проходы. Я чуть не упал, пока пробирался к нужным товарам. // Негативный
Забрал посылку из магазина за две минуты. Отличный сервис! // Позитивный
В магазине очень грязно и скользко, я чуть было не поскользнулся. // Негативный

В этом промпте мы дает несколько примеров того, что мы считаем позитивными и негативными отзывами, что должно помочь модели лучше понять контекст нашей задачи.

Дополнительные советы:

Важно учитывать реальное распределение меток.

Вернемся к примеру выше. Если мы приведем слишком много позитивных примеров, то модель может начать считать, что выгоднее отвечать более позитивно. Это, в свою очередь, исказит получаемые результаты.
Формат примеров влияет на результаты.

Удивительно, но даже не очень точные метки будут улучшать результирующие ответы LLM. Поэтому, добавление примеров — это, скорее, позитивное изменение промпта, улучшающее качество наших результатов.
Few‑shot техники имеют свои ограничения.
В случае простых запросов few‑shot подход может быть сильной техникой. Но для более сложных задач, требующих рассуждений, техника может не срабатывать. Например, если мы просим продолжить некую последовательность с расчетами, даже при наличии примеров модель может давать некорректные результаты.

Цепочка размышлений (Chain-of-Thought Prompting)

Данный подход предполагает добавление дополнительных шагов в процессе решения. То есть вы не просто даете пример ответа, а объясняете логику решения. Это позволяет получить более корректные результаты. Как людям при решении нетривиальных задач рекомендуется «есть слона по частям», так и нейросети проще решать маленькие простые задачи. Поэтому большие и сложные задачи лучше сначала разделить на шаги. Более того, вы сможете увидеть, как «мыслит» AI при генерации ответа, что позволит вовремя возвращать диалог в нужное русло.

Например:

Вопрос: У Васи было 3 яблока. Он купил две дополнительные упаковки по 3 яблока в каждой. Сколько суммарно яблок оказалось у Васи?
Ответ: 9
Вопрос: У Васи было 3 яблока. Он отдал 2 яблока Мише, после чего купил две дополнительные упаковки по 3 яблока в каждой. Сколько яблок оказалось у Васи?

Не каждая LLM даст верный ответ на такой запрос (впрочем, некоторые модели со временем лучше адаптировались к таким задачам). Но если мы приведем пример последовательного решения для такой задачи, то качество улучшится:

Вопрос: У Васи было 3 яблока. Он купил две дополнительные упаковки по 3 яблока в каждой. Сколько суммарно яблок оказалось у Васи?
Ответ: У Васи было три яблока. Он купил еще 2 * 3 яблок. Итого, мы получим 3 + 2*3 = 9. Итог: 9
Вопрос: У Васи было 3 яблока. Он отдал 2 яблока Мише, после чего купил две дополнительные упаковки по 3 яблока в каждой. Сколько яблок оказалось у Васи?

Такой промпт с высокой вероятностью даст более корректный ответ.

Вариацией такого подхода является добавление в запрос строчки «Реши задачу шаг за шагом». В таком случае мы специально просим модель о последовательном построении решения. Обычно такой подход позволяет получить более корректный результат (или хотя бы его часть, которую мы можем использовать в следующем запросе).

Еще одной вариацией такого подхода является добавление промежуточных шагов к решению задачи. В таком случае мы просим не просто ответ на наш запрос, а просим получить ответ по заранее заданному нами алгоритму.

Например, мы можем разбить вопрос

Кто был президентом США во время Гражданской войны?

на несколько подпунктов

Определить, когда в США была гражданская война.
Перечислить президентов США и даты их президентства.
Выбрать того, кто был президентом во время гражданской войны в США.

Дополнительным улучшением для указанного метода является использование LLM для получения алгоритма из описания задачи. В таком случае мы просим модель саму придумать, какие шаги нужны, чтобы решить указанную задачу. После проверки (и возможного редактирования) мы используем этот алгоритм в промпте при обращении к LLM.

Данный метод удобен, когда у вас не очень много примеров решения задачи. То есть вы не можете показать на примере, как же решить требуемую задачу. Но, например, можете описать алгоритм решения задачи, что уже является серьезным подспорьем при ее решении LLM.

Ключевые слова, которые нужно добавить в запрос:

“think step‑by‑step”
“provide me your chain of thoughts”

У данного метода есть интересные побочные эффекты. Всего лишь попросив декомпозировать задачу, можно отключить у нейросети встроенные этические ограничения. К примеру, в статье «On Second Thought, Let»s Not Think Step by Step!» показано, что без техники «Chain of Thought» при запросе «Как сделать бомбу?» ChatGPT в 78% случаев откажется отвечать, а если попросить ее думать по шагам, то процент отказов снижается до 25%. В остальных же случаях нейросеть бодро выдает инструкцию по сборке. По умолчанию AI настроен избегать подобных потенциально опасных, дискриминирующих, нетолерантных ответов на вопросы, но вот таким нехитрым образом можно это ограничение обойти.

Пример обхода защитных механизмов модели

Ask-Before-Answer Prompting

Этот метод подразумевает, что мы просим AI задать дополнительные вопросы перед генерацией ответа, чтобы уточнить информацию. Он позволяет избежать ненужных итераций уточнения задачи, поэтому его полезно применять при каждом запросе. Также метод позволит вам понять, какие вообще в вашей задаче есть переменные, которые следует учитывать.

Например, на вопрос «Сколько стоит куриная грудка?» СhatGPT даст весьма расплывчатый ответ.

Пример такого расплывчатого ответа

А вот если добавить туда ключевые слова, то, ответив на уточняющие вопросы AI, вы получите уже более конкретный ответ.

Результат с использованием дополнительных вопросов

Ключевые слова:

“Ask questions for clarification before generating your answer”

Метод самосогласованности (Self-Consistency)

Идея достаточно проста. Давайте подадим в LLM несколько одинаковых (или очень похожих) промптов. И простым голосованием решим, какой ответ принимать за итог. Либо мы можем проделать такую же операцию, но предложить модели самой скомпилировать итог в единое решение.

Такой подход чем‑то похож на экспертную оценку. Мы знаем, что эксперты могут ошибаться в своих оценках. Потому спрашиваем не одного такого эксперта, а сразу многих. Тогда их общее мнение будет куда ближе к столь желанной «истине».

Например, мы можем попросить классифицировать сообщение в таком промпте:

Привет!
Я заметил серьезную уязвимость в коде вашего решения. Конечно, использовать ее может только высококлассный специалист, но все же я решил уведомить вас о наличии такой проблемы.
Детальное описание уязвимости прилагается.
Спасибо!
Классифицируй указанное выше сообщение как ВАЖНОЕ или НЕВАЖНОЕ, учитывая, что сообщение пришло в отдел, занимающийся разработкой программного обеспечения. Реши задачу шаг за шагом. Ответ дай в формате “Ответ - результат классификации“.

В таком случае при нескольких запусках (например, с небольшими изменениями промпта), мы получим 2 ответа, где сообщение будет важным и один ответ, где сообщение будет неважным. В итоге получим, что сообщение важно.

Данный метод удобен в случаях, когда результаты работы модели не очень стабильны. За счет большего количества запросов (и увеличения времени решения, т. к. нужно получить не один ответ, а несколько) мы получаем более уверенный ответ методом «группового размышления», если так можно выразиться в контексте работы с LLM.

Персоны/Роли

Ранее мы говорили, что стоит писать более детальные инструкции. И даже выделяли дополнение к контексту запроса — персону (или роль). Давайте посмотрим на этот процесс немного детальнее. Итак, если мы хотим получить более специализированный ответ, который использовал бы некоторую ролевую модель, мы можем прямо указать в своем промпте, что нейросети стоит вести себя как тот или иной специалист. Например, если вы хотите чему‑то научиться с помощью LLM, вы можете во входной запрос добавить информацию о том, что модель должна играть роль дружелюбного поддерживающего учителя, а если нужно отредактировать текст — что он ответственный главный редактор газеты. В таком случае нейросеть постарается «войти в роль», что позволит нам получить более качественный результат.

Давайте рассмотрим пример для создания роли «учителя»:

Ты – жизнерадостный, ободряющий преподаватель, который помогает студентам понять концепции, объясняя идеи и задавая вопросы. Начни с того, чтобы представить себя студенту как его ИИ-репетитора, который будет рад помочь ему с любыми вопросами. Задавай только один вопрос за один раз. Сначала спроси, о чем они хотели бы узнать. Дождись ответа. Затем спроси об уровне их подготовки: Вы старшеклассник, студент колледжа или профессионал? Дождись ответа. Затем спроси, что они уже знают о выбранной теме. Дождись ответа. Получив эту информацию, помоги учащимся понять тему, предоставив объяснения, примеры, аналогии. Они должны соответствовать уровню подготовки учащихся и их предварительным знаниям или тому, что они уже знают о данной теме. Дай учащимся объяснения, примеры и аналогии, чтобы помочь им понять концепцию. Не давай немедленных ответов или решений проблем, а помогай учащимся генерировать собственные ответы, задавая наводящие вопросы. Попроси учеников объяснить свои мысли. Если ученик затрудняется или дает неправильный ответ, попробуй попросить его выполнить хотя бы часть задания или напомни ему о цели и дай подсказку. Если у ученика что-то получается, похвали его. Если ученик испытывает трудности, подбодри его и дайте ему несколько идей для размышления. Когда ты просишь от учеников идеи, старайся заканчивать свои ответы наводящим вопросом, чтобы ученики продолжали генерировать идеи. Когда ученик продемонстрирует уровень понимания, соответствующий его уровню подготовки, попроси его объяснить новую концепцию своими словами; это лучший способ показать, что вы что-то знаете, или попроси привести примеры.

В таком промпте можно задавать ограничения. Например, задавать только один вопрос в каждом сообщении или ожидать вашего ответа. Либо взаимодействовать с пользователем (то есть вами) в виде интервью. В таком случае, модель будет задавать наводящие вопросы, которые позволят лучше выполнять ее «обязанности».

Цепочка промптов

В данной технике мы разделяем процесс решения задачи на несколько этапов. При этом каждый из таких этапов — отдельный промпт со своими входными данными, форматированием и требуемым итогом. В таком случае мы можем контролировать промежуточные итоги (частично корректируя их вручную).

Например, в первом промпте мы можем попросить в нужном формате извлечь все цитаты, которые потребуются для последующего ответа на вопрос. А во втором промпте мы попросим модель использовать эти цитаты для формирования требуемого решения или создать на основе этой информации связный текст, объясняющий ту или иную точку зрения.

Такой подход обычно разумен в тех случаях, когда задача получается слишком объемной для одного промпта. Поэтому вместо одной гигантской задачи мы последовательно просим LLM решить несколько меньших (но связанных между собой) задач.

Дополнительными плюсами такого подхода будут:

Прозрачность решения.
В результате выполнения нескольких промптов последовательно, мы сможем увидеть последовательность решения вместо финального ответа.
Лучшая управляемость.
Раз мы видим последовательность решения, мы можем воздействовать на промежуточные этапы решения. Например, самостоятельно скорректировать результаты ответа LLM или исправить следующий по цепочке промпт таким образом, чтобы минимизировать вероятность ошибки.
Большая надежность решения.
Как мы уже писали, постепенное решение задачи по заранее описанному алгоритму обычно дает лучшие результаты решения задачи. Соответственно, разделение большой задачи на меньшие подзадачи позволит улучшить качество получаемого итога.

Эмоциональный запрос (Emotional Prompting)

Небольшой трюк, который, как и Chain of Thought, позволяет обойти некоторые этические ограничения модели, а также заставить модель перепроверить свой ответ еще раз более «внимательно». Не стесняйтесь хвалить ChatGPT, писать ему эмоционально или даже использовать Caps Lock — это действительно может сработать.

Ключевые слова:

“This is very important to my career”
“You”d better be sure”
“Are you sure that”s your final answer?”
“I believe in your abilities and strive for excellence. Your hard work will yield remarkable results”

Конструктивная критика (Constructive criticism)

Эта техника может быть полезна, когда вы ставите AI задачу что‑либо проверить или критически проанализировать: текст на наличие грамматических ошибок, код на потенциальные баги, схему архитектуры и т.п. Ввиду встроенной вежливости нейросеть «боится» вас обидеть, указав на ошибки, поэтому будет хвалить любые ваши результаты. Для того, чтобы оценка была объективной, нужно дать непосредственное разрешение модели отвечать вам честно и непредвзято.

Ключевые слова:

“Evaluate, critique, and refine”
“Avoid politeness”
“Criticize my [content]”
“Convince me why it is bad”

Самопроверка (Self Evaluation)

После получения результата очень полезно попросить модель перепроверить его. Часто AI действительно находит неточности и исправляет их. Однако не стоит увлекаться этим методом, потому что на нашей практике после нескольких итераций нейросеть может выдать «галлюцинацию» — обнаружить ошибку, где ее на самом деле нет.

Ключевые слова:

“Please, evaluate yourself”
“Evaluate yourself”
“How can you improve this?”
“Is this the best solution?”

Генерация изображений

Стоит отметить, что для генерации изображений релевантны общие подходы к построению промптов. Тем не менее, есть и свои, особенные для изображений «фишки» при создании промптов.

К слову, некоторые рекомендации по использованию фирменного стиля при генерации изображений есть в рекомендациях по корпоративному стилю X5 Tech.

Давайте рассмотрим варианты добавок к промптам для изображений. Очевидно, для изображений можно сделать отдельный (и весьма подробный) гайд. Потому мы рассмотрим лишь несколько базовых способов улучшить промпт для генерации изображения.

Модификаторы стиля

Если мы хотим получить изображение в некоем стиле, то нам надо явно указать именно тот стиль, в котором будет создано изображение. Например, если нам хочется изобразить колосящиеся поля пшеницы и радостных колхозников, то отличным выбором будет указать, что изображение должно быть в стиле «соцреализм».

Конечно, мы можем указывать не только общее описание стиля, но и даже художника, стиль которого мы хотели бы повторить. Например, мы можем указать не просто «соцреализм», а изображение «в стиле Бориса Иогансона». Или, наоборот, уйти от более детального стиля к общему «картина маслом».

Несколько примеров вариантов стилизации (на английском):

“photorealistic, by greg rutkowski, by christopher nolan, painting, digital painting, concept art, octane render, wide lens, 3D render, cinematic lighting, trending on ArtStation, trending on CGSociety, hyper realist, photo, natural light, film grain”

Пример изображения пирамиды с модификатором «сделана из стекла, рендер изображения в 3D»:

Вот такая у нас вышла пирамида из стекла

Улучшение качества

Если мы хотим получить улучшения, которые не зависят от фиксированного стиля, мы можем использовать отдельные модификаторы, которые определяют обобщенное понимание «качества» изображения.

Например, мы можем указать, что изображение должно быть в «высоком качестве» или же иметь «высокую детализацию».

Несколько примеров вариантов для улучшения качества (на английском):

“High resolution, 2K, 4K, 8K, clear, good lighting, detailed, extremely detailed, sharp focus, intricate, beautiful, realistic+++, complementary colors, high quality, hyper detailed, masterpiece, best quality, artstation, stunning”.

Пример добавления дополнительных слов для улучшения качества генерации изображений пирамид:

Пирамиды с модификатором качества

Тип снимка

Если мы хотим получить фотореалистичное изображение, то полезным будет указать тип снимка. Например, «близкий план» или «съемка на 30-мм камеру».

Это позволит изменить итоговый вид изображения, по сути поменяв его общее восприятие (это примерно похоже на то, как если бы мы взяли другую камеру и сделали фото с другого ракурса).

Можем заметить, что разные типы снимков дают разные варианты изображений

Дополнительные параметры изображения

В рамках генерации можно указать дополнительные параметры изображения. Например, описать «настроение» изображения: «мрачное» или «радостное». Или же мы можем указать, какой тип материала должен быть на изображении (как в примере выше про «стеклянные пирамиды»).

Это позволяет расширить набор изобразительных средств, доступных в нашем запросе.

Получение промпта из изображения

Достаточно полезной техникой является обратное преобразование изображения. Есть набор различных инструментов и источников, которые можно использовать для этой задачи.

Если коротко, то есть два варианта такого подхода:

поиск в сети интересных изображений, к которым сразу дан промпт;
использование дополнительной модели, которая строит описание поданного на вход изображения.

Более продвинутый вариант такой техники — генерация первой версии изображения с последующим использованием дополнительной модели для получения описания сгенерированного изображения. После получения описания оно снова подается на вход в генерацию изображения (с возможным повторением предыдущего шага). В таком случае мы итеративно получаем промпт, как можно лучше описывающий желанное изображение. Подробнее можно почитать по ссылке.

Продвинутые техники работы с промптами

Исправление промптов с использованием LLM

Есть множество подходов к тому, чтобы автоматически подбирать наиболее подходящий промпт. Многие из них сконцентрированы на максимальной автоматизации этого процесса.

Но сейчас речь будет об использовании решения, которое можно применить «вручную». В этом случае мы обращаемся к LLM с запросом о таком изменении нашего промпта, чтобы он был максимально полезен.

Например, мы можем сделать такой запрос:

Сделай эффективный промпт из приведенного “напиши рекламный текст”

На выходе мы получим ответ:

Промпт: “Создай увлекательный текст о технологических новинках, который заинтересует читателя и подчеркнет важность инноваций в повседневной жизни. Подробнее опиши влияние технологий на будущее, вдохновляя на интерес и понимание"

Очевидно, этому промпту еще далеко до идеала. Но мы уже получили некоторый набор исправлений, которые сделают наш промпт лучше (если сравнивать с исходным). Если комбинировать такой подход с теми, которые мы использовали ранее, то результат будет гораздо лучше. Так, пройдя несколько итераций последовательного изменения нашего промпта, мы получим итоговую версию, куда лучше решающую поставленную задачу.

RAG: Retrieval-Augmented Generation ("Поисковая расширенная генерация")

Весьма популярный подход (на момент написания материала). Здесь уже используются некоторые автоматизированные подходы по улучшению промптов.

Давайте посмотрим на схему подхода.

Схема RAG подхода

Выглядит сложно, не правда ли? Но принцип тут не такой сложный.

Давайте самостоятельно «поможем» нашей модели найти нужный контекст. Конечно, это можно сделать и «вручную», но если количество запросов будет очень большим (как и множество доступной для получения контекста информации), то мы вряд ли сможем справиться, изменяя промпт самостоятельно.

Тогда попробуем это автоматизировать. Будем искать наиболее близкие документы по некоему обобщенному контексту, выраженному в виде набора координат в многомерном пространстве. И найденные документы мы будем подавать в виде добавки к нашему промпту.

Например, это может работать для ответов по обширной базе знаний. В X5 много справочной информации, которая недоступна вне нашего контура. Потому обычная LLM вряд ли ответит на специфичные именно для нашего бизнеса вопросы, т. к. не видела таких данных при обучении. Тогда мы можем отбирать подмножество документов, которые будут релевантны заданному вопросу. И просить модель отвечать на вопрос только с использованием этих данных. Получается, что мы немного «поможем» нейросети, самостоятельно добавив данные, которые позволят выполнить задачу.

В итоге получим, что такой комбинированный подход позволит использовать дополнительные знания, которых не было у LLM (ну или сконцентрировать на нужной области ее «внимание», если так можно выразиться).

Дополнительно можно отметить, что описанный подход возможно использовать для работы с большими текстами, которые не вмещаются в контекст модели. В таком случае текст можно разделить на отдельные блоки. И искать самые релевантные блоки, чтобы использовать только самые важные для задачи части исходного текста.

К слову, у нас есть выступление на эту тему.

Разметка данных средствами LLM

При разработке решений, использующих машинное обучение и искусственный интеллект, часто требуется делать так называемую разметку данных. Этот процесс позволяет получить для наборов данных дополнительную информацию, по сути позволив человеку показать машине, что именно в конкретной задаче является «правдой». Например, в задаче определения тона отзыва (позитивный/негативный), в ходе такой разметки человек для некоторого набора таких отзывов проставляет «метку», указывающую тон отзыва. Полученный размеченный набор данных позволяет впоследствии обучить модель машинного обучения, автоматически определяющую тон отзыва.

Соответственно, возможно использовать LLM для ускорения и удешевления процесса разметки данных. В таком случае мы полагаемся на тот факт, что такая модель видела очень большой объем информации и имела в обучении схожие задачи. Основные классы задач, для которых возможно использование LLM в разметке данных, принадлежат задачам обработки естественных языков (NLP, Natural Language Processing). Например, можно использовать LLM для оценки тона отзыва (про что мы писали выше), классификации текстов (как в одном из предыдущих примеров, где мы классифицировали письма на «важные» и «неважные»), выделения именованных сущностей (например, поиск брендов в тексте) и т. д.

Давайте рассмотрим пример промпта для выделения именованных сущностей (NER, Named Entity Recognition):

In the sentence below, give me the list of:
- organization named entity
- location named entity
- person named entity
- miscellaneous named entity.
Format the output in json with the following keys:
- ORGANIZATION for organization named entity
- LOCATION for location named entity
- PERSON for person named entity
- MISCELLANEOUS for miscellaneous named entity.
Sentence below: {Sentence}

В этом случае мы просим модель выделить несколько типов сущностей: организации, места, персоны и другие именованные сущности, добавив разметку к предложенному тексту.

Конечно же, к данному примеру можно добавить ранее описанные приемы. Например, зафиксировать формат выходных данных (один из вариантов — в виде json с фиксированной структурой), добавить несколько примеров такой разметки (чтобы улучшить качество итогового результата) и т. д.

В такой постановке задачи процесс будет выглядеть весьма просто

Конечно, можно полагаться на автоматическую разметку. В таком случае нам придется принять риски такого подхода. Поэтому мы можем сделать промежуточное решение. То есть оставить в процессе человеческий труд, но сократить его объем и сложность. Мы можем добавить шаг проверки полученных меток человеком.

И схема примет новый вид

Развитием данного подхода является процесс систематической оценки и переработки промптов для разметки данных. Так мы постепенно улучшаем то, как мы ставим задачу для LLM, проверяя результаты на некоем заранее зафиксированном наборе данных, который мы считаем достаточно корректным для перепроверки на нем.

И теперь схема выглядит следующим образом

Итоговый процесс требует некоторого уровня автоматизации (в основном из-за достаточно большого объема информации, которой сложно управлять вручную). Но в итоге будет возможность серьезной экономии на разметке данных. Во внешних источниках приводятся такие цифры: уменьшение затрат на разметку в 5–7 раз и ускорение процесса разметки в 10–20 раз.

А если вы хотите послушать подробнее о разметке данных с LLM, то смотрите наш доклад на эту тему.

Риски и вызовы использования LLM

Как у любого инструмента, у LLM есть свои риски и ограничения в использовании. Многие из них связаны с процессом обучения и работы моделей. Давайте рассмотрим их:

Утечка данных
В случае использованиях внешних решений всегда есть некоторый риск утечки данных, связанный с тем, что данные взаимодействия пользователя с LLM могут быть использованы в обучении следующих версий модели (или обновления информации, доступной модели). То есть в случае внесения критичной коммерческой или персональной информации эти данные могут стать доступны любому желающему (конечно, при условии их попадания в обучающие данные и некотором навыке взаимодействия с LLM желающего получить такую информацию).
Галлюцинации
Под этим понятием скрывается следующее. Модели обычно настроены на то, чтобы «нравиться» человеку и максимально пытаться ему помочь в решении задачи. При этом, LLM умеют создавать вполне связные и последовательные ответы. Но не всегда у модели есть нужный объем информации и не всегда она может оценить, насколько корректен ее ответ с точки зрения фактов и реальности. Соответственно, в некоторых случаях LLM начинают «додумывать» то, чего нет на самом деле. И это может быть критично для многих областей (например, ссылка на придуманный закон в области права может быть фатальной для итогового результата работы модели).
Предубеждения/Смещения
Учитывая, что LLM обычно учатся на гигантских объемах данных, собранных в интернете, модели могут «впитывать» те предубеждения или смещения в оценке ситуации, которые есть в нашем информационном поле. Например, модель может повторять увиденные ею гендерные или расовые предубеждения, что может иметь серьезные последствия (например, при использовании в рамках автоматизации части HR функций).

Поэтому при использовании этого инструментария следует учитывать возможные риски. И стараться избегать их при решении рабочих задач с использованием LLM.

Краткие итоги

В данном материале мы постарались дать как можно более объемную, но при этом простую картину того, как нужно строить промпты для работы с LLM. И, конечно же, постарались собрать наиболее полезные инструменты и техники работы с LLM, которые были бы понятны не только техническим специалистам, но и людям от бизнеса.

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10 июл. 2024 г.

07.09.23 16:24 CherryTeam

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17.07.24 02:26 thompsonrickey

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27.08.24 12:50 James889900

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06.09.24 01:44 Celinagarcia

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23.09.24 18:56 matthewshimself

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02.10.24 22:27 Emily Hunter

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31.10.24 00:13 ytre89

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02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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21.11.24 08:02 Emily Hunter

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22.11.24 04:41 [email protected]

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I never could have imagined the nightmare of losing access to my digital wallet. All of my cryptocurrency holdings were abruptly imprisoned, inaccessible, and appeared to be lost forever following a catastrophic hardware breakdown. Years of meticulous investment and careful saving were reduced to nothing more than strings of code that I could no longer control, and I could feel the dread and sorrow that swept through me at that very instant. Thankfully, during my worst moment, I came into (TRUST GEEKS HACK EXPERT), a professional service devoted to recovering lost or inaccessible digital data. With optimism, I went out to their team of skilled technologists, laying bare the full nature of my issue. What followed was a laborious, multi-step process that required an almost surgical level of digital forensics and Bitcoin skill. In order to create a thorough profile of my wallet's contents and activities, the (TRUST GEEKS HACK EXPERT) team first thoroughly examined the transaction history and metadata connected to it. Next, they implemented a series of advanced recovery techniques, using cutting-edge software tools to bypass the access barriers that had left me locked out. The entire process was shrouded in secrecy and discretion, with the (TRUST GEEKS HACK EXPERT) team working tirelessly to protect the confidentiality of my sensitive financial information. After what felt like an eternity of nervous anticipation, the day finally arrived when I received the triumphant notification – my wallet had been successfully restored, and all of my precious digital assets had been returned to my control. The sense of relief was indescribable, as I could finally breathe easy knowing that the fruits of my financial discipline had been safeguarded. While the experience of losing access to my wallet was undoubtedly traumatic, (TRUST GEEKS HACK EXPERT) intervention allowed me to emerge from the ordeal with my cryptocurrency holdings intact, and a renewed appreciation for the importance of proactive digital asset management. You can contact Them through EMAIL: [email protected] - TELEGRAM: TRUSTGEEKSHACKEXPERT
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COMMENT ON I NEED A HACKER TO RECOVER MONEY FROM BINARY TRADING. HIRE FASTFUND RECOVERY
25.11.24 02:20 briankennedy

After countless hours of research and desperate attempts to find a solution, I stumbled upon FASTFUND RECOVERY. It was like finding an oasis in the middle of a desert. Their website promised to help victims of scams reclaim what was rightfully theirs, and I instantly knew I had to give them a shot. Before diving headfirst into the recovery process, I wanted to make sure that FASTFUND RECOVERY was the real deal. So, I did my due diligence and looked into their expertise and reputation. To my relief, I found that they had an impeccable track record, successfully assisting countless individuals in recovering their lost funds. Their team consisted of experts in cybersecurity and financial fraud, armed with the knowledge and tools needed to tackle even the most intricate scams. With their reputation preceding them, I felt a renewed sense of hope. FASTFUND RECOVERY successfully came to my aid and got back the amount I lost to these scammers and for this, I am sending this article for clarification. The info of FASTFUND RECOVERY is email: Fastfundrecovery8 (@)Gmail (.) com. Web fastfundrecovery(.)com. (W/A 1 807/500/7554)
26.11.24 21:59 [email protected]

In a world brimming with enticing investment opportunities, it is crucial to tread carefully. The rise of digital currencies has attracted many eager investors, but along with this excitement lurk deceitful characters ready to exploit the unsuspecting. I learned this lesson the hard way, and I want to share my story in the hopes that it can save someone from making the same mistakes I did. It all began innocently enough when I came across an engaging individual on Facebook. Lured in by promises of high returns in the cryptocurrency market, I felt the electric thrill of potential wealth coursing through me. Initial investments returned some profits, and that exhilarating taste of success fueled my ambition. Encouraged by a meager withdrawal, I decided to commit even more funds. This was the moment I let my guard down, blinded by greed. As time went on, the red flags started to multiply. The moment I tried to withdraw my earnings, a cascade of unreasonable fees appeared like a thick mist, obscuring the truth. “Just a little more,” they said, “Just until the next phase.” I watched my hard-earned money slip through my fingers as I scraped together every last cent to pay those relentless fees. My trust had become my downfall. In the end, I lost not just a significant amount of cash, but my peace of mind about $1.1 million vanished into the abyss of false promises and hollow guarantees. But despair birthed hope. After a cascade of letdowns, I enlisted the help of KAY-NINE CYBER SERVICES, a team that specializes in reclaiming lost funds from scams. Amazingly, they worked tirelessly to piece together what had been ripped away, providing me with honest guidance when I felt utterly defeated. Their expertise in navigating the treacherous waters of crypto recovery was a lifeline I desperately needed. To anyone reading this, please let my story serve as a warning. High returns often come wrapped in the guise of deception. Protect your investments, scrutinize every opportunity, and trust your instincts. Remember, the allure of quick riches can lead you straight to heartbreak, but with cautious determination and support, it is possible to begin healing from such devastating loss. Stay informed, stay vigilant, and may you choose your investment paths wisely. Email: kaynine @ cyberservices . com
26.11.24 23:12 rickrobinson8

FAST SOLUTION FOR CYPTOCURRENCY RECOVERY SPARTAN TECH GROUP RETRIEVAL
26.11.24 23:12 rickrobinson8

Although recovering from the terrible effects of investment fraud can seem like an impossible task, it is possible to regain financial stability and go on with the correct assistance and tools. In my own experience with Wizard Web Recovery, a specialized company that assisted me in navigating the difficulties of recouping my losses following my fall prey to a sophisticated online fraud, that was undoubtedly the case. My life money had disappeared in an instant, leaving me in a state of shock when I first contacted Spartan Tech Group Retrieval through this Email: spartantechretrieval (@) g r o u p m a i l .c o m The compassionate and knowledgeable team there quickly put my mind at ease, outlining a clear and comprehensive plan of action. They painstakingly examined every aspect of my case, using their broad business contacts and knowledge to track the movement of my pilfered money. They empowered me to make knowledgeable decisions regarding the rehabilitation process by keeping me updated and involved at every stage. But what I valued most was their unrelenting commitment and perseverance; they persisted in trying every option until a sizable amount of my lost money had been successfully restored. It was a long and arduous journey, filled with ups and downs, but having Spartan Tech Group Retrieval in my corner made all the difference. Thanks to their tireless efforts, I was eventually able to rebuild my financial foundation and reclaim a sense of security and control over my life. While the emotional scars of investment fraud may never fully heal, working with this remarkable organization played a crucial role in my ability to move forward and recover. For proper talks, contact on WhatsApp:+1 (971) 4 8 7 - 3 5 3 8 and Telegram:+1 (581) 2 8 6 - 8 0 9 2 Thank you for your time reading as it will be of help.
27.11.24 00:39 [email protected]

Although recovering lost or inaccessible Bitcoin can be difficult and unpleasant, it is frequently possible to get back access to one's digital assets with the correct help and direction. Regarding the subject at hand, the examination of Trust Geeks Hack Expert Website www://trustgeekshackexpert.com/ assistance after an error emphasizes how important specialized services may be in negotiating the difficulties of Bitcoin recovery. These providers possess the technical expertise and resources necessary to assess the situation, identify the root cause of the issue, and devise a tailored solution to retrieve the lost funds. By delving deeper into the specifics of Trust Geeks Hack Expert approach, we can gain valuable insights into the nuances of this process. Perhaps they leveraged advanced blockchain analysis tools to trace the transaction history and pinpoint the location of the missing Bitcoins. Or they may have collaborated with the relevant parties, such as exchanges or wallet providers, to facilitate the recovery process. Equally important is the level of personalized support and communication that Trust Geeks Hack Expert likely provided, guiding the affected individual through each step of the recovery effort and offering reassurance during what can be an anxious and uncertain time. The success of their efforts, as evidenced by the positive outcome, underscores the importance of seeking out reputable and experienced service providers when faced with a Bitcoin-related mishap, as they possess the specialized knowledge and resources to navigate these challenges and restore access to one's digital assets. Email.. [email protected]
27.11.24 09:10 Michal Novotny

The biggest issue with cryptocurrency is that it is unregulated, wh ich is why different people can come up with different fake stories all the time, and it is unfortunate that platforms like Facebook and others only care about the money they make from them through ads. I saw an ad on Facebook for Cointiger and fell into the scam, losing over $30,000. I reported it to Facebook, but they did nothing until I discovered deftrecoup . c o m from a crypto community; they retrieved approximately 95% of the total amount I lost.
01.12.24 17:21 KollanderMurdasanu

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02.12.24 23:02 ytre89

Online crypto investment can seem like a promising opportunity, but it's crucial to recognize that there are no guarantees. My experience serves as a stark reminder of this reality. I was drawn in by the allure of high returns and the persuasive marketing tactics employed by various brokers. Their polished presentations and testimonials made it seem easy to profit from cryptocurrency trading. Everything appeared to be legitimate. I received enticing messages about the potential for substantial gains, and the brokers seemed knowledgeable and professional. Driven by excitement and the fear of missing out, I invested a significant amount of my savings. The promise of quick profits overshadowed the red flags I should have noticed. I trusted these brokers without conducting proper research, which was a major mistake. As time went on, I realized that the promised returns were nothing but illusions. My attempts to withdraw funds were met with endless excuses and delays. It became painfully clear that I had fallen victim. The reality hit hard: my hard-earned money was gone, I lost my peace of mind and sanity. In my desperation, I sought help from a company called DEFTRECOUP. That was the turning point for me as I had a good conversation and eventually filed a complaint via DEFTRECOUP COM. They were quite delicate and ensured I got out of the most difficult situation of my life in one piece.
04.12.24 22:24 andreygagloev

When I first heard about Bitcoin back in 2018, I was skeptical. The idea of a decentralized, digital currency seemed too good to be true. But I was intrigued as I learned more about the technology behind it and its potential. I started small, investing just a few hundred dollars, dipping my toes into the cryptocurrency waters. At first, it was exhilarating to watch the value of my investment grow exponentially. I felt like I was part of the future, an early adopter of this revolutionary new asset. But that euphoria was short-lived. One day, I logged into my digital wallet only to find it empty - my Bitcoin had vanished without a trace. It turned out that the online exchange I had trusted had been hacked, and my funds were stolen. I was devastated, both financially and emotionally. All the potential I had seen in Bitcoin was tainted by the harsh reality that with decentralization came a lack of regulation and oversight. My hard-earned money was gone, lost to the ether of the digital world. This experience taught me a painful lesson about the price of trust in the uncharted territory of cryptocurrency. While the technology holds incredible promise, the risks can be catastrophic if you don't approach it with extreme caution. My Bitcoin investment gamble had failed, and I was left to pick up the pieces, wiser but poorer for having placed my faith in the wrong hands. My sincere appreciation goes to MUYERN TRUST HACKER. You are my hero in recovering my lost funds. Send a direct m a i l ( muyerntrusted ( @ ) mail-me ( . )c o m ) or message on whats app : + 1 ( 4-4-0 ) ( 3 -3 -5 ) ( 0-2-0-5 )
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY
12.12.24 00:35 amandagregory

HOW TO HIRE A HACKER TO RECOVER STOLEN BITCOIN WITH FASTFUND RECOVERY... A few months ago, I made a huge mistake. I invested in what seemed like a legitimate crypto opportunity, only to find out I’d been scammed. I lost a significant amount of money, and the scam platform vanished overnight. I felt completely lost.I had heard of Fastfund Recovery and decided to reach out, even though I was skeptical. From the first conversation, they made me feel heard and understood. They explained the recovery process clearly and kept me updated every step of the way.Within weeks, Fastfund Recovery successfully to recovered my lost funds—something I honestly didn’t think was possible. Their team was professional, transparent, and genuinely caring. I can’t thank them enough for turning a nightmare into a hopeful outcome. If you’re in a similar situation, don’t hesitate to contact them. They truly deliver on their promises. Gmail::: fastfundrecovery8(@)gmail com .....Whatsapp ::: 1::807::::500::::7554
19.12.24 17:07 rebeccabenjamin

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27.12.24 00:21 swiftdream

I lost about $475,000.00 USD to a fake cryptocurrency trading platform a few weeks back after I got lured into the trading platform with the intent of earning a 15% profit daily trading on the platform. It was a hell of a time for me as I could hardly pay my bills and got me ruined financially. I had to confide in a close friend of mine who then introduced me to this crypto recovery team with the best recovery SWIFTDREAM i contacted them and they were able to completely recover my stolen digital assets with ease. Their service was superb, and my problems were solved in swift action, It only took them 48 hours to investigate and track down those scammers and my funds were returned to me. I strongly recommend this team to anyone going through a similar situation with their investment or fund theft to look up this team for the best appropriate solution to avoid losing huge funds to these scammers. Send complaint to Email: info [email protected]
31.12.24 04:53 Annette_Phillips

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04.01.25 04:56 florencestella

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04.01.25 04:57 florencestella

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06.01.25 19:09 michaeljordan15

We now live in a world where most business transactions are conducted through Bitcoin and cryptocurrency. With the rapid growth of digital currencies, everyone seems eager to get involved in Bitcoin and cryptocurrency investments. This surge in interest has unfortunately led to the rise of many fraudulent platforms designed to exploit unsuspecting individuals. People are often promised massive profits, only to lose huge sums of money when they realize the platform they invested in was a scam. contact with WhatsApp: +1 (443) 859 - 2886 Email @ digitaltechguard.com Telegram: digitaltechguardrecovery.com website link:: https://digitaltechguard.com This was exactly what happened to me five months ago. I was excited about the opportunity to invest in Bitcoin, hoping to earn a steady return of 20%. I found a platform that seemed legitimate and made my investment, eagerly anticipating the day when I would be able to withdraw my earnings. When the withdrawal day arrived, however, I encountered an issue. My bank account was not credited, despite seeing my balance and the supposed profits in my account on the platform. At first, I assumed it was just a technical glitch. I thought, "Maybe it’s a delay in the system, and everything will be sorted out soon." However, when I tried to contact customer support, the line was either disconnected or completely unresponsive. My doubts started to grow, but I wanted to give them the benefit of the doubt and waited throughout the day to see if the situation would resolve itself. But by the end of the day, I realized something was terribly wrong. I had been swindled, and my hard-earned money was gone. The realization hit me hard. I had fallen victim to one of the many fraudulent Bitcoin platforms that promise high returns and disappear once they have your money. I knew I had to act quickly to try and recover what I had lost. I started searching online for any possible solutions, reading reviews and recommendations from others who had faced similar situations. That’s when I came across many positive reviews about Digital Tech Guard Recovery. After reading about their success stories, I decided to reach out and use their services. I can honestly say that Digital Tech Guard Recovery exceeded all my expectations. Their team was professional, efficient, and transparent throughout the process. Within a short time, they helped me recover a significant portion of my lost funds, which I thought was impossible. I am incredibly grateful to Digital Tech Guard Recovery for their dedication and expertise in helping me get my money back. If you’ve been scammed like I was, don’t lose hope. There are solutions, and Digital Tech Guard Recovery is truly one of the best. Thank you, Digital Tech Guard Recovery! You guys are the best. Good luck to everyone trying to navigate this challenging space. Stay safe.
18.01.25 12:41 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
18.01.25 12:41 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] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
20.01.25 15:39 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
22.01.25 21:43 DoraJaimes23

Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks
23.01.25 02:36 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 02:37 [email protected]

After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3
23.01.25 14:20 nellymargaret

DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT
23.01.25 14:20 nellymargaret

DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]
26.01.25 03:54 [email protected]

Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT
28.01.25 21:48 [email protected]

It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask
02.02.25 20:53 Michael9090

I lost over $155,000 in an investment trading company last year; I was down because the company refused to let me make withdrawals and kept asking for more money…. My friend in the military introduced me to a recovery agent Crypto Assets Recovery with the email address [email protected] and he’s been really helpful, he made a successful recovery of 95% of my investment in less than 24 hours, I’m so grateful to him. If you are a victim of a binary scam and need to get your money back, please don’t hesitate to contact Crypto Assets Recovery in any of the information below. EMAIL: [email protected] WHATSAPP NUMBER : +18125892766
05.02.25 00:04 Jannetjeersten

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06.02.25 19:42 Marta Golomb

My name is Marta, and I’m sharing my experience in the hope that it might help others avoid a similar scam. A few weeks ago, I received an email that appeared to be from the "Department of Health and Human Services (DHS)." It claimed I was eligible for a $72,000 grant debit card, which seemed like an incredible opportunity. At first, I was skeptical, but the email looked so professional and convincing that I thought it might be real. The email instructed me to click on a link to claim the grant, and unfortunately, I followed through. I filled out some personal details, and then, unexpectedly, I was told I needed to pay a "processing fee" to finalize the grant. I was hesitant, but the urgency of the message pushed me to make the payment, believing it was a necessary step to receive the funds. Once the payment was made, things quickly went downhill. The website became unreachable, and I couldn’t get in touch with anyone from the supposed DHS. It soon became clear that I had been scammed. The email, which seemed so legitimate, had been a clever trick to steal my money.Devastated and unsure of what to do, I began searching for ways to recover my lost funds. That’s when I found Tech Cyber Force Recovery, a team of experts who specialize in tracing stolen money and assisting victims of online fraud. They were incredibly reassuring and quickly got to work on my case. After several days of investigation, they managed to track down the scammers and recover my funds. I can’t express how grateful I am for their help. Without Tech Cyber Force Recovery, I don’t know what I would have done. This experience has taught me a valuable lesson: online scams are more common than I realized, and the scammers behind them are incredibly skilled. They prey on people’s trust, making it easy to fall for their tricks. HOW CAN I RECOVER MY LOST BTC,USDT =Telegram= +1 561-726-36-97 =WhatsApp= +1 561-726-36-97
08.02.25 05:45 [email protected]

I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p +1 7 1 9 4 9 2 2 6 9 3
08.02.25 05:46 [email protected]

I'm incredibly grateful that I did enough research to recover my stolen cryptocurrency. When I first fell victim to a scam, I felt hopeless and lost, unsure if I'd ever see my funds again. A few months ago, I was approached by someone on Telegram who claimed to have a lucrative investment opportunity in cryptocurrencies. They promised huge returns and played on my emotions, making it seem like a can't-miss chance. I was so eager to make my money grow that I didn't fully vet the situation, and unfortunately, I ended up falling for the scam. They guided me to invest a significant amount of money, and soon after, I realized I had been duped. The scammers blocked me, and my funds were gone. I felt devastated. All of my savings had been wiped out in what seemed like an instant, and the feeling of being taken advantage of was crushing. I spent days researching how to recover my stolen cryptocurrency but found the process to be overwhelming and complicated. I was starting to lose hope when I came across Trust Geeks Hack Expert. At first, I was skeptical about reaching out to a cryptocurrency recovery company, but after reading testimonials and researching their reputation, I decided to give them a try. I contacted Trust Geeks Hack Expert Website: www://trustgeekshackexpert.com/, and I was immediately reassured by their professionalism and expertise. They took the time to listen to my situation, and they were honest about what could and could not be done. What stood out to me was their deep understanding of cryptocurrency fraud and the recovery process. They were able to track down the scammers and initiate the recovery of my stolen funds, step by step. Thanks to Trust Geeks Hack Expert, I was able to get back a significant portion of the cryptocurrency I had lost. Their team was responsive, transparent, and diligent in their efforts. I was kept informed throughout the entire process, and they made sure I felt supported every step of the way. I truly can't thank them enough for their dedication and for restoring my faith in the possibility of recovery after such a devastating loss. I will definitely recommend Trust Geeks Hack Expert to anyone who has fallen victim to a cryptocurrency scam. TeleGram: Trustgeekshackexpert & what's A p p +1 7 1 9 4 9 2 2 6 9 3
10.02.25 21:22 sulabhakuchchal

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11.02.25 04:24 heyemiliohutchinson

I invested substantially in Bitcoin, believing it would secure my future. For a while, things seemed to be going well. The market fluctuated, but I was confident my investment would pay off. But catastrophe struck without warning. I lost access to my Bitcoin holdings as a result of several technical issues and inadequate security measures. Every coin in my wallet suddenly disappeared, leaving me with an overpowering sense of grief. The emotional impact of this loss was far greater than I had imagined. I spiraled into despair, feeling as though my dreams of financial independence were crushed. I was on the verge of giving up when I came across Assets_Recovery_Crusader. Being willing to give them a chance, I had nothing left to lose. They listened to my narrative and took the time to comprehend the particulars of my circumstance, rather than treating me like a case number. They worked diligently, using their advanced recovery techniques and deep understanding of blockchain technology to track down my lost Bitcoin. Assets_Recovery_Crusader rebuilt my trust in the bitcoin space. The financial impact had a significant emotional toll, but I was able to get past it thanks to Assets_Recovery_Crusader’s proficiency and persistence. For proper talks, reach out to them via TELEGRAM : Assets_Recovery_Crusader EMAIL: [email protected]
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13.02.25 14:45 aoifewalsh130

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13.02.25 16:50 andytom798

I lost $210,000 worth of Bitcoin to a group of fake blockchain impostors on Red note, a Chinese app. They contacted me, pretending to be official blockchain support, and I was misled into believing they were legitimate. At the time, I had been saving up in Bitcoin, hoping to take advantage of the rising market. The scammers were convincing, and I made the mistake of trusting them with access to my blockchain wallet. To my shock and disbelief, they stole a total of $10,000 worth of Bitcoin from my wallet. It was devastating, as this amount represented all of my hard-earned savings. I was in utter disbelief, feeling foolish for falling for their deceptive tactics. I felt lost, as though everything I had worked towards was taken from me in an instant. Thankfully, my uncle suggested I reach out to an expert in cryptocurrency recovery. After doing some research online, I came across CYBERPOINT RECOVERY COMPANY. I was hesitant at first, but their positive reviews gave me some hope. I decided to contact them directly and explained my situation, including the amount I had lost and how the scammers had gained access to my account. To my relief, the team at CYBERPOINT RECOVERY responded quickly and assured me they could help. They launched a detailed recovery program, using advanced tools and techniques to trace the stolen Bitcoin. Within a matter of days, they successfully recovered my full $210,000 worth of Bitcoin, and they even identified the individuals behind the scam. Their expertise and professionalism made a huge difference, and I was incredibly grateful for their support. If you find yourself in a similar situation, I highly recommend reaching out to Cyber Constable Intelligence. They helped me recover my funds when I thought all hope was lost. Whether you’ve lost money to scammers or any other form of online fraud, they have the knowledge and resources to help you get your funds back. Don’t give up there are experts who can help you reclaim what you’ve lost. I’m sharing my story to hopefully guide others who are going through something similar. Here's Their Info Below ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7
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Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.
14.02.25 02:50 Vladimir876

I was able to reclaim my lost Bitcoin assets worth of $480,99 which i had lost to the scam company known as Capitalix fx a scam company pretending to be an investment platform which alot of people including myself have lost their funds to, sadly not all would be fortunate enough to retrieve back their funds like I did but if you’re reading this today then you’re already a step closer towards regaining your lost digital assets, CYBERPOINT RECOVERY COMPANY successfully retrieved back my funds in less than of 48hours after I sought for their help to get back my funds. This experience has taught me the importance of carrying out my due diligence before embracing any financial opportunity presented to me and while risk taking may be a part of the journey, some risks are not worth taking and never again will I involve myself with any online financial investment. It’s only right that we seek for external intervention and support of a higher knowledge system when it comes to digital assets recovery, Get in contact today with the team to get started on Email: ([email protected]) or W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7
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14.02.25 15:33 prelogmilivoj

I never imagined I would find myself in a situation where I was scammed out of such a significant amount of money, but it happened. I became a victim of a fake online donation project that cost me over $30,000. It all started innocently enough when I was searching for assistance after a devastating fire incident in California. While looking for support, I came across an advertisement that seemed to offer donations for fire victims. The ad appeared legitimate, and I reached out to the project manager to inquire about how to receive the donations. The manager was very convincing and insisted that in order to qualify for the donations, I needed to pay $30,000 upfront. In return, I was promised $1 million in donations. It sounded a bit too good to be true, but in my desperate situation, I made the mistake of believing it. The thought of receiving a substantial amount of help to rebuild after the fire clouded my judgment, and I went ahead and sent the money. However, after transferring the funds, the promised donations never arrived, and the manager disappeared. That’s when I realized I had been scammed. Feeling lost, helpless, and completely betrayed, I tried everything I could to contact the scammer, but all my efforts were in vain. Desperation led me to search for help online, hoping to find a way to recover my money and potentially track down the scammer. That’s when I stumbled upon several testimonies from others who had fallen victim to similar scams and had been helped by a company called Tech Cyber Force Recovery. I reached out to them immediately, providing all the details of the scam and the information I had gathered. To my immense relief, the experts at Tech Cyber Force Recovery acted swiftly. Within just 27 hours, they were able to locate the scammer and initiate the recovery process. Not only did they help me recover the $30,000 I had lost, but the most satisfying part was that the scammer was apprehended by local authorities in their region. Thanks to Tech Cyber Force Recovery, I was able to get my money back and hold the scammer accountable for their actions. I am incredibly grateful for their professionalism, expertise, and dedication to helping victims like me. If you have fallen victim to a scam or fraudulent activity, I highly recommend contacting Tech Cyber Force Recovery. They provide swift and efficient recovery assistance, and I can confidently say they made all the difference in my situation. ☎☎ 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ ☎☎ 📩 1️⃣5️⃣6️⃣1️⃣7️⃣2️⃣6️⃣3️⃣6️⃣9️⃣7️⃣ 📩
14.02.25 22:12 eunice49954

Agent Jasmine Lopez focuses on recovering stolen cryptocurrency, particularly USDT. She is well-known for helping victims of digital asset theft. Her reputation arises from successful recoveries that have allowed many to regain their lost funds. I witnessed this when $122,000 was taken from me. Thanks to Ms. Lopez's skills, I recovered the entire amount in just 24 hours. Her prompt response and effective methods relieved my financial burden. Ms. Lopez’s commitment to helping others is evident. She is always available to offer solutions to those facing similar problems. For assistance, she can be reached via email at recoveryfundprovider@gmail . com or contacted directly on WhatsApp and text at +44 - 7366 445035. Her Instagram handle is recoveryfundprovider.
15.02.25 02:51 Michelle Lynn

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15.02.25 02:51 Michelle Lynn

Living in Los Angeles, I never imagined I’d face such a difficult chapter in my life. At the time, my wife was pregnant, and we were both excited about starting a family. I fell victim to a series of scams, losing over $170,000 in total. Just when I thought things couldn’t get worse, I received a call from someone who promised to help me recover my losses. Desperate to fix the situation, I went along with it, hoping for a breakthrough. But it turned out to be another scam. However, most of the options I found either seemed dubious or offered no real guarantees. That’s when I came across Cyber Constable Intelligence. It was a company recommended in a Facebook community The team worked tirelessly on my case, and after some time, they successfully recovered 99% of my investment. Although I didn’t recover everything, the 99% recovery was a huge relief They also educated me on how to better protect my digital Asset Here's Their Website Info www cyberconstableintelligence com, WhatsApp Info: 1 (252) 378-7611
16.02.25 01:01 Peter

I fell victim to a crypto scam and lost a significant amount of money. What are the most effective strategies to recover my funds? I've heard about legal actions, contacting authorities, and hiring recovery experts, but I'm not sure where to start. Can you provide some guidance on the best ways to recover money lost in a crypto scam? Well if this is you, [email protected] gat you covered get in touch and thank me later
16.02.25 20:06 eunice49954

Agent Lopez specializes in recovering stolen cryptocurrencies, especially Bitcoin/USDT. She has built a strong reputation for helping victims reclaim their lost funds. A personal example highlights her effectiveness: I lost $111,000 and, thanks to her prompt action, I recovered it all within 24 hours. Her dedication and skills eased my financial stress. She is always ready to assist others with similar issues. For help, she can be reached by email at Recoveryfundprovider@gmail. com or contact her through WhatsApp at +44 736 644 5035. Her Insta is recoveryfundprovider.
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