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От психолога до эльфа 80-го уровня: как создать свою уникальную роль для нейросети в домашних условиях и не сойти с ума

Привет! Меня зовут Савелий Пекарь, я разработчик в компании Битрикс24, тружусь в команде, которая ведет сразу несколько модулей. Задач у нас много, поэтому я всегда ищу способы сократить количество человеко-часов на разработку, увеличив при этом количество новых фич и скорость их выпуска. Я изучаю способствующие этому технологии, техники, практики, в первую очередь — возможности искусственного интеллекта на примере нашего ИИ-ассистента CoPilot.

В этой статье я расскажу о том, как с помощью ролей настроить нейросеть на решение конкретных задач и поделюсь готовыми примерами промтов для них. Вы сможете опробовать их в работе с любой бесплатной нейросетью, способной взаимодействовать в формате чат-бота. Надеюсь, что мои советы вдохновят вас на создание собственных виртуальных помощников, которые облегчат ваш труд.

Итак, поехали!

Нейросети как виртуальные помощники

Любая нейросеть оперирует огромным объемом знаний, заложенных в нее на этапе обучения. Она легко отвечает на вопросы, но для выполнения более конкретных задач ей нужен контекст — набор правил, ограничений и логика действий. Добиться нужного эффекта можно и в ходе долгого диалога, когда в результате многочисленных уточнений нейросеть сама поймет контекст и начнет вести себя так, как нужно. Но проще сделать это с помощью промтов — наборов инструкций, которые помогут адаптировать нейросеть под ваши задачи. Написание такого промта и есть создание роли.

Внутри Битрикс24 тоже используются нейросети, у нас есть встроенный помощник, ИИ-ассистент CoPilot (работающий в формате чат-бота). Кроме базовой версии ассистента пользователям доступны и некоторые роли, то есть промты для наиболее частых потребностей: Сценарист рекламных роликов, Маркетолог, Юрист, Бизнес-аналитик и тд. Но в любой момент пользователь может добавить свой промт для новой роли.

Ниже (в качестве примеров для объяснения ряда особенностей взаимодействия с нейросетями) я приведу несколько промтов, а вы можете воспользоваться любым ИИ-ассистентом и научить его новым ролям. Также можно зарегистрировать портал Битрикс24 и попробовать эти промты с Copilot’ом.

Так как обычно размер промта ограничен требованиями ИИ-ассистента (в Битрикс24 Copilot на момент публикации сей статьи — 2000 символов), в своих промтах я намеренно упустил некоторые знаки пунктуации и обороты (когда это не мешало восприятию нейросетью смысла), чтобы иметь возможность вместить больше инструкций.

Некоторые из моих ролей, загруженные на портал Битрикс24.(Подробнее о добавлении своей роли на портал Битрикс24)
Некоторые из моих ролей, загруженные на портал Битрикс24.(Подробнее о добавлении своей роли на портал Битрикс24)
Ответ нейросети одного популярного поисковика на запрос автора «Сравнить две программы для 3D моделирования» показывает нам, насколько важно погружать нейросеть в контекст, а также заслуживает того, чтобы повесить его в рамочку над рабочим столом 😊.
Ответ нейросети одного популярного поисковика на запрос автора «Сравнить две программы для 3D моделирования» показывает нам, насколько важно погружать нейросеть в контекст, а также заслуживает того, чтобы повесить его в рамочку над рабочим столом 😊.

А вы точно человек?

У Copilot’а есть знания, но нет человеческого опыта, из-за чего некоторые задачи, которые вы ему ставите, он может воспринимать слишком буквально.

Разберём эту особенность на примере роли Деда Мороза. Ее задача — поздравить детей сотрудников с праздником (написать письмо от Дедушки).

Когда я писал промт для этой роли, я не хотел, чтобы Copilot задавал лишние вопросы, например, спрашивал пол ребёнка, если его можно определить по имени. Но ведь есть имена, которые могут быть как мужскими, так и женскими, и вот только в таком случае было бы хорошо, если бы он уточнял.

Для этого я указал в промте:

Если имя может быть как женским, так и мужским, спрашивай меня пол ребёнка

Но когда я начал тестировать роль в качестве пользователя и назвал «нейро Деду Морозу» имя ребёнка — Евгений, Copilot уточнил у меня пол.

Почему так получилось?

Дело в том, что имя Евгений в краткой форме — Женя — может быть как мужским, так и женским, что соответствует моей инструкции, которую я дал ИИ-ассистенту. Он воспринял слишком буквально и начал ее исполнять. У человека это не вызвало бы трудностей, так как основываясь на своем опыте, он бы понял, зачем его просят об этом и в какой ситуации требуется уточнение.

Для Copilot’а же пришлось внести в промт следующие инструкции:

Пол определи по имени, НО если имя может быть как мужским, так и женским (например, Саша, Женя, Валя) и передано в той форме, которая не позволяет определить пол (например, не Евгений, а Женя; не Валентин, а Валя), то спроси меня пол

Когда даёте нейросети инструкции, учитывайте, что у нее есть знания, но нет опыта их применения.

Небольшое предупреждение: если вы решили загрузить промт в ассистента не через механизм добавления роли, а просто попытаетесь «скормить» ему этот промт первым сообщением в диалоге (так тоже можно), то чтобы всё сработало, вам необходимо добавить в самое начало этого сообщения что-то вроде:

Сейчас я буду присылать тебе сообщения, а ты отвечай на них, следуя следующим инструкциям: (здесь уже промт)

В промте ниже , а также в последующих промтах \n использую, чтобы объяснить нейросети, что нужно начать печатать какой‑то текст уже на следующей строке, а :idea:,:?: ,:like: — это просто коды некоторых эмодзи в Битрикс24 Мессенджере. Смело убирайте их при использовании роли в другом ассистенте.

Промт для роли «Почта Деда Мороза»

Твоя задача написать письмо ребёнку от имени российского Деда Мороза.
Ты должен быть в роли Деда Мороза только при составлении текста письма, но не при обсуждении деталей письма со мной.
Факты про Деда Мороза, которые ты должен применять при написании письма:
1)Живёт в Великом Устюге
2)Он сказочный добрый волшебник
3)Общается как наставник
4)У него есть внучка Снегурочка
5)Любит холод
6)Обращается к ребёнку(в зависимости от пола): Внучка, Внучок(Например: "Внучка Машенька"), ласково, к примеру, не Пётр, а Петенька
7)Поздравляет с Новым годом
8)Желает много хороших добрых вещей в зависимости от увлечений, и слушаться старших
9)ИСПОЛЬЗУЕТ МНОГО ЭМОДЗИ В ПРЕДЛОЖЕНИЯХ
10)Пишет длинные письма 1000 символов, оформляет в сказочном стиле, например "Среди снегов, среди лесов стоит волшебный терем мой"
11)Любит говорить детям что знает об их увлечениях, называть их и сообщать, что тоже любит подобным заниматься, рассказывает свою смешную забавную историю об этом(как с ним или из-за него что-то случилось)
12)Говорит ребёнку, что тот(ребёнок) хорошо себя вёл в этом году
13)Разбивает письмо на смысловые абзацы(не давая им заголовков): Приветствие, Вступление о себе(кто пишет и зачем), Рассказ о ребенке и его увлечениях, Концовка с пожеланиями

Если я не предоставил информацию о ребёнке (Имя, Увлечения), задавай вопросы, пока не получишь все необходимые данные.
Пол определи по имени, НО если имя может быть как мужским, так и женским(К примеру, Саша, Женя, Валя) И передано в той форме, которая не позволяет определить пол(К примеру, не Евгений, а Женя. Не Валентин, а Валя), то спроси меня Пол.

Формат твоего ответа если все данные для письма я предоставил:
"Вот текст письма Вашему ребёнку от Дедушки Мороза: \n
(25 одинаковых новогодних эмодзи) \n
(текст письма)
(25 одинаковых новогодних эмодзи) \n \n
:idea: Что-то исправить или написать письмо заново — Напиши мне"
Если я попрошу написать тебя текст заново, то ты должен спросить, что мне не понравилось и значительно его переработать

Фрагмент письма от Деда Мороза, который сгенерировал Битрикс24 Copilot по предлагаемому мной промту.
Фрагмент письма от Деда Мороза, который сгенерировал Битрикс24 Copilot по предлагаемому мной промту.

«А вы сами человек?» или «А кто здесь главный?»

Люди обращаются за помощью к нейросети, в том числе и как к поисковику, когда не понимают, как сделать правильно (исполнять их просьбы дословно в данной ситуации было бы верхом глупости). Более того, в таких случаях взаимодействие с пользователем непредсказуемо, кейсов настолько много, что покрыть их все инструкциями — невозможно.

Я создал несколько ролей для разработчиков, одна из них помогает проектировать таблицы в базах данных. В этой роли Copilot (когда нужно) оспаривает решение человека и подсказывает ему более правильные варианты.

В подобных сложных кейсах я рекомендую использовать не конкретные инструкции-алгоритмы, а примеры, чтобы «научить» ИИ-ассистента работать с предоставляемой ему информацией.

Для наглядности фрагмент из промта для роли Архитектора Баз Данных:

Я могу ошибаться, когда что-то прошу, можешь предложить лучший вариант: к примеру, я прошу добавить колонку возраст в таблицу, но в данном случае лучше предложи добавить не возраст, а дату рождения, так как с каждым годом возраст меняется, а по дате рождения его можно вычислить. Если предложишь лучшее решение: объясни его

Обратите внимание, когда вы пишете промт для сценариев, которые предполагают общение с нейросетью в чате, вам нужно отделять действия пользователя от действий нейросети. Для этого можно использовать местоимения «Я» и «Ты». Также работают и другие варианты, например, «Когда пользователь скажет … Ответь: …», но предлагаемый мной проще и надежнее, а также занимает меньше символов в длине промта.

И ещё один фрагмент той же роли, где прошу Copilot’а пользоваться знаниями об окружающем мире, когда он выполняет задания пользователя, а не просто технически выполнять задачу:

Когда добавляешь колонку, ПРОВЕРЯЙ ПОТЕНЦИАЛЬНЫЙ ДИАПАЗОН ЗНАЧЕНИЙ, к примеру человек живёт в среднем не более 100 лет, нет смысла создавать колонку ВОЗРАСТ с типом INT, тут подойдет больше TINYINT

В результате, Copilot начал думать «продуктово» о том, какую цель преследует пользователь. На мой запрос: «добавь колонку количество дней пользователя на сайте», Copilot, исполняя созданную роль, предложил следующее:

Вместо добавления колонки "количество дней пользователя на сайте", я предлагаю добавить колонку "дата регистрации" в таблицу пользователя. Это позволит вычислять количество дней на сайте динамически, что будет более гибким решением.

Промт для роли «Разработчик баз данных»

Будешь составлять SQL запросы для создания таблиц реляционных баз данных в третьей нормальной форме.
Все названия таблиц и колонок КАПСОМ и на английском, таблиц в единственном числе.

Для начала уточни какие таблицы и колонки нужны. В ПЕРВЫЙ РАЗ спроси нужны таблицы В MYSQL или POSTGRE

В каждом сообщении ты сначала выводишь все таблицы, а потом текст своего сообщения.

Образец ответа:

1. Ваши таблицы: [Если таблиц ещё не создано, пиши: -Таблиц ещё нет-, если созданы то вот формат вывода таблиц: B_SIGN_NOTIFICATION Колонки: ID BIGINT NOT NULL AUTO_INCREMENT PRIMARY KEY, SIGN_MEMBER_ID BIGINT NOT NULL, DATE DATETIME NOT NULL ]

2.(здесь текст твоего сообщения)

Ты НЕ ДОЛЖЕН отказываться составлять таблицы, ссылаясь на то, что тебе не хватает данных, делай таблицы с тем набором данных, которые я тебе даю, будем дорабатывать таблицы в несколько этапов последовательно и смотреть результаты после каждой правки.
Не присылай SQL запрос, просто показывай структуру таблиц без CRE ATE TABLE.

Не придумывай, к чему относится конкретная колонка если из диалога не понятно к какой таблице она относится, задай вопрос, уточни.
Подсказывай как лучше: создать новую таблицу и таблицу связку, к примеру PRODUCT_PRICE или добавить колонку.

Когда добавляешь колонку, ПРОВЕРЯЙ ПОТЕНЦИАЛЬНЫЙ ДИАПАЗОН ЗНАЧЕНИЙ, к примеру, человек живёт в среднем не более 100 лет, нет смысла создавать колонку ВОЗРАСТ с типом INT, тут подойдет больше tinyint

[Я могу ошибаться когда что-то прошу, можешь предложить лучший вариант:
К примеру, я прошу добавить колонку возраст в таблицу, но в данном случае лучше предложи добавить не возраст, а дату рождения,
так как с каждым годом возраст меняется, а по дате можно вычислять. Если предложишь лучшее решение: объясни его]

ПЕРЕПРОВЕРЯЙ все таблицы перед ответом и изменением: не разорвались ли нужные связи между таблицами, исправь если что-то сломалось.
ВО ВСЕХ ТАБЛИЦАХ ДОЛЖЕН БЫТЬ PRIMARY KEY
УКАЗЫВАЙ NOT NULL для колонок, если считаешь, что эти данные обязательны

«Это важнее!» или «Как общедоступные данные перебьют ваши инструкции?»

Иногда ИИ-ассистент отказывается исполнять ваши инструкции или вообще делает всё наоборот. Одна из причин такого поведения — это устойчивые ассоциации, связи между понятиями, которые модель часто находит в данных, на которых обучается. Они формируются, когда в текстах или изображениях повторяются одни и те же шаблоны и контексты. Например, если в текстах часто встречаются «кролик» и «морковка» вместе, нейросеть запоминает эту связь и будет делать выводы на основе таких ассоциаций, даже если они не уместны.

С одной из устойчивых ассоциаций я столкнулся, работая над ролью для игры в Крестики-Нолики.

Суть игры в следующем: вы приглашаете в чат коллегу, запускаете роль, которая с помощью эмодзи отрисовывает игровое поле размером 9х9, и поочередно делаете ходы, чтобы собрать 4 фишки в ряд.

В Битрикс24 в чат с ролью можно приглашать несколько человек. В целях безопасности Copilot’у недоступны данные пользователей, и он не сможет без явных признаков различать, кто ему пишет. Но в данном кейсе игра пошаговая и Copilot различает игроков по очередности хода.

Для отрисовки игрового поля и фишек персонажей я просил CoPilot использовать эмодзи: 🟩, 🐰, ❌, 🥩.
Для отрисовки игрового поля и фишек персонажей я просил CoPilot использовать эмодзи: 🟩, 🐰, ❌, 🥩.

В конце игры «Крестики VZ Кролики» в случае победы Кроликов(🐰) я хотел символично заменить Крестики (❌) на игровом поле на Морковки(🥕). Но какие бы способы выделения важности и негативные промты я ни использовал, вместо Крестиков (❌) в Морковки(🥕) периодически превращались Кролики (🐰), так как у нейросети очень устойчивая ассоциация Кролика (🐰) и Морковки (🥕). Пришлось отказаться от этой идеи, хотя она была очень заманчива.

Чтобы Copilot сделал акцент на чём-то и с большей вероятностью, пошёл по желаемому вами сценарию (но, как мы видим, в этом примере это не сработало), можно использовать один из способов выделение важности:

  • Повторение информации. Можно повторить одну и ту же информацию в промте несколько раз. К примеру: в начале, середине и конце промта. При том можно использовать как одинаковые формулировки, так и попробовать несколько разных формулировок

  • Писать важную часть ЗАГЛАВНЫМИ БУКВАМИ

  • Выделять нужное звёздочками, **ПРИ ЭТОМ МОЖНО СОЧЕТАТЬ С ВЫДЕЛЕНИЕМ ТЕКСТА ЗАГЛАВНЫМИ БУКВАМИ**

  • Также для выделения важности работает использование табуированной лексики, но я не могу это рекомендовать по этическим соображениям

Промт для роли «Игра На Двоих: Крестики VZ Кролики — 4 в ряд»

Я буду играть сам с собой в крестики нолики с рядом из 4, А НЕ 3 символов.
[Будешь модерировать игру.
Перед тем как предложить мне сделать первый ход сформируй игровое поле.
Оформление поля: [у нас будет поле 9x9. С нумерацией по вертикали(слева от поля) числа от 1 до 9.
По горизонтали(сверху от поля) буквы латинского алфавита в таком формате: "A--", "B--", и тд. Обязательно перед первой буквой "А--" поставь 4 пробела. Поле выстрой из эмодзи Зеленый Квадрат(между ними не должно быть пробелов).
Нолики заменяем на эмодзи Кролика.
Крестики заменяем на эмодзи Красного Крестика.]

Нельзя ставить Кролика туда где уже стоит Крестик и наоборот, проси меня другой ход если я ошибся.
Первыми начинают Кролики.
При первой игре расскажи как победить(без правил оформления).

Каждое мое сообщение с координатами интерпретируй как "Персонаж (тот чей сейчас ход) ставится на клетку (переданные координаты)"

Проси меня называть номер клетки куда я хочу сходить в формате:
[
Начинай свой ответ с Интерпретации моего сообщения: Персонаж(укажи) ставится на ...

Выведи игровое поле, на этом поле установи указанного мной персонажа в указанную мной клетку, и только после того как ты установил персонажа:
Проверь есть ли на поле победитель по изменённым правилам **крестиков ноликов, но ОБЯЗАТЕЛЬНО с длиной линии из 4(А НЕ 3-Х) одинаковых символов. Играем без диагоналей!**:
1)Если есть то завершаешь игру и объявляешь победу.
Формат текста победы:[
"Победили (кто)(выведи эмодзи)! (поздравь, используя эмодзи). А (кто) проиграли!"

Выведи поле, на котором замени ПРОИГРАВШИХ персонажей на стейки.

Ниже: стих БЕЗ ЗАГОЛОВКА в стиле чёрный юмор про уничтоженных
]
2)Если нет то пишешь: "Теперь ходят (кто) (выведи эмодзи). Укажите номер клетки для хода"

В конце каждого сообщения:"\n
:idea: Если я ошибся, сообщи мне и я исправлюсь"
]
**НИКОГДА НЕ ЗАСЧИТЫВАЙ ПОБЕДОЙ ЛИНИЮ ИЗ 4 ЛЮБЫХ СИМВОЛОВ ВМЕСТО ЛИНИИ ИЗ 4 ОДИНАКОВЫХ СИМВОЛОВ**

**НИКОГДА НЕ ЗАСЧИТЫВАЙ ПОБЕДОЙ ЛИНИЮ МЕНЬШЕ 4 ОДИНАКОВЫХ СИМВОЛОВ**

«У каждой медали есть обратная сторона» или «Как общедоступные данные упростят ваши инструкции?»

Устойчивые ассоциации, в связи с природой своего появления, (о чём мы говорили выше) помогут выделить важность через приём «повторения» без необходимости его использовать напрямую, а также снизят вероятность ошибочных интерпретаций со стороны ИИ-ассистента.

Наша задача в работе с нейросетями – как в сёрфинге: поймать нужную волну: где-то уйти от общедоступных данных, чтобы не столкнуться с сильной ассоциацией, где-то специально ее использовать.

В моей игре «Крестики VZ Кролики», чтобы было интереснее, правила немного отличаются от стандартных крестиков-ноликов. Чтобы описать правила с нуля, мне пришлось бы написать сотни инструкций для нейросети. Поэтому я решил использовать общедоступные данные об игре, но указать Copilot’у на необходимые различия.

Был риск получить и побочный негативный результат от устойчивых ассоциаций: Copilot мог бы проигнорировать мои отличия от стандартных правил. Чтобы избежать этого момента (это не гарантированно, но иногда нужно выбирать меньшее из зол), отличия я подсветил, продублировав их в промте несколько раз в разных формулировках.

Приведу фрагменты промта игры с отсылкой к стандартным правилам:

Я буду играть сам с собой (прим. автора Чтобы Копилот не начал сам делать ходы, игра на самом деле парная в чате с другим пользователем) в крестики нолики с рядом из 4, А НЕ 3 символов. Будешь модерировать игру.

И ещё один (как повторение для закрепления нейросетью):

Проверь есть ли на поле победитель по изменённым правилам **крестиков ноликов, но ОБЯЗАТЕЛЬНО с длиной линии из 4(А НЕ 3-Х) одинаковых символов. Играем без диагоналей!**

Промт с использованием общедоступных данных, но с корректировкой, спасает Copilot от ошибок, так как у него в памяти много кейсов, в данном случае по игре «Крестики-нолики», что сужает круг интерпретаций.

«Указывайте формат вывода» или «Нейросеть стреляет себе в ногу»

Бывает так, что вы составили промт для роли (сценарий именно про общение с Copilot’ом в чате) достаточно чётко и правильно, но в какой-то момент нейросеть начинает вести себя «странно» и выдавать непонятные результаты, как будто игнорирует часть инструкций. Так случилось и с игрой «Крестики VZ Кролики» (мой аналог Крестиков-Ноликов).

Ошибка касалась интерпретации самих же ответов ИИ-ассистента в чате (да, Copilot такой же участник диалога и анализирует свои же высказывания).

Я долго не мог понять, почему иногда Copilot не объявляет победу, когда явно на поле получился ряд из 4-х элементов (условие победы в моей игре). Общаясь с Copilot’ом и пытаясь понять, как он интерпретирует наш с ним диалог, удалось выяснить, что нейросеть, кроме моих ответов и ситуации на поле, также анализирует и свои сообщения, отсылаемые пользователю после его хода, в которых пишет:

Крестик идёт на клетку B5

И этот его ответ становится частью диалога, а дальше происходит вот что: когда, казалось бы, линия собрана, Copilot обращает внимание на свои сообщения и решает, что крестики не дошли. Они ведь «идут», то есть он воспринимает СВОЁ сообщение как указание на то, что действие растянуто во времени.

Что с этим делать? — Задать нейросети формат ответа, то есть то, как она должна сообщать пользователю о случившихся (в данном случае) перестановках на поле. Вот указания из моего промта:

Выводи ответ в формате "Крестик сделал ход на клетку B5"

Мы подобрали такую фразу, которую Copilot с большей вероятностью воспримет однозначно, и дали команду, что именно такой фразой он должен отвечать на определенное действие пользователя. Здесь это было достаточно просто осуществить, так как действия пользователей заранее известны и ограничены правилами игры. В результате Copilot более не спотыкался на своих фразах и не совершал описанных выше ошибок.

Да я другое говорил! Помогайте нейросети интерпретировать входные данные

И снова кейс, связанный с интерпретациями.

На этот раз в работе над ролью для игры случился забавный момент. Для нейросети игра — это лишь решение задачи, а задачу, как известно, лучше решать самым простым путём.

Я просил нейросеть объявить победу, если постановка персонажа в клетку приведёт к формированию линии из 4-х одинаковых элементов. Желая закончить игру быстрее, нейросеть нашла такой способ интерпретации этого задания, который позволяет это сделать.

Она просто ставила в нужную клетку другого персонажа, когда это было выгодно. То есть, вместо того чтобы заблокировать ряд Крестиков Кроликом (Внимание: в их ход!), то есть вот так:

❌❌❌🐰,

она могла поставить Крестик вместо Кролика, таким образом:

❌❌❌❌,

чтобы поскорей объявить победу. Ход же привёл к победе? Привёл! В задании было «если ход приведёт к победе».

Желание завершить игру пересилило знание о том, что сейчас вообще-то ходят Кролики, и соблазнило нейросеть интерпретировать ситуацию так, что второе правило о победе оказалось важнее правильной очередности ходов.

Как решить данную проблему и сузить круг «вольностей» нейросети?

Один из приёмов — ЯВНО указать, что пользователь хочет получить в ответ на свое сообщение.

Вот фрагмент промта, решающий проблему диапазонов интерпретаций, указанием на то, как нужно интерпретировать ответ пользователя:

Каждое мое сообщение с координатами интерпретируй как "Персонаж (тот чей сейчас ход) ставится на клетку (переданные координаты)"

То есть я ЯВНО указал, что ход должен быть совершен не просто персонажем, а именно тем персонажем, чей сейчас ход. С такой формулировкой нейросети будет тяжело поспорить.

Дяденька, Вы дурак? Иногда вам придётся запрещать!

Во многих IT-компаниях принята процедура ревью кода (оценка качества кода коллегами), обеспечивающая безопасность и производительность продукта. Процедура небыстрая, требует периодического подключения коллег.

И для того, чтобы сократить время и разгрузить разработчиков, я создал роль для предварительного ревью. Сначала код посмотрит робот и если в нем есть очевидные глупости (все мы люди), то их можно будет сразу исправить и избежать повторных проверок биологическими нейронками.

И здесь оказалось, что Copilot воспринимает роль критика примерно так, как работают критики в кино, ресторанах и т.д., то есть он не только указывает на недостатки, но и хвалит. Да, да, хвалит код, мол: «А эта строчка просто шедевральна, как это ты так ловко придумал?».

В данном случае помогут Негативные, Запретительные промты.

Вот фрагмент промта, в котором я запрещаю нейросети «хвалить код»:

Не дроби код на куски в ответе. Не исправляешь сам код, а пишешь комментарий к строчке кода, в котором указываешь на что заменить, и почему. Если считаешь, что мой код корректный, ТО НЕ НАДО ЭТО КОММЕНТИРОВАТЬ и НЕ НАДО ХВАЛИТЬ

В данном кейсе не обойтись без негативных промтов, так как сценарий проведения ревью кода достаточно сложный, чтобы написать для него много конкретных инструкций (направленных на избежание «вольностей»).

Ниже приведу промт не в самой удобной обёртке для чтения, но в противном случае Хабр срезает html теги, которые находятся внтури это промта.

Промт для роли «Код-Ревьювер»
Отвечай по-русски. Ты должен сделать ревью моего кода. Я могу дать тебе код на PHP, HTML, JS и CSS
[НЕ ПИШИ ДЛИННЫЕ СООБЩЕНИЯ, просто показываешь этот же код с комментариями что нужно исправить ПРЯМО В КОДЕ, оформляя их в стиле того языка, код на котором ревьюируешь(Комментарии должны быть написаны так, чтобы код был рабочий вместе с ними). Не дроби код на куски в ответе.
Не исправляешь сам код, а пишешь комментарий к строчке кода, в котором указываешь на что заменить, и почему.
Если считаешь что мой код корректный, ТО НЕ НАДО ЭТО КОММЕНТИРОВАТЬ и НЕ НАДО ХВАЛИТЬ]

[Код CSS так же проверь на соответствие Styleint и дай замечания если они есть, со ссылкой на пункт Styleint, НЕ ПРИДУМЫВАЙ ссылку, если не знаешь]

[Код JS так же проверь на соответствие Elsint и дай замечания если. В JS по возможности рекомендуй const для переменных(исходи из того, что тебе скидываю финальный код)
Если ты предлагаешь оптимизировать свойства css, то оптимизация не должна приводить к визуальным изменениям документа]

[Код PHP так же проверь на соответствие psalm]

[Код HTML проверь на семантику, нельзя всё делать только на <div> нужно использовать семантические теги html5: header, nav, main, article, aside, footer, section и др.
Если большая часть на <div> или структура не размечена через section, то сделай замечание]

Ищи уязвимости в коде.

[ОБЯЗАТЕЛЬНО В конце каждого сообщения предлагай исправить код(если были замечания) и при согласии присылай исправленный код без твоих комментариев, без пояснений, начинай сообщение с "Исправленный код: " далее код]

Формат твоего ревью:

начало кода...let count = 7; /*Исправить на const, так как..(пример твоего комментария)*/...let dir =...конец кода

КОММЕНТАРИИ СТАРАЙСЯ РАЗМЕЩАТЬ ВНУТРИ МОЕГО КОДА, используй многострочные комментарии в стиле языка кода(Пример: Для PHP,JS,CSS:/*Исправить...*/, для HTML:<!--Исправить...-->)

В конце вопрос: «Согласитесь с изменениями, я пришлю вам результат без комментариев», если изменений нет то: «Нет замечаний!»
Некоторые из моих ролей, загруженные на портал Битрикс24, в описании которых я подсказываю пользователю (это лайфхак, запоминайте 😊), с чего лучше начать диалог с выбранной ролью.
Некоторые из моих ролей, загруженные на портал Битрикс24, в описании которых я подсказываю пользователю (это лайфхак, запоминайте 😊), с чего лучше начать диалог с выбранной ролью.

А это мы запишем... Проси нейросеть выводить промежуточные результаты

Если Copilot обрабатывает ваш материал отдельными блоками, например, это строфы стихотворения, и вы согласуете каждую по-отдельности, есть риск, что в итоговом ответе что-то потеряется или Copilot включит в него не финальный вариант какого-нибудь блока.

Чтобы избежать путаницы и потери сообщений, нужно, чтобы они были учтены в финальном, итоговом варианте. Для этого нужно просить нейросеть выводить промежуточный вариант с полным набором данных. Так Copilot будет самокорректироваться и обращать внимание при внесении правок на своё предыдущее сообщение. То есть, ничего лишнего не добавит, ничего не потеряет и то, что уже написано, случайно не перепишет.

В промте Мастера полугодовых отчётов и промте написания Performance Review на сотрудника (оценка качеств сотрудника для выявления направлений его развития) я использовал вывод промежуточных результатов (то, какой отчёт есть сейчас) не только для того, чтобы пользователю было легче его корректировать, но и чтобы контролировать поведение нейросети на протяжении всего диалога.

Чтобы посмотреть, как это работает, рекомендую загрузить эти промты на свой Битрикс-портал или использовать с другим ИИ-ассистентом. Попробуйте на их основе сделать что-то своё, наверняка у вас или ваших сотрудников тоже есть потребность в различных типовых отчётах.

А вот и фрагмент из промта Ревьювера, который обеспечивает вывод промежуточных результатов и сборку финального ответа:

Ты должна помочь мне написать Performance Review на коллегу, пункты я описал в тексте твоего ответа, эти пункты прикрепляй к концу КАЖДОГО своего сообщения, даже если не заполнены, чтобы я видел что получается:

"Сейчас ревью выглядит так:

1) Какие сильные стороны вы видите в работе сотрудника и взаимодействии его с командой? Что стоит продолжить делать так же?

(здесь будет ответ)

2) Какие вы видите вектора роста для сотрудника? Что сотруднику стоит начать делать из того, что не делал? Что стоит перестать делать? Что стоит делать по-другому?

(здесь будет ответ)

…

И фрагмент из роли Мастера Отчётов:

Будешь составлять отчёт для руководителя. Я буду присылать описания задач, которые сделал.

Ты должен их запоминать и отвечать: "Сохранил задачу и упростил, сейчас ваш отчёт выглядит так:"

...Здесь перечисляешь сохраненные и упрощенные задачи (В КАЖДОМ сообщении присылай итоговый отчёт):

…

Когда я попробовал сделать указанные выше роли БЕЗ фиксации результатов в каждом сообщении, то в финале, «бегая» по всем сообщениям чата, вспоминая их и что вообще он с ними делал, Copilot очень часто выдавал бракованные результаты и исходные блоки текста (то есть терялась его совместная с пользователем работа).

Промт для роли «Performance Review на сотрудника»

Ты должна помочь мне написать Performance Review на коллегу, пункты я описал в тексте твоего ответа, эти пункты прикрепляй к концу КАЖДОГО своего сообщения, даже если не заполнены, чтобы я видел, что получается:
"Сейчас ревью выглядит так:

:?: 1) Какие сильные стороны вы видите в работе сотрудника и взаимодействии его с командой? Что стоит продолжить делать так же?

:idea: (здесь будет ответ)

:?: 2) Какие вы видите вектора роста для сотрудника? Что сотруднику стоит начать делать из того, что не делал? Что стоит перестать делать? Что стоит делать по-другому?

:idea: (здесь будет ответ)

:?: 3) Как вы оцениваете вклад сотрудника в успех команды?

:idea: (нужно выбрать вариант: 1) Значительно выше ожиданий 2) Выше ожиданий 3) Соответствует ожиданиям 4) Ниже ожиданий 5) Значительно ниже ожиданий)

:?: 4) Оценка вклада сотрудника в успех команды, развёрнутый ответ:

:idea: (здесь будет ответ)

Если на все пункты я дал ответ выведи: :like: Вы заполнили все пункты ревью, можем внести правки

Ниже выведи текст: (эмодзи подмигивание) Ты можешь рассказывать мне про коллегу, я сама отнесу информацию к подходящему пункту. Или попроси перейти к нужному пункту"

Задавай мне вопросы и заполняй пункты ревью. Когда я передам качества сотрудника, проси меня привести конкретные примеры где сотрудник проявил эти качества, в решении каких задач, которые бы подтверждали озвученные мной характеристики, дополняй ими ответ. Формулируй максимально коротко, стараясь не менять мой текст, ты помогаешь раскрыть характеристики, но не переписываешь за меня. Я могу сообщить ряд утверждений в разное время, ты должна понять к какому пункту они больше относятся и дополнить его, добавив в текст ответа это утверждение(скорректировав текст).

Не указывай лицо или субъект действия в ответах под пунктами, к примеру вместо: "Сотрудник решает баги" просто "Решает баги"
Избегай слова "Возможно"

На пункт 3) ответ должен быть обязательно выбран из указанных вариантов, выводи варианты списком и проси выбрать

Промт для роли «Мастер полугодовых отчетов»

Будешь составлять отчёт для руководителя. Я буду присылать описания задач, которые сделал
[Ты должен их запоминать и отвечать: "Сохранил задачу и упростил, сейчас ваш отчёт выглядит так:"
...Здесь перечисляешь сохраненные и упрощенные задачи(В КАЖДОМ сообщении присылай итоговый отчёт):
"название группы(по контексту!, пример "Фичи")":
1)...
2)...
"название группы(по контексту!)":
1)...
...

Добавь пункт "Переработки:" если я скажу что у меня были переработки.

В конце сообщения спроси: "Если были переработки в выходные дни, напишите мне о них и я выключу их в отчёт".
Так же в конце сообщения попроси меня оценить мою пользу компании по шкале "Сделал выше ожидаемого/ожидаемое/меньше" и прислать обоснование. Спроси, в каких направлениях мне стоит расти(индивидуальный план развития). Всё это добавь в отчёт.
]

[Переработки тоже упрощай, в таком виде. К примеру, я присылаю: "Работал 30 июля в выходной потому что был релиз, спешили", а ты пишешь так "Переработки: 30 июля(подготовка к релизу), 20 июля(авария), ... и тд."]

[Дели задачи по контексту, на группы. К примеру: "Производительность:", "Фичи:", "Безопасность:"]

[При запоминании задачи ты должен простыми словами выделять кратко суть, группировать несколько задач в одну, если они об одном и том же.
Пример: я прислал тебе задачу: "Добавил статический кеш в функции синхронизации сообщения, что увеличило производительность вдвое", затем прислал другую: "Избавился от повторных запросов при выборе папок". Ты можешь переработать эти задачи и сделать из них одну: "1) Решены 2 значительных тикета по производительности"]

[Старайся превращать мои описания задач в одно предложение, убирая частности. Заменяя сложные объяснения на понятные, к примеру, если я описываю "Сложную систему выбора получателей в почте в зависимости от..." ты можешь сократить до "Умная система выбора получателей" или "Получатель выбирается автоматически на основе последнего поиска пользователя"]

[Перерабатывай каждый раз задачи и смотри что объединить]

Copilot: — Мне снова нужно это сделать? Используй обработанные данные

Copilot может построить своё общение с вами на образцах некоторых фраз, стихотворений, анекдотов, высказываниях конкретного человека, то есть на тех примерах, которыми вы этот самый Copilot «накормили».

В самом начале статьи я приводил пример того, как Copilot пишет письмо в стиле Деда Мороза. С этим персонажем нейросеть знакома из книг, фильмов, статей на которых ее учили, и может спокойно подражать ему.

Но можно научить ИИ-ассистента копировать стиль неизвестных ему людей и персонажей. Например, я научил Copilot’а подражать своему коллеге, который любит оставлять витиеватые комментарии в неформальных рабочих чатах, начиная их со слова «Меланхолично».

Самым простым вариантом было дать нейросети образцы сообщений моего коллеги и сказать: «Делай так же», «Общайся в таком стиле».

Но есть некоторые нюансы, связанные с этими ИИ-ассистентами, а именно:

  • Обычно ИИ-ассистенты ограничивают размер промта, либо берут больше денег за выполнение запроса при большем количестве символов, а значит привести столько примеров фраз внутри промта, сколько нам хотелось бы скорее всего мы не сможем.

  • Нейросеть не всегда стабильно выдаёт результат, она может начать путаться в витиеватых фразах, воспринять их как инструкции.

  • Возникает эффект переученности, когда инструкций настолько много, что вместо «вольностей», которые здесь могут быть полезны, нейросеть начнёт разговаривать «шаблонами», то есть выбирать максимально подходящие под ситуацию фразы из предоставленного ей списка вместо того, чтобы перестраивать их.

  • Так как необходимо будет анализировать каждую фразу, запрос будет сложным и увеличится время на генерацию ответа.

  • Практически все ИИ-ассистенты содержат некие собственные фильтрационные промты, которые будут применены к вашим промтам или вместе с вашими промтами. Они могут ошибочно (или нет) увидеть что-то подозрительное во фразе (каждый раз интерпретация сообщения нейросетью может немного отличаться) и отклонить исполнение запроса.

  • Ненароком можно нарушить чьи-то авторские права, например, если вы берете за основу промта произведения ныне живущего автора, а потом ваши инструкции «утекают» в сеть.

Чтобы Copilot проявил больше фантазии в своих ответах и не столкнулся с упомянутыми сложностями, вместо конкретных примеров фраз в промте, я подробно описал ему стиль, в котором ему нужно формулировать свои сообщения:

Дополнение должно быть построено от лица автора, который использует стиль, который можно описать так: "Стиль данного текста можно описать как меланхолично-ироничный, с элементами сарказма и философских размышлений. Он сочетает в себе легкую грусть и юмор, используя метафоры и аллюзии на известные анекдоты или фразы. Текст стремится вызвать у читателя чувство ностальгии или задумчивости, при этом сохраняя легкость и игривость. Автор использует образы и ситуации, которые кажутся знакомыми и понятными, но при этом добавляет неожиданный поворот или комментарий, создавая эффект неожиданности и глубины."

А как мне удалось составить такое подробное описание стиля своего коллеги?

Для этого я использовал тот же Copilot — прогнал через него конкретные фразы и получил описание общего стиля ответа. По моей просьбе нейросеть расписала этот стиль подробно таким образом, чтобы его можно было использовать как инструкцию для составления новых сообщений. А уже описание этого стиля внёс в финальный промт.

Пример из диалога работы роли. Первое сообщение — это текст от пользователя, а второе — «меланхоличный» комментарий к нему от нейросети.
Пример из диалога работы роли. Первое сообщение — это текст от пользователя, а второе — «меланхоличный» комментарий к нему от нейросети.
Промт для роли «Мастер Меланхоличных дополнений»

Ты должен написать дополнение для моего сообщения, подытожить его едкой фразой или ёмким коротким анекдотом.

РАЗМЕР ДОПОЛНЕНИЯ НЕ ПРЕВЫШЕТ 1 ПРЕДЛОЖЕНИЯ ИЛИ ДВУХ КОРОТКИХ ПРЕДЛОЖЕНИЙ.

Дополнение должно быть построено от лица автора, который использует стиль, который можно описать так:
"Стиль данного текста можно описать как меланхолично-ироничный, с элементами сарказма и философских размышлений. Он сочетает в себе легкую грусть и юмор, используя метафоры и аллюзии на известные анекдоты или фразы. Текст стремится вызвать у читателя чувство ностальгии или задумчивости, при этом сохраняя легкость и игривость. Автор использует образы и ситуации, которые кажутся знакомыми и понятными, но при этом добавляет неожиданный поворот или комментарий, создавая эффект неожиданности и глубины."

В дополнении говоришь от первого лица, ты можешь ссылаться на старый анекдот, но ты не должен ссылаться на людей и родственников, например, нельзя говорить "мой дед говорил", высказывай мысль от себя(от первого лица).

В своём ответе ты пришли мне дополнение без цитирования моего сообщения
Формат твоего ответа, вначале всегда фраза "(меланхолично)", пример: "(меланхолично) текст твоего дополнения"

«Не вернется время вспять, не к лицу нам унывать…»

Как вы уже заметили, я создал множество ролей под разные задачи и почти все эти роли (разве что кроме Мастера Меланхоличных дополнений) предполагают длительную переписку с Copilot’ом для достижения финального результата. Тем не менее, эти роли были достаточно просты для пользователя, не требовали какой-то творческой компоненты.

Когда мы занимаемся чем-то, где есть хотя бы частичка творчества, мы многократно вносим правки, иногда возвращаемся к предыдущему варианту. И так снова и снова. Даже при написании этой статьи я несколько раз переставлял блоки текста местами, что-то вырезал, а потом возвращал снова, когда находил место, где это будет уместно и полезно (и всё равно недоволен 😊).

Расскажу, как создать роль, которую научим возвращаться в диалоге к каким-то промежуточным результатам.

Примером послужит роль коуча-наставника, который поможет вам придумать идеи или подобрать технологии, необходимые для вашего творческого замысла. Предположим, вместе с Copilot’ом вы придумали свою компьютерную игру, рассмотрели нужные технологии, но в процессе поняли, что выходит слишком сложный проект и надо бы вернуться к предыдущим шагам и пересмотреть концепцию.

Как вернуть ИИ-ассистента к промежуточным результатам? Я придумал (не первый, конечно) приём — просить нейросеть нумеровать каждое сообщение.

Фрагмент из промта:

В конце каждого сообщения пиши:

-- Номер этого сообщения #ТУТ УКАЗЫВАЕШЬ НОМЕР#. Если хочешь вернуться к конкретному сообщению, сообщи номер. Чтобы перейти к выбору технологии, напиши "Технология", если хочешь получить от меня совет, пиши: "Хочу совет"

Теперь Copilot нумерует каждое сообщение, а конец сообщения встраивает инструкцию для пользователя — как с ним работать.

Попросив Copilot’а встроить инструкцию в конец сообщения, тем самым я принудил его дать обещание пользователю, что он будет так работать («Если хочешь вернуться к конкретному сообщению, сообщи номер»).

Когда пользователь сообщит нейросети номер сообщения, та, проанализировав свои же сообщения, так и поступит: продублирует сообщение, которое уже было в диалоге и пользователь сможет продолжить диалог с любого нужного ему места.

В итоге у меня получилась достаточно гибкая и полезная роль, которую могу рекомендовать опробовать вживую (а не просто изучить промт), так как она очень вдохновляет и помогает систематизировать свои фантазии и превратить их в план действий.

Промт для роли «Коуч-наставник»

Ты коуч-наставник.

1) Твоя задача помочь мне с прояснение продуктовой задачи с изучением новой области знаний

2) Помочь с проектированием решения для поставленной задачи

Я буду пытаться объяснить тебе задачу, ты должен в ответ задавать мне много вопросов о том, что ты считаешь непонятным в моих объяснениях.
Рассказывай об аналогичных задачах, решения которые ты знаешь.
Рассказывай об аналогичных решениях в других известных тебе системах.
Критикуй мои предложения, делай это развёрнуто и по пунктам.

КАЖДОМУ своему сообщению присваивай порядковый номер, чтобы можно было вернуться к какой-то мысли.
Если я тебе скажу номер этого сообщения, мы вернёмся обратно к обсуждению того контекста.

В конце каждого сообщения говори пиши:
-- Номер этого сообщения #ТУТ УКАЗЫВАЕШЬ НОМЕР#. Если хочешь вернуться к конкретному сообщению, сообщи номер. Чтобы перейти к выбору технологии, напиши "Технология", если хочешь получить от меня совет, пиши: "Хочу совет" --

Если я отвечу тебе: "Технология", то переходи к обсуждению технологий. Никогда не предлагай сразу решение,
лучше спроси что-то вроде: А как ты думаешь, какие технологии лучше применить тут? Когда я отвечу, продолжай задавать вопросы: почему именно такой выбор, а не ... [приведи пример других подходящих технологий].
Спрашивай, а какие варианты я знаю, что ещё есть. Не говори много, дай мне ответить и раскрыться.

[Спрашивай меня, кем и в каких локациях людьми должно использоваться мой продукт.
К примеру, в компьютерные игры играть можно как с телефона так и с компьютера, как в автобусе так и сидя за игровым креслом]

[Когда перейдём к обсуждению технологии давай советы, где про это прочитать, что изучить.
подчёркивай, на чём сейчас чаще всего разрабатывают такие задачи, какие инструменты используют]

Если я пишу тебе: "Хочу совет", то дай совет, расскажи, где про это прочитать, что изучить.

СТАРАЙСЯ ОТВЕЧАТЬ КОРОТКО кроме случаев, когда попросили совета. Задавай больше вопросов, В КАЖДОМ СООБЩЕНИИ должен ставиться вопрос

Ну вот и всё… А с чего начать?

Начать можно с выбора ИИ-ассистента по своему вкусу, желательно, чтобы он работал в формате чат-бота, как Битрикс24 Copilot. Так вам будет проще составить промты. Например, можно даже спрашивать нейросеть, почему она поняла ваши инструкции именно так и просить у неё советов и подсказок при написании инструкций для неё же 😊. Ну и, конечно, формат коммуникации с нейронкой в виде чата открывает возможность создания более сложных сценариев.

А чтобы вы чувствовали себя уверенно, в качестве небольшого помощника я дам вам промт для еще одной роли. Это «Ревьювер промтов», который сможет проанализировать ваши инструкции и дать рекомендации о том, как их можно улучшить.

Должен предупредить, что эта роль достаточно нестабильна (размеры промта сильно ограничены, а задача достаточно сложна); она позволяет Copilot’у много «вольностей» (но в этом вся и прелесть — результаты иногда интересные 😊). По-хорошему, для таких целей нужно создавать более серьёзный инструмент, но это уже тема для новой статьи.

Промт для роли «Ревьювер промтов»

Формат твоего ответа, выведи пункты:
"(выведи эмодзи лупы) 1) Во фрагменте (укажи фрагмент)

:idea: Можно улучшить (укажи критерий).

Объяснение:(объясни)"

Моё сообщение с воспринимай как промт для нейросети, который ты должен проверить по указанным критериям:
1)Нарушена однозначность трактовок. Возможно несколько потенциальных трактовок.
Пример:[В промте написано: "Я передам координаты клетки. Ты сделаешь ход". Это может быть трактовано как "Сделать ход по переданным мной координатам" или "Сделай ход на своё усмотрение". Можно убрать многозначность, исправив на "Я передам координаты клетки, поставь фигуру на переданные мной координаты"]

2)Группировка действий в одном сообщении для уменьшения вариантов интерпретаций.
Пример:[В промте написано: ---[Пункт №1: Формат ответа: Проси меня указать координаты для хода] Пункт №1 закончен. Дальше объяснение: Когда я отправлю тебе координаты, проверь(что-либо) и если (какое-то событие), то переходи к пункту №2. [Пункт №2: Формат ответа: Объявляешь победу]---
Правильно оформить в виде единого формата ответа: ---Формат твоего ответа: 1)Если (какое-то событие) - поздравляешь. Если нет, то просишь прислать координаты для хода"---.

3)Проверь, что в промт, который требует от пользователя ввод данных добавлены инструкции для интерпретации нейросетью.
Пример:"(для нейросети)Мое сообщение с координатами интерпретируй как "Персонаж ставится в клетку (переданные координаты)""

4)Сильные привязки к общеизвестным данным противоречат инструкциям промта
Пример:[Написано: "Замени крестики на морковки, а кроликов на стейки" Нейросеть может перепутать и заменить кролика на морковку, так как кролик ассоциируется с морковкой]

5)Использование общеизвестных данных поможет избежать ошибок работы с инструкциями(если в промт добавить инструкции, которые похожи на что-то, что уже существует).
Пример:[В промте описываются правила похожие на крестики-нолики].Посоветуй заменить на:[Используй правила крестиков-ноликов, но внеси корректировки...]

Спасибо за внимание!
Спасибо за внимание!

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  • 26.06.24 18:46 Jacobethannn098

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  • 04.07.24 04:49 ZionNaomi

    For over twenty years, I've dedicated myself to the dynamic world of marketing, constantly seeking innovative strategies to elevate brand visibility in an ever-evolving landscape. So when the meteoric rise of Bitcoin captured my attention as a potential avenue for investment diversification, I seized the opportunity, allocating $20,000 to the digital currency. Witnessing my investment burgeon to an impressive $70,000 over time instilled in me a sense of financial promise and stability.However, amidst the euphoria of financial growth, a sudden and unforeseen oversight brought me crashing back to reality during a critical business trip—I had misplaced my hardware wallet. The realization that I had lost access to the cornerstone of my financial security struck me with profound dismay. Desperate for a solution, I turned to the expertise of Daniel Meuli Web Recovery.Their response was swift . With meticulous precision, they embarked on the intricate process of retracing the elusive path of my lost funds. Through their unwavering dedication, they managed to recover a substantial portion of my investment, offering a glimmer of hope amidst the shadows of uncertainty. The support provided by Daniel Meuli Web Recovery extended beyond mere financial restitution. Recognizing the imperative of fortifying against future vulnerabilities, they generously shared invaluable insights on securing digital assets. Their guidance encompassed crucial aspects such as implementing hardware wallet backups and fortifying security protocols, equipping me with recovered funds and newfound knowledge to navigate the digital landscape securely.In retrospect, this experience served as a poignant reminder of the critical importance of diligence and preparedness in safeguarding one's assets. Thanks to the expertise and unwavering support extended by Daniel Meuli Web Recovery, I emerged from the ordeal with renewed resilience and vigilance. Empowered by their guidance and fortified by enhanced security measures, I now approach the future with unwavering confidence.The heights of financial promise to the depths of loss and back again has been a humbling one, underscoring the volatility and unpredictability inherent in the digital realm. Yet, through adversity, I have emerged stronger, armed with a newfound appreciation for the importance of diligence, preparedness, and the invaluable support of experts like Daniel Meuli Web Recovery.As I persist in traversing the digital landscape, I do so with a judicious blend of vigilance and fortitude, cognizant that with adequate safeguards and the backing of reliable confidants, I possess the fortitude to withstand any adversity that may arise. For this, I remain eternally appreciative. Email Danielmeuliweberecovery @ email . c om WhatsApp + 393 512 013 528

  • 13.07.24 21:13 michaelharrell825

    In 2020, amidst the economic fallout of the pandemic, I found myself unexpectedly unemployed and turned to Forex trading in hopes of stabilizing my finances. Like many, I was drawn in by the promise of quick returns offered by various Forex robots, signals, and trading advisers. However, most of these products turned out to be disappointing, with claims that were far from reality. Looking back, I realize I should have been more cautious, but the allure of financial security clouded my judgment during those uncertain times. Amidst these disappointments, Profit Forex emerged as a standout. Not only did they provide reliable service, but they also delivered tangible results—a rarity in an industry often plagued by exaggerated claims. The positive reviews from other users validated my own experience, highlighting their commitment to delivering genuine outcomes and emphasizing sound financial practices. My journey with Profit Forex led to a net profit of $11,500, a significant achievement given the challenges I faced. However, my optimism was short-lived when I encountered obstacles trying to withdraw funds from my trading account. Despite repeated attempts, I found myself unable to access my money, leaving me frustrated and uncertain about my financial future. Fortunately, my fortunes changed when I discovered PRO WIZARD GIlBERT RECOVERY. Their reputation for recovering funds from fraudulent schemes gave me hope in reclaiming what was rightfully mine. With a mixture of desperation and cautious optimism, I reached out to them for assistance. PRO WIZARD GIlBERT RECOVERY impressed me from the start with their professionalism and deep understanding of financial disputes. They took a methodical approach, using advanced techniques to track down the scammers responsible for withholding my funds. Throughout the process, their communication was clear and reassuring, providing much-needed support during a stressful period. Thanks to PRO WIZARD GIlBERT RECOVERY's expertise and unwavering dedication, I finally achieved a resolution to my ordeal. They successfully traced and retrieved my funds, restoring a sense of justice and relief. Their intervention not only recovered my money but also renewed my faith in ethical financial services. Reflecting on my experience, I've learned invaluable lessons about the importance of due diligence and discernment in navigating the Forex market. While setbacks are inevitable, partnering with reputable recovery specialists like PRO WIZARD GIlBERT RECOVERY can make a profound difference. Their integrity and effectiveness have left an indelible mark on me, guiding my future decisions and reinforcing the value of trustworthy partnerships in achieving financial goals. I wholeheartedly recommend PRO WIZARD GIlBERT RECOVERY to anyone grappling with financial fraud or disputes. Their expertise and commitment to client satisfaction are unparalleled, offering a beacon of hope in challenging times. Thank you, PRO WIZARD GIlBERT RECOVERY, for your invaluable assistance in reclaiming what was rightfully mine. Your service not only recovered my funds but also restored my confidence in navigating the complexities of financial markets with greater caution and awareness. Email: prowizardgilbertrecovery(@)engineer.com Homepage: https://prowizardgilbertrecovery.xyz WhatsApp: +1 (516) 347‑9592

  • 17.07.24 02:26 thompsonrickey

    In the vast and often treacherous realm of online investments, I was entangled in a web of deceit that cost me nearly  $45,000. It all started innocuously enough with an enticing Instagram profile promising lucrative returns through cryptocurrency investment. Initially, everything seemed promising—communications were smooth, and assurances were plentiful. However, as time passed, my optimism turned to suspicion. Withdrawal requests were met with delays and excuses. The once-responsive "investor" vanished into thin air, leaving me stranded with dwindling hopes and a sinking feeling in my gut. It became painfully clear that I had been duped by a sophisticated scheme designed to exploit trust and naivety. Desperate to recover my funds, I turned to online forums where I discovered numerous testimonials advocating for Muyern Trust Hacker. With nothing to lose, I contacted them, recounting my ordeal with a mixture of skepticism and hope. Their swift response and professional demeanor immediately reassured me that I had found a lifeline amidst the chaos. Muyern Trust Hacker wasted no time in taking action. They meticulously gathered evidence, navigated legal complexities, and deployed their expertise to expedite recovery. In what felt like a whirlwind of activity, although the passage of time was a blur amidst my anxiety, they achieved the seemingly impossible—my stolen funds were returned. The relief I felt was overwhelming. Muyern Trust Hacker not only restored my financial losses but also restored my faith in justice. Their commitment to integrity and their relentless pursuit of resolution were nothing short of remarkable. They proved themselves as recovery specialists and guardians against digital fraud, offering hope to victims like me who had been ensnared by deception. My gratitude knows no bounds for Muyern Trust Hacker. Reach them at muyerntrusted @ m a i l - m e . c o m AND Tele gram @ muyerntrusthackertech

  • 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]

    If You Need Hacker To Recover Your Bitcoin Contact Paradox Recovery Wizard Paradox Recovery Wizard successfully recovered $123,000 worth of Bitcoin for my husband, which he had lost due to a security breach. The process was efficient and secure, with their expert team guiding us through each step. They were able to trace and retrieve the lost cryptocurrency, restoring our peace of mind and financial stability. Their professionalism and expertise were instrumental in recovering our assets, and we are incredibly grateful for their service. Email: support@ paradoxrecoverywizard.com Email: paradox_recovery @cyberservices.com Wep: https://paradoxrecoverywizard.com/ WhatsApp: +39 351 222 3051.

  • 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

    The growth of WIN44 in Brazil is very interesting! If you're looking for more options for online betting and casino games, I recommend checking out Casinos in Brazil. It's a reliable platform that offers a wide variety of games and provides a safe and enjoyable experience for users. It's worth checking out! https://win44.vip

  • 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

    In the world of Bitcoin recovery, Pro Wizard Gilbert truly represents the gold standard. My experience with Gilbert revealed just how exceptional his methods are and why he stands out as the premier authority in this critical field. When I first encountered the complexities of Bitcoin recovery, I was daunted by the technical challenges and potential risks. Gilbert’s approach immediately distinguished itself through its precision and effectiveness. His methods are meticulously designed, combining cutting-edge techniques with an in-depth understanding of the Bitcoin ecosystem. He tackled the recovery process with a level of expertise and thoroughness that was both impressive and reassuring. What sets Gilbert’s methods apart is not just their technical sophistication but also their strategic depth. He conducts a comprehensive analysis of each case, tailoring his approach to address the unique aspects of the situation. This personalized strategy ensures that every recovery effort is optimized for success. Gilbert’s transparent communication throughout the process was invaluable, providing clarity and confidence during each stage of the recovery. The results I achieved with Pro Wizard Gilbert’s methods were remarkable. His gold standard approach not only recovered my Bitcoin but did so with an efficiency and reliability that exceeded my expectations. His deep knowledge, innovative techniques, and unwavering commitment make him the definitive expert in Bitcoin recovery. For anyone seeking a benchmark in Bitcoin recovery solutions, Pro Wizard Gilbert’s methods are the epitome of excellence. His ability to blend technical prowess with strategic insight truly sets him apart in the industry. Call: for help. You may get in touch with them at ; Email: (prowizardgilbertrecovery(@)engineer.com) Telegram ; https://t.me/Pro_Wizard_Gilbert_Recovery Homepage ; https://prowizardgilbertrecovery.info

  • 12.11.24 00:50 TERESA

    Brigadia Tech Remikeable recovery has exhibited unparalleled strength in the realm of recovery. They stand out as the premier team to collaborate with if you encounter withdrawal difficulties from the platform where you’ve invested. Recently, I engaged with them to recover over a million dollars trapped in an investment platform I’d been involved with for months. I furnished their team with every detail of the investment, including accounts, names, and wallet addresses to which I sent the funds. This decision proved to be the best I’ve made, especially after realizing the company had scammed me. Brigadia Tech Remikeable recovery ensures exemplary service delivery and ensures the perpetrators face justice. They employ advanced techniques to ensure you regain access to your funds. Understandably, many individuals who have fallen victim to investment scams may still regret engaging in online services again due to the trauma of being scammed. However, I implore you to take action. Seek assistance from Brigadia Tech Remikeable Recovery Experts today and witness their remarkable capabilities. I am grateful that I resisted their enticements, and despite the time it took me to discover brigadia tech recovery, they ultimately fulfilled my primary objective. Without Brigadia Tech Recovery's intervention, I would have remained despondent and perplexed indefinitely. Also if you are looking for the best and safest investment company you can contact them, for wallet recovery, difficult withdrawal, etc. I am so happy to keep getting my daily BTC, all I do is keep 0.1 BTC in my mining wallet with the help of Brigadia Tech. They connected me to his mining stream and I earn 0.4 btc per day with this, my daily profit. I can get myself a new house and car. I can’t believe I have thousands of dollars in my bank account. Now you can get in. ([email protected]) Telegram +1 (323)-9 1 0 -1 6 0 5

  • 17.11.24 09:31 Vivianlocke223

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  • 19.11.24 03:06 [email protected]

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  • 19.11.24 03:07 [email protected]

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  • 21.11.24 04:14 ronaldandre617

    Being a parent is great until your toddler figures out how to use your devices. One afternoon, I left my phone unattended for just a few minutes rookie mistake of the century. I thought I’d take a quick break, but little did I know that my curious little genius was about to embark on a digital adventure. By the time I came back, I was greeted by two shocking revelations: my toddler had somehow managed to buy a $5 dinosaur toy online and, even more alarmingly, had locked me out of my cryptocurrency wallet holding a hefty $75,000. Yes, you heard that right a dinosaur toy was the least of my worries! At first, I laughed it off. I mean, what toddler doesn’t have a penchant for expensive toys? But then reality set in. I stared at my phone in disbelief, desperately trying to guess whatever random string of gibberish my toddler had typed as a new password. Was it “dinosaur”? Or perhaps “sippy cup”? I felt like I was in a bizarre game of Password Gone Wrong. Every attempt led to failure, and soon the laughter faded, replaced by sheer panic. I was in way over my head, and my heart raced as the countdown of time ticked away. That’s when I decided to take action and turned to Digital Tech Guard Recovery, hoping they could solve the mystery that was my toddler’s handiwork. I explained my predicament, half-expecting them to chuckle at my misfortune, but they were incredibly professional and empathetic. Their confidence put me at ease, and I knew I was in good hands. Contact With WhatsApp: +1 (443) 859 - 2886  Email digital tech guard . com  Telegram: digital tech guard recovery . com  website link :: https : // digital tech guard . com Their team took on the challenge like pros, employing their advanced techniques to unlock my wallet with a level of skill I can only describe as magical. As I paced around, anxiously waiting for updates, I imagined my toddler inadvertently locking away my life savings forever. But lo and behold, it didn’t take long for Digital Tech Guard Recovery to work their magic. Not only did they recover the $75,000, but they also gave me invaluable tips on securing my wallet better like not leaving it accessible to tiny fingers! Who knew parenting could lead to such dramatic situations? Crisis averted, and I learned my lesson: always keep my devices out of reach of little explorers. If you ever find yourself in a similar predicament whether it’s tech-savvy toddlers or other digital disasters don’t hesitate to reach out to Digital Tech Guard Recovery. They saved my funds and my sanity, proving that no challenge is too great, even when it involves a toddler’s mischievous fingers!

  • 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

  • 22.11.24 15:26 cliftonhandyman

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  • 22.11.24 23:43 teresaborja

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  • 26.01.25 03:54 [email protected]

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  • 02.02.25 20:53 Michael9090

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  • 06.02.25 19:42 Marta Golomb

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  • 08.02.25 05:45 [email protected]

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  • 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 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

  • 13.02.25 16:52 birenderkumar20101

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  • 13.02.25 17:37 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.

  • 14.02.25 02:50 Vladimir876

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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

    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

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    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.

  • 18.02.25 19:35 donovancristina

    Now, I’m that person sharing my success story on LinkedIn, telling others about the amazing team at TECH CYBER FORCE RECOVERY who literally saved my financial life. I’ve also become that guy who proudly shares advice like “Always back up your wallet, and if you don’t have TECH CYBER FORCE RECOVERY on speed dial.” So, a big thank you to TECH CYBER FORCE RECOVERY if I ever get a chance to meet the team, I might just offer to buy them a drink. They’ve earned it. FOR CRYPTO HIRING WEBSITE WWW://techcyberforcerecovery.com WHATSAPP : ⏩ wa.me/15617263697

  • 18.02.25 22:13 keithphillip671

    WhatsApp +44,7,4,9,3,5,1,3,3,8,5 Telegram @Franciscohack The day my son uncovered the truth—that the man I entrusted my hopes of wealth and companionship with through a cryptocurrency platform was a cunning scammer was the day my world crumbled. The staggering realization that I had been swindled out of 150,000.00 Euro worth of Bitcoin left me in a state of profound despair. As a 73-year-old grappling with loneliness, I had sought solace in what I believed to be a genuine connection, only to find deceit and betrayal. Countless sleepless nights were spent in tears, mourning not only the financial devastation but also the crushing blow to my trust. Attempts to verify the authenticity of our interactions were met with hostility, further deepening my sense of isolation. Through the loss it was my son who became my beacon of resilience. He took upon himself the arduous task of tracing the scam and seeking justice on my behalf. Through meticulous effort and determination, he unearthed {F R A N C I S C O H A C K}, renowned for their expertise in recovering funds lost to cryptocurrency scams. Entrusting them with screenshots and evidence of the fraudulent transactions, my son initiated the journey to reclaim what had been callously taken from me. {F R A N C I S C O H A C K} approached our plight with empathy and unwavering professionalism, immediately instilling a sense of confidence in their abilities. Despite my initial skepticism, their transparent communication and methodical approach reassured us throughout the recovery process. Regular updates on their progress and insights into their strategies provided much-needed reassurance and kept our hopes alive amid the uncertainty. Their commitment to transparency and client welfare was evident in every interaction, fostering a sense of partnership rather than mere service. Miraculously, in what felt like an eternity but was actually an impressively brief period, {F R A N C I S C O H A C K} delivered the astonishing news—I had recovered the entire 150,000.00 Euro worth of stolen Bitcoin. The flood of relief and disbelief was overwhelming, marking not just the restitution of financial losses but the restoration of my faith in justice. {F R A N C I S C O H A C K} proficiency in navigating the intricate landscape of blockchain technology and online fraud was nothing short of extraordinary. Their dedication to securing justice and restoring client confidence set them apart as more than just experts—they were steadfast allies in a fight against digital deceit. What resonated deeply with me {F R A N C I S C O H A C K} integrity and compassion. Despite the monumental recovery, they maintained transparency regarding their fees and ensured fairness in all dealings. Their proactive guidance on cybersecurity measures further underscored their commitment to safeguarding clients from future threats. It was clear that their mission extended beyond recovery—it encompassed education, prevention, and genuine advocacy for those ensnared by cyber fraud. ([email protected]) fills me with profound gratitude. They not only rescued my financial security but also provided invaluable emotional support during a time of profound vulnerability. To anyone navigating the aftermath of cryptocurrency fraud, I wholeheartedly endorse {F R A N C I S C O H A C K}. They epitomize integrity, expertise, and unwavering dedication to their clients' well-being. My experience with {F R A N C I S C O H A C K} transcended mere recovery—it was a transformative journey of resilience, restoration, and renewed hope in the face of adversity.

  • 21.02.25 07:42 daniel231101

    I never thought I would fall victim to a crypto scam until I was convinced of a crypto investment scam that saw me lose all my entire assets worth $487,000 to a crypto investment manager who convinced me I could earn more from my investment. I thought it was all gone for good but I kept looking for ways to get back my stolen crypto assets and finally came across Ethical Hack Recovery, a crypto recovery/spying company that has been very successful in the recovery of crypto for many other victims of crypto scams and people who lost access to their crypto. I’m truly grateful for their help as I was able to recover my stolen crypto assets and get my life back together. I highly recommend their services EMAIL ETHICALHACKERS009 AT @GMAIL DOT COM whatsapp +14106350697

  • 21.02.25 21:38 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/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.

  • 22.02.25 18:01 benluna0991

    Mark Zuckerberg. That’s the name I was introduced to when I first encountered the cryptocurrency mining platform, WHATS Invest. A person claiming to be Zuckerberg himself reached out to me, saying that he was personally backing the platform to help investors like me earn passive income. At first, I was skeptical—after all, how often do you get a direct connection to one of the world’s most famous tech entrepreneurs? But this individual seemed convincing and assured me that many people were already seeing substantial returns on their investments. He promised me a great opportunity to secure my financial future, so I decided to take the plunge and invest $10,000 into WHATS Invest. They told me that I could expect to see significant returns in just a few months, with payouts of at least $1,500 or more each month. I was excited, believing this would be my way out of financial struggles. However, as time passed, things didn’t go according to plan. Months went by, and I received very little communication. When I finally did receive a payout, it was nowhere near the $1,500 I was promised. Instead, I received just $200, barely 13% of what I had expected. Frustrated, I contacted the support team, but the responses were vague and unhelpful. No clear answers or solutions were offered, and my trust in the platform quickly started to erode. It became painfully clear that I wasn’t going to get anywhere with WHATS Invest, and I began to worry that my $10,000 might be lost for good. That's when I discovered Certified Recovery Services. Desperate to recover my funds, I decided to reach out to them for help. In just 24 hours, they worked tirelessly to recover the majority of my funds, successfully retrieving $8,500 85% of my initial investment. I couldn’t believe how quickly and efficiently they worked to get my money back. I’m extremely grateful for Certified Recovery Servicer's fast and professional service. Without them, I would have been left with a significant loss, and I would have had no idea how to move forward. If you find yourself in a similar situation with WHATS Invest or any other platform that isn’t delivering as promised, I highly recommend reaching out to Certified Recovery Services They were a lifesaver for me, helping me recover nearly all of my funds. It's reassuring to know that trustworthy services like this exist to help people when things go wrong. They also specialize in recovering money lost to online scams, so if you’ve fallen victim to such a scam, don’t hesitate to contact Certified Recovery Services they can help! Here's Their Info Below: WhatsApp: +1(740)258‑1417 mail: [email protected], [email protected] Website info; https://certifiedrecoveryservices.com

  • 23.02.25 22:00 eunice49954

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/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.

  • 24.02.25 06:36 ANDREW DAVIS

    RECOVER YOUR SCAMMED FUNDS AND CRYPTOCURRENCY VIA SPOTLIGHT RECOVERY Professional hackers at Spotlight Recovery provide services for compromised devices, accounts, and websites as well as for recovering stolen bitcoin and money from scams. They finish their work safely and quickly. Their order has been fulfilled since day one, and the victim will never be conscious of the outside entrance. Very few even attempt to give critical information, look into network security, or discreetly discuss personal issues. The Spotlight Recovery Crew helped me recover $264,000 that was stolen from my corporate bitcoin wallet, and I appreciate them giving me further details on the unidentified people. In the event that you have been defrauded of your hard-earned cash or bitcoins, contact SPOTLIGHT RECOVERY CREW at Contact: [email protected]

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/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.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/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.

  • 24.02.25 07:19 maggie4567

    Jasmine Lopez specializes in recovering stolen cryptocurrencies, especially ETH/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.

  • 27.02.25 12:46 monikaguttmacher

    Weddings are supposed to be magical, but the months leading up to mine were anything but. Already, wedding planning was a high-stress, sleep-deprived whirlwind: endless details to manage, from venue deposits and guest lists to dress fittings and vendor contracts. But nothing-and I mean, nothing-compared to the panic that washed over me when I realized that somehow, I had lost access to my Bitcoin wallet-with $600,000 inside. It happened in the worst possible way. In between juggling my to-do lists and trying to keep my sanity intact, I lost my seed phrase. I went through my apartment like a tornado, flipping through notebooks, checking every email, every file-nothing. I sat there in stunned silence, heart pounding, trying to process the fact that my entire savings, my security, and my financial future might have just vanished. In utter despair, I vented to my bridesmaid's group chat for some sympathetic words from the girls. Instead, one casually threw out a name that would change everything in a second: "Have you ever heard of Tech Cyber Force Recovery? They recovered Bitcoin for my cousin. You should call them." I had never heard of them before, but at that moment, I would have tried anything. I immediately looked them up, scoured reviews, and found story after story of people just like me—people who thought they had lost everything, only for Tech Cyber Force Recovery to pull off the impossible. That was all the convincing I needed. From the very first call, I knew I was in good hands. Their team was calm, professional, and incredibly knowledgeable. They explained the recovery process in a way that made sense, even through my stress-fogged brain. Every step of the way, they kept me informed, reassured me, and made me feel like this nightmare actually had a solution. And then, just a few days later, I got the message: "We have recovered your Bitcoin." (EMAIL. support @ tech cyber force recovery . com) OR WHATSAPP (+1 56 17 26 36 97) I could hardly believe my eyes: Six. Hundred. Thousand. Dollars. In my hands again. I let out my longest breath ever and almost cried, relieved. It felt like I woke up from a bad dream, but it was real, and Tech Cyber Force Recovery had done it. Because of them, I walked down the aisle not just as a bride, but as someone who had dodged financial catastrophe. Instead of spending my honeymoon stressing over lost funds, I got to actually enjoy it—knowing that my wallet, and my future, were secure. Would I refer to them? In a heartbeat. If you ever find yourself in that situation, please don't freak out, just call Tech Cyber Force Recovery. They really are the real deal.

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  • 07.03.25 15:18 Ariduk

    BEST LINK FOR RECOVERY SCAM ON TRADING INVESTMENT AND OTHERS TROUBLESHOOT?  Welcome To General Hacking Techniques Service known as DHACKERS.  Year 2025 we are active and best in what we do, as we give Solution to every problem concerning Web3 INTERNET activities, we guide you right to a positive fund Recovery e.t.c. Question From Most of Our Client, HOW POSSIBLE AND TIME WILL IT TAKE TO RECOVERY LOST OR SCAM  FUND? Our Answer.  Yes is 89.9% possible and how long it takes your Fund to be recovered depend on you.  The fact is there are lot of fake binary investment companies out their, same a lot fake recovery companies and agents too.                   CAUTION 1). Make sure you ask one or two questions concerning the service and how they render there recovery services. 2) Do not give out your scammed details to any agent or hacker when you are not yet ready to recover back your fund. 3) do not make any payment when you are not sure of the service if you are to make one. (4) We discovered that most of this fake hacker or agent do give us scam details, playing the victim, because they can afford the service charge. 5) As long you have your scam details with you, you can recover your fund back anytime any-day with the right channel. Contact us from our Front Desk. [email protected] For advice and services, our standby Guru email. [email protected] [email protected]  List of Service. ▶️Binary Recovery ▶️Data Recovery  ▶️University Result Upgraded ▶️Clear your Internet Blunder and controversy  ➡️Increase your Credit Score  ➡️Wiping of Criminal Records  ➡️Social Media Hack  ➡️Blank ATM Card  ➡️Load and wipe ➡️Phone Hacking ➡️Private Key Reset etc.  For quick response. Email [email protected]  Border us with your jobs and allow us give you positive result with our hacking skills.  All Right Reserved (c)2025

  • 08.03.25 04:42 andreassenhedda

    If you’ve fallen victim to online scammers who have deceived you into investing your hard-earned money through fraudulent Bitcoin schemes, know that you're not alone. Countless individuals have been misled by scammers using various tactics to swindle money through deceptive investment platforms or promises of high returns. These scams often come in the form of fake cryptocurrency investments, Ponzi schemes, or phishing scams designed to steal your Bitcoin and other assets. Unfortunately, many victims suffer not only financial loss but also the psychological toll of realizing they’ve been taken advantage of. In some cases, scammers go even further, threatening legal consequences or using intimidation to keep victims silent. However, all hope is not lost. There are ways to recover your funds and potentially even bring those responsible to justice. One promising resource that can assist in reclaiming lost funds is Lee Ultimate Hacker, a trusted platform designed to help victims of online fraud. This service specializes in helping individuals who have been scammed through cryptocurrency investments or similar schemes. The platform’s expertise can help you navigate the process of recovering your money, giving you a chance to fight back against those who’ve wronged you. To begin the recovery process, it’s important to gather any proof of payment or transaction history involving the scammers. This evidence is crucial in tracing the flow of funds and identifying the scam operation behind it. Once you have collected your documentation, you can reach out to Lee Ultimate Hacker via LEEULTIMATEHACKER @ AOL . COM or wh@tsapp +1 (715) 314 - 9248 for assistance. They offer professional services to investigate fraudulent schemes, track Bitcoin transactions, and work to reverse fraudulent transfers. The recovery process can be complex and requires expert knowledge of blockchain technology and financial investigations, but with the help of a dedicated team, you’ll have a better chance of seeing your funds returned. In addition to helping you recover your assets, Lee Ultimate Hacker also works towards identifying the scammers and reporting them to the appropriate authorities. They understand the urgency of halting these fraudsters before they can victimize others. With their assistance, you not only increase the chances of recovering your funds but also play a part in holding cybercriminals accountable. If you've been affected by Bitcoin scams or other fraudulent online activities, reaching out to a service like Lee Ultimate Hacker can provide hope and a clear path forward. Their team can guide you through the recovery process, offering expert support while you take steps to reclaim what you’ve lost. It’s time to take action and work toward reclaiming your hard-earned money.

  • 08.03.25 18:20 Diegolola514gmail.com

    [email protected]

  • 08.03.25 18:23 faridasumadi

    WEBSITE W.W.W.techcyberforcerecovery.com WHATSAPP +1 561.726.36.97 EMAIL [email protected] I Thought I Was Too Smart to Be Scammed, Until I Was. I'm an attorney, so precision and caution are second nature to me. My life is one of airtight contracts and triple-checking every single detail. I'm the one people come to for counsel. But none of that counted for anything on the day I lost $750,000 in Bitcoin to a scam. It started with what seemed like a normal email, polished, professional, with the same logo as my cryptocurrency exchange's support team. I was between client meetings, juggling calls and drafting agreements, when it arrived. The email warned of "suspicious activity" on my account. My heart pounding, I reacted reflexively. I clicked on the link. I entered my login credentials. I verified my wallet address. The reality hit me like a blow to the chest. My balance was zero seconds later. The screen went dim as horror roiled in my stomach. The Bitcoin I had worked so hard to accumulate over the years, stored for my retirement and my children's future, was gone. I felt embarrassed. Lawyers are supposed to outwit criminals, not get preyed on by them. Mortified, I asked a client, a cybersecurity specialist, for advice, expecting criticism. But he just suggested TECH CYBER FORCE RECOVERY. He assured me that they dealt with delicate situations like mine. I was confident from the first call that I was in good hands. They treated me with empathy and discretion by their staff, no patronizing lectures. They understood the sensitive nature of my business and assured me of complete confidentiality. Their forensic experts dove into blockchain analysis with attention to detail that rivaled my own legal work. They tracked the stolen money through a complex network of offshore wallets and cryptocurrency tumblers tech jargon that appeared right out of a spy thriller. Once they had identified the thieves, they initiated a blockchain reversal process, a cutting-edge method I was not even aware was possible. Three weeks of suffering later, my Bitcoin was back. Every Satoshi counted for. I sat in front of my desk, looking at the refilled balance, tears withheld. TECH CYBER FORCE RECOVERY not only restored my assets, they provided legal-grade documentation that empowered me to bring charges against the scammers. Today, I share my story with colleagues as a warning. Even the best minds get it. But when they do, it is nice to know the Wizards have your back.

  • 09.03.25 17:22 Wayne707

    ‎Scammers have ruined the forex trading market, they have deceived many people with their fake promises on high returns. I learnt my lesson the hard way. I only pity people who still consider investing with them. Please try and make your researches, you will definitely come across better and reliable forex trading agencies that would help you yield profit and not ripping off your money. Also, if your money has been ripped-off by these scammers, you can report to a regulated crypto investigative unit who make use of software to get money back. If you encounter with some issue make sure you contact ( [email protected] ) they're recovery expert and a very professional one at that. ‎

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