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Промпт-инжиниринг: как найти общий язык с ИИ

Введение

В последние годы мир информационных технологий переживает настоящую революцию, связанную с развитием искусственного интеллекта (ИИ). Одной из наиболее захватывающих и новых профессий в этой области становится промпт-инжиниринг. Меня зовут Наталья Бруй, я руководитель группы промпт-инженеров MTS AI. В этой статье я расскажу почему эта профессия приобретает всё большую значимость и как можно использовать приёмы промпт-инжиниринга в работе и повседневной жизни.

Промпт-инжиниринг: главное

Промпт-инжиниринг — это процесс создания, настройки и оптимизации текстовых запросов (промптов) для взаимодействия с языковыми моделями, такими как ChatGPT. Эти модели способны генерировать текст, который на удивление точно отвечает на запросы пользователей, но качество ответов напрямую зависит от того, как именно сформулирован промпт. Искусство и наука составления таких промптов и называется промпт-инжинирингом.

Сегодня многие компании всё активнее интегрируют ИИ в свои бизнес-процессы: от обработки клиентских запросов до автоматизации контентных и маркетинговых стратегий. Чем лучше настроен промпт, тем эффективнее и стабильнее модель отвечает на запросы, предлагая более релевантные и точные ответы. Таким образом, работа промпт-инженеров напрямую влияет на эффективность работы ИИ-систем и, следовательно, на конкурентоспособность компаний. В условиях жесткой конкуренции на рынке, это может быть тем самым фактором, который определяет успех или неудачу бизнеса.

Интересно отметить, что с развитием языковых моделей их способность понимать и генерировать текст становится всё более тонкой и сложной. Улучшения в LLM (Large Language Models) открывают новые возможности для промпт-инженеров, делая их работу ещё более захватывающей и важной. Современные модели могут обрабатывать сложные контексты и нюансы, что требует от промпт-инженеров глубоких знаний в разных областях и навыков написания промптов. Все большее распространение получают мультимодальные модели, которые могут обрабатывать и генерировать не только текст, но и картинки, звук и тд. Поэтому промпт-инженеры постоянно пополняю свой арсенал эффективных техник.

Таким образом, промпт-инжиниринг не просто становится одной из ключевых профессий будущего, но и выполняет важнейшую роль в текущем этапе развития ИИ. В условиях стремительного прогресса технологий качество и эффективность взаимодействия с языковыми моделями во многом зависят от мастерства промпт-инженеров, что делает эту профессию не только актуальной, но и чрезвычайно перспективной.

Основные принципы и техники промпт-инжиниринга

Давайте наконец перейдём непосредственно к принципами создания эффективных промптов, которые помогут вам максимально использовать возможности языковых моделей.

Принципы эффективного промптинга

Ясность и точность

Основополагающим принципом в промпт-инжиниринге является ясность и точность формулировки запросов. Ясный и точный промпт должен передавать конкретные инструкции, избегая неоднозначности и лишних деталей. Помните, как мы общаемся с коллегами: чем точнее мы выражаем свои мысли, тем легче нас понять.

Пример:

Если вы хотите, чтобы ИИ сгенерировал описание продукта, избегайте общих фраз, например, "Расскажи о продукте". Вместо этого используйте более конкретный запрос: "Составь текст для описания функций и преимуществ нового смартфона с фокусом на его камере и сроке службы батареи". Так мы даем ИИ необходимый контекст и направляем модель на нужный нам результат.

Значимость точности заключается не только в ясности, но и в возможности задавать направления. Ясные и точные промпты помогают моделям ИИ сосредоточиться на сути вашего запроса и выдавать более подходящие и релевантные ответы.

Проверка и итерация

Даже самые опытные промпт-инженеры не могут с первого раза создать идеальный промпт. Проверка и итерация являются вторым важнейшим принципом в создании эффективных запросов. Этот процесс включает тестирование различных формулировок и подача гибких корректировок на основе полученных ответов.

Начнем с первоначального запроса, проанализируем полученный ответ и затем внесем необходимые изменения. Этот итеративный процесс позволяет последовательно улучшать качество взаимодействия с моделью.

Пример:

Если ваш промпт "Составь текст для описания функций и преимуществ нового смартфона" дал слишком большой акцент на дизайн, скорректируйте его, добавляя уточнения: "Составь текст для описания основных функций, обращая особое внимание на возможности камеры и срок службы батареи".

Процесс проверки и итерации напоминает цикл разработки программного обеспечения, в котором вы постоянно обновляете и уточняете свои функции для достижения оптимального результата. Такая адаптивность делает промпт-инжиниринг особенно интересным и творческим процессом.

Итеративность также позволяет найти баланс между лаконичностью промпта и необходимыми деталями. Так, лучше начинать с обычного запроса и потом добавлять и уточнять контекст, пока модель не выдаст нужный результат.

Разделение на блоки

Согласно опыту многих промпт-инженеров, модели лучше воспринимают инструкции, разделенные на блоки. Например, зачастую промпт можно разделить на 3 блока: контекст, инструкция по обработке контекста и формат вывода ответа. То есть промпт может выглядеть так:

"[Context]:

…

[Instruction]:

…

[Answer format]:

…"

В таком случае можно менять эти блоки местами, и смотреть, не упускает ли модель какую-то переданную ей информацию. Я даю названия блоков в квадратных скобках и на английском языке, чтобы дополнительно выделить это для модели. Также зачастую английский язык лучше воспринимается ИИ, потому что большинство моделей сначала обучается на текстах на английском языке. Здесь стоит заметить, что при использовании английского языка в промпте, где требуется результат на русском, модель может выдать ответ на английском в некоторых случаях. Но тогда можно повторно прогнать промпт и получить ответ на русском.

Техники написания промптов

Профессия промпт-инженера существует уже несколько лет, и за эти годы появилась наработанная база успешных техник написания промптов. Здесь рассмотрим наиболее популярные и универсальные приемы, которые работают на большинстве моделей.

Zero-shot и Few-shot

Если вы хоть раз пользовались ИИ, то наверняка использовали технику Zero-shot, потому что это простой запрос к модели без каких-то дополнений и примеров. Здесь хорошего результата помогает добиться объяснение задачи и выставление требований, таких как стиль, формат вывода и тд.

Техника Few-shot заключается в предоставлении в промпте примеров, которые позволяют кратковременно обучить модель для разового использования. Например, для классификации письма по фильтрам “спам” или “не спам” можно добавить в промпт несколько примеров писем из каждой категории. Эту технику можно использовать для генерации кода на основе представленного контекста, а также для создания контента с тем же стилем, тоном и структурой, как в примерах.

Пример Zero-shot и Few-shot

Однако такие промпты могут быть очень объемными, при этом они очень чувствительны к качеству и формату самого запроса. Соответственно, поиск оптимального промпта может занять продолжительное время, поскольку нужно подобрать самые яркие и подходящие примеры.

Self-Calibration

Еще один простой приём, когда можно попросить модель проверить собственные размышления. Для этого достаточно добавить после основного запроса фразу “Перед тем, как дать ответ, проверь свои рассуждения, чтобы убедиться в правильности ответа”. Это повышает вероятность корректного и правильного ответа на запрос.

Пример Self-Calibration

Chain-of-thought

Chain-of-thought подразумевает ряд промежуточных шагов рассуждения.

Этот метод контрастирует со стандартными промтами, поскольку требует от модели объяснения своих шагов для получения ответа, имитируя мыслительный процесс человека.

Согласно исследованиям, наиболее эффективно данный метод работает на моделях со 100 млрд. параметрами и выше. Чтобы использовать данный приём необходимо в промпт предложить модели рассуждать шаг за шагом. Тогда мы увидим её рассуждения. Подобные шаги можно самим добавлять в промт, в качестве примера направляя модель по необходимому пути рассуждения для решения подобных задач.

Пример Chain-of-thought

Пошаговые рассуждения модели могут являться как плюсом, так и минусом, поскольку так проще отследить, на каком этапе модель может допустить ошибку, но при этом ответ модели получается достаточно большим, что может затруднить его последующую обработку.

CETO

Помимо техник свое развитие также получили и стратегии промптинга, одной из них является СETO промптинг. CETO акроним - context, expert persona, task, output, который является хорошей формовкой для наполнения смыслами и формулировками. В итоге стратегия позволяет гибко сформулировать задачу разбивая ее на смысловые блоки для адаптации модели к потребностям пользователя.

Пример CETO

Собрав блоки воедино, получаем детализированный структурированный промт, основанный на принципах ясности конкретности и открытости. Использование подобных стратегий — это своего рода роадмап для создания определенного вида промтов, чтобы адаптировать модель с учетом конкретных потребностей.

Другие приемы

Также существуют другие необычные приёмы, как например подкуп, угрозы и прочие объяснения почему ИИ нужно сделать что-то качественно. Например, можно предложить модели деньги за правильный ответ и штраф за неправильный, можно угрожать утоплением котят или говорить, что твоя жизнь зависит от ответа модели. Иногда это действительно улучшает результат.

Ошибки при создании промптов

Слишком общие вопросы

Одной из самых распространенных ошибок является создание слишком общих вопросов. Когда запрос формулируется слишком расплывчато, модель не знает, на чем конкретно следует сосредоточиться, и часто выдает размытые и малоинформативные ответы.

Пример ошибки:

- "Расскажи о климатических изменениях."

Исправленный пример:

- "Объясни влияние человеческой деятельности на глобальное потепление за последние 50 лет."

Более конкретный запрос направляет модель на сбор релевантных данных и позволяет получить более полезный и информативный ответ.

Многозначные или двусмысленные промпты

Еще одна частая ошибка — использование многозначных или двусмысленных промптов. Такие запросы могут быть поняты моделью по-разному, что приводит к несовпадающим или даже неправильным ответам.

Пример ошибки:

- "Какие меры по контролю важны?"

В данном случае неясно, о каких мерах идет речь — это может быть контроль за безопасностью, финансовый контроль или даже управление проектами.

Исправленный пример:

- "Какие меры по контролю за кибербезопасностью важны для защиты данных компаний?"

Такой запрос четко указывает, о каком аспекте контроля идет речь, что помогает модели понять задачу и сосредоточиться на правильной информации.

Игнорирование контекста

Игнорирование контекста — еще одна серьезная ошибка. Контекст важен для того, чтобы модель могла понять специфические детали и особенности вашего запроса. Без должного контекста модель может выдать ответы, которые не соответствуют вашим потребностям или ожиданиям.

Пример ошибки:

- "Опиши преимущества нашего нового продукта."

Без дополнительного контекста модель может выдать общие преимущества, которые могут не соответствовать уникальным особенностям вашего продукта.

Исправленный пример:

- "Опиши преимущества нашего нового смартфона, уделяя особое внимание его камере и производительности батареи."

Включение контекста в запрос помогает модели сосредоточиться на специфических характеристиках и выдать более точный и полезный ответ.

Избегание типичных ошибок при создании промптов — это важный шаг к эффективному взаимодействию с языковыми моделями. Старайтесь формулировать запросы так, чтобы они были конкретными, избегайте двусмысленности и всегда предоставляйте необходимый контекст. Понимание и исправление этих ошибок поможет вам улучшить качество получаемых от модели ответов и сделать ваш опыт работы с ИИ максимально продуктивным. В конце концов, успех в промпт-инжиниринге зависит от сочетания точности и внимания к деталям.

Практические примеры успешных промптов

Давайте посмотрим на конкретные примеры применения ИИ для быстрого решения задач.

Пример из бизнеса

Многие мои знакомые не очень любят писать рабочие письма, тем более иногда это отнимает достаточно времени от рабочих задач. Согласитесь, было бы удобно не тратить на это свои силы, а задать параметры и одной кнопкой получить письмо на выходе. Как хорошо, что в современном мире это стало возможным с помощью ИИ.

Составим универсальный промпт, который можно использовать для различных писем. Определимся сначала с переменными параметрами писем. Допустим, нам нужно каждый раз определять тему письма, стиль и получателя. Отправитель, то есть мы, будет постоянным параметром.

Самый простой промпт здесь будет:

Меня зовут Александр. Напиши письмо от моего имени для [получатель] в [стиль] стиле на тему [тема].

Заполним переменные блоки:

Меня зовут Александр. Напиши письмо от моего имени Ивану Сергеевичу Петрову в формальном стиле на тему Заявка на отпуск с 29.08 по 11.09.24

В ответ от модели получим:

Уважаемый Иван Сергеевич,

Прошу Вас рассмотреть мою заявку на ежегодный оплачиваемый отпуск в период с 29 августа 2024 года по 11 сентября 2024 года включительно. Я планирую завершить все текущие задачи и передать свои обязанности ответственному лицу в указанное время, чтобы обеспечить бесперебойную работу отдела.

Благодарю Вас за понимание и надеюсь на положительное решение моего вопроса.

С уважением,

Александр

Модель учла все наши пожелания и выдала подходящее для использования письмо. Благодаря такой структуре промпта, его можно встроить в код, который будет запрашивать необходимые параметры и автоматически по API получать ответ от модели. Но это уже другая история.

Пример из образования

Сегодняшние студенты имеют доступ не только к огромному хранилищу знаний(Интернету), но и к различным ИИ инструментам которые могут ~~написать за вас любой реферат/диплом~~ помочь в обучении и подготовке к экзаменам. С помощью ИИ можно, например, генерировать список вопросов для самопроверки по любому предмету. Здесь в качестве контекста можно передать свои конспекты с лекций и попросить модель на их основе составить вопросы. Мультимодальным моделям, например ChatGPT, можно дать на вход даже видео или аудио запись с лекции, что делает подготовку ещё проще.

Промпт:

Ты преподаватель программирования в университете. Тебе необходимо составить тест из 5 заданий по теме "Строки в Python". Задания должны идти по уровню сложности: от простого к самому сложному. Напиши только сами задания без ответов.

Ответ модели:

Конечно! Вот тест из 5 заданий по теме "Строки в Python":

---

### Задание 1 (простейшее):

Создайте строку, содержащую текст "Hello, World!", и выведите её на экран.

---

### Задание 2 (простое):

Используя метод строки, преобразуйте строку "hello world" в "Hello World".

---

### Задание 3 (средней сложности):

Дана строка: "The quick brown fox jumps over the lazy dog". Напишите код, который заменит все пробелы в этой строке на символы подчёркивания.

---

### Задание 4 (более сложное):

Напишите функцию reverse_words, которая принимает строку и возвращает новую строку, в которой порядок слов обратный. Например, для строки "hello world" результатом будет "world hello".

---

### Задание 5 (самое сложное):

Напишите функцию, которая принимает строку и возвращает True, если строка является палиндромом (читается одинаково вперед и назад, игнорируя пробелы и регистр), и False в противном случае. Игнорируйте символы, не являющиеся буквами или цифрами.

---

Удачи с тестом!

Здесь использован Zero shot промпт с ролью преподавателя программирования и просьбой писать только задачи без ответа. Для получения ответа можно прогнать полученные задания от модели и попросить её дать на них ответ. Или предложить модели свои решения на оценку.

Заключение

В статье были рассмотрены общие советы по написанию промптов, частые ошибки и конкретные приёмы, которые можно использовать в повседневной жизни. Надеюсь, вам была полезна эта статья!

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19 сент. 2024 г.

07.09.23 16:24 CherryTeam

Cherry Team atlyginimų skaičiavimo programa yra labai naudingas įrankis įmonėms, kai reikia efektyviai valdyti ir skaičiuoti darbuotojų atlyginimus. Ši programinė įranga, turinti išsamias funkcijas ir patogią naudotojo sąsają, suteikia daug privalumų, kurie padeda supaprastinti darbo užmokesčio skaičiavimo procesus ir pagerinti finansų valdymą. Štai keletas pagrindinių priežasčių, kodėl Cherry Team atlyginimų skaičiavimo programa yra naudinga įmonėms: Automatizuoti ir tikslūs skaičiavimai: Atlyginimų skaičiavimai rankiniu būdu gali būti klaidingi ir reikalauti daug laiko. Programinė įranga Cherry Team automatizuoja visą atlyginimų skaičiavimo procesą, todėl nebereikia atlikti skaičiavimų rankiniu būdu ir sumažėja klaidų rizika. Tiksliai apskaičiuodama atlyginimus, įskaitant tokius veiksnius, kaip pagrindinis atlyginimas, viršvalandžiai, premijos, išskaitos ir mokesčiai, programa užtikrina tikslius ir be klaidų darbo užmokesčio skaičiavimo rezultatus. Sutaupoma laiko ir išlaidų: Darbo užmokesčio valdymas gali būti daug darbo jėgos reikalaujanti užduotis, reikalaujanti daug laiko ir išteklių. Programa Cherry Team supaprastina ir pagreitina darbo užmokesčio skaičiavimo procesą, nes automatizuoja skaičiavimus, generuoja darbo užmokesčio žiniaraščius ir tvarko išskaičiuojamus mokesčius. Šis automatizavimas padeda įmonėms sutaupyti daug laiko ir pastangų, todėl žmogiškųjų išteklių ir finansų komandos gali sutelkti dėmesį į strategiškai svarbesnę veiklą. Be to, racionalizuodamos darbo užmokesčio operacijas, įmonės gali sumažinti administracines išlaidas, susijusias su rankiniu darbo užmokesčio tvarkymu. Mokesčių ir darbo teisės aktų laikymasis: Įmonėms labai svarbu laikytis mokesčių ir darbo teisės aktų, kad išvengtų baudų ir teisinių problemų. Programinė įranga Cherry Team seka besikeičiančius mokesčių įstatymus ir darbo reglamentus, užtikrindama tikslius skaičiavimus ir teisinių reikalavimų laikymąsi. Programa gali dirbti su sudėtingais mokesčių scenarijais, pavyzdžiui, keliomis mokesčių grupėmis ir įvairių rūšių atskaitymais, todėl užtikrina atitiktį reikalavimams ir kartu sumažina klaidų riziką. Ataskaitų rengimas ir analizė: Programa Cherry Team siūlo patikimas ataskaitų teikimo ir analizės galimybes, suteikiančias įmonėms vertingų įžvalgų apie darbo užmokesčio duomenis. Ji gali generuoti ataskaitas apie įvairius aspektus, pavyzdžiui, darbo užmokesčio paskirstymą, išskaičiuojamus mokesčius ir darbo sąnaudas. Šios ataskaitos leidžia įmonėms analizuoti darbo užmokesčio tendencijas, nustatyti tobulintinas sritis ir priimti pagrįstus finansinius sprendimus. Pasinaudodamos duomenimis pagrįstomis įžvalgomis, įmonės gali optimizuoti savo darbo užmokesčio strategijas ir veiksmingai kontroliuoti išlaidas. Integracija su kitomis sistemomis: Cherry Team programinė įranga dažnai sklandžiai integruojama su kitomis personalo ir apskaitos sistemomis. Tokia integracija leidžia automatiškai perkelti atitinkamus duomenis, pavyzdžiui, informaciją apie darbuotojus ir finansinius įrašus, todėl nebereikia dubliuoti duomenų. Supaprastintas duomenų srautas tarp sistemų padidina bendrą efektyvumą ir sumažina duomenų klaidų ar neatitikimų riziką. Cherry Team atlyginimų apskaičiavimo programa įmonėms teikia didelę naudą - automatiniai ir tikslūs skaičiavimai, laiko ir sąnaudų taupymas, atitiktis mokesčių ir darbo teisės aktų reikalavimams, ataskaitų teikimo ir analizės galimybės bei integracija su kitomis sistemomis. Naudodamos šią programinę įrangą įmonės gali supaprastinti darbo užmokesčio skaičiavimo procesus, užtikrinti tikslumą ir atitiktį reikalavimams, padidinti darbuotojų pasitenkinimą ir gauti vertingų įžvalgų apie savo finansinius duomenis. Programa Cherry Team pasirodo esanti nepakeičiamas įrankis įmonėms, siekiančioms efektyviai ir veiksmingai valdyti darbo užmokestį. https://cherryteam.lt/lt/
08.10.23 01:30 davec8080

The "Shibarium for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH. The Plot Thickens. Someone posted the actual transactions!!!! https://bscscan.com/tx/0xa846ea0367c89c3f0bbfcc221cceea4c90d8f56ead2eb479d4cee41c75e02c97 It seems the article is true!!!! And it's also FUD. Let me explain. Check this link: https://bscscan.com/token/0x5a752c9fe3520522ea88f37a41c3ddd97c022c2f So there really is a "Shibarium" token. And somebody did a rug pull with it. CONFIRMED. But the "Shibarium" token for this confirmed rug pull is a BEP-20 project not related at all to Shibarium, SHIB, BONE or LEASH.
24.06.24 04:31 tashandiarisha

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26.06.24 18:46 Jacobethannn098

LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER
26.06.24 18:46 Jacobethannn098

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04.07.24 04:49 ZionNaomi

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13.07.24 21:13 michaelharrell825

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17.07.24 02:26 thompsonrickey

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18.07.24 20:13 austinagastya

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27.08.24 12:50 James889900

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27.08.24 13:06 James889900

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02.09.24 20:24 [email protected]

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06.09.24 01:35 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
06.09.24 01:44 Celinagarcia

HOW TO RECOVER MONEY LOST IN BITCOIN/USDT TRADING OR TO CRYPTO INVESTMENT !! Hi all, friends and families. I am writing From Alberton Canada. Last year I tried to invest in cryptocurrency trading in 2023, but lost a significant amount of money to scammers. I was cheated of my money, but thank God, I was referred to Hack Recovery Wizard they are among the best bitcoin recovery specialists on the planet. they helped me get every penny I lost to the scammers back to me with their forensic techniques. and I would like to take this opportunity to advise everyone to avoid making cryptocurrency investments online. If you have already lost money on forex, cryptocurrency or Ponzi schemes, please contact [email protected] or WhatsApp: +1 (757) 237–1724 at once they can help you get back the crypto you lost to scammers. BEST WISHES. Celina Garcia.
16.09.24 00:10 marcusaustin

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16.09.24 00:11 marcusaustin

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23.09.24 18:56 matthewshimself

At first, I was admittedly skeptical about Worldcoin (ref: https://worldcoin.org/blog/worldcoin/this-is-worldcoin-video-explainer-series), particularly around the use of biometric data and the WLD token as a reward mechanism for it. However, after following the project closer, I’ve come to appreciate the broader vision and see the value in the underlying tech behind it. The concept of Proof of Personhood (ref: https://worldcoin.org/blog/worldcoin/proof-of-personhood-what-it-is-why-its-needed) has definitely caught my attention, and does seem like a crucial step towards tackling growing issues like bots, deepfakes, and identity fraud. Sam Altman’s vision is nothing short of ambitious, but I do think he & Alex Blania have the chops to realize it as mainstay in the global economy.
01.10.24 14:54 Sinewclaudia

I lost about $876k few months ago trading on a fake binary option investment websites. I didn't knew they were fake until I tried to withdraw. Immediately, I realized these guys were fake. I contacted Sinew Claudia world recovery, my friend who has such experience before and was able to recover them, recommended me to contact them. I'm a living testimony of a successful recovery now. You can contact the legitimate recovery company below for help and assistance. [email protected] [email protected] WhatsApp: 6262645164
02.10.24 22:27 Emily Hunter

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
18.10.24 09:34 freidatollerud

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31.10.24 00:13 ytre89

Can those who have fallen victim to fraud get their money back? Yes, you might be able to get back what was taken from you if you fell prey to a fraud from an unregulated investing platform or any other scam, but only if you report it to the relevant authorities. With the right plan and supporting documentation, you can get back what you've lost. Most likely, the individuals in control of these unregulated platforms would attempt to convince you that what happened to your money was a sad accident when, in fact, it was a highly skilled heist. You should be aware that there are resources out there to help you if you or someone you know has experienced one of these circumstances. Do a search using (deftrecoup (.) c o m). Do not let the perpetrators of this hoaxes get away with ruining you mentally and financially.
02.11.24 14:44 diannamendoza732

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12.11.24 00:50 TERESA

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17.11.24 09:31 Vivianlocke223

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My entire existence fell apart when a malevolent hacker recently gained access to my online accounts. I felt violated and extremely uneasy after discovering that the digital platforms I depended on for communication, employment, and finances had been compromised. Regaining control and restoring my digital security was an overwhelming task in the immediate aftermath. To help me navigate the difficult process of recovering my accounts and getting my peace of mind back, TRUST GEEKS HACK EXPERT came into my life as a ray of hope. They immediately put their highly skilled professionals to work, thoroughly examining the vulnerability and methodically preventing unwanted access. They guided me through each stage soothingly, explaining what was occurring and why, so I never felt lost or alone. They communicated with service providers to restore my legitimate access while skillfully navigating the complex labyrinth of account recovery procedures. My digital footprint was cleaned and strengthened against future attacks thanks to their equally amazing ability to remove any remaining evidence of the hacker's presence. However, TRUST GEEKS HACK EXPERT actual worth went beyond its technical aspects. They offered constant emotional support during the ordeal, understanding my fragility and sense of violation. My tense nerves were calmed by their comforting presence and kind comments, which served as a reminder that I wasn't alone in this struggle. With their help, I was able to reestablish my sense of security and control, which enabled me to return my attention to the significant areas of my life that had been upended. Ultimately, TRUST GEEKS HACK EXPERT all-encompassing strategy not only recovered my online accounts but also my general peace of mind, which is a priceless result for which I am incredibly appreciative of their knowledge and kindness. Make the approach and send a message to TRUST GEEKS HACK EXPERT Via Web site <> www://trustgeekshackexpert.com/-- E>mail: Trustgeekshackexpert(At)fastservice..com -- TeleGram,<> Trustgeekshackexpert
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21.11.24 08:02 Emily Hunter

If I hadn't found a review online and filed a complaint via email to support@deftrecoup. com , the people behind this unregulated scheme would have gotten away with leaving me in financial ruins. It was truly the most difficult period of my life.
22.11.24 04:41 [email protected]

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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22.11.24 23:43 teresaborja

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24.11.24 02:21 [email protected]

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
02:19 briankennedy

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02:20 briankennedy

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