Этот сайт использует файлы cookies. Продолжая просмотр страниц сайта, вы соглашаетесь с использованием файлов cookies. Если вам нужна дополнительная информация, пожалуйста, посетите страницу Политика файлов Cookie

Прямой эфир

Русский

English

Войти / Регистрация

Cryptocurrencies: 9795 / Markets: 101878

Market Cap: $ 3 283 233 194 614 / 24h Vol: $ 133 380 606 606 / BTC Dominance: 62.569275254819%

Н Новости

Промпт-инжиниринг на основе здравого смысла: как понимать LLM и получать от них предсказуемый результат

Предисловие

В комментариях к моей предыдущей статье многие просили рассказать, как я использую ИИ для написания кода. 80-90% моих строк на последних проектах написаны через LLM, при этом мне удается с первой генерации по сравнительно небольшому промпту получать вплоть до 500-1000 строк комплексной бизнес логики, к тому же крайне высококачественной и полностью соответствующей стилю кода проекта. Мне кажется, ИИ вообще пишет код лучше, чем я на первом проходе: он допускает меньше багов, и его код сразу хорошо отрефакторен.

Использование ИИ позволяет мне получить около 3х к производительности, при этом повысить качество итогового кода и даже сделать разработку более увлекательной, но почему-то у многих моих коллег пока не получается даже близко воспроизвести такой результат. Поэтому надеюсь, мой опыт действительно мог бы быть кому-нибудь полезен.

Базовый фундамент

Прежде всего скажу, что я не ML инженер, и мое понимание работы LLM основано не на многолетнем опыте их разработки, а на более скромных академических и практических познаниях. В то же время, когда я слушаю и читаю экспертов, их тезисы отлично соответствуют моей картине мира, а именно эта картина позволяет мне легко и эффективно использовать LLM.

Я изучал и создавал простые нейросети еще до того, как это стало мейнстримом, в сумме посвятив этому около 200 часов, в процессе активно используя уже имевшиеся знания высшей математики. В результате у меня сформировалось хорошее понимание основ, но если я в чем-то неправ, буду рад услышать более экспертные мнения. Если вы хотите сами получше разобраться в теме, рекомендую следующие курсы по порядку освоения:

Дальнейшее повествование основано на следующих убеждениях, к которым я пришел в ходе упомянутого изучения нейросетей.

LLM понимают смысл слов

Есть популярное заблуждение, что LLM это тупые железяки, которые просто "оперируют вероятностями". Люди, которые так говорят, часто не могут даже внятно объяснить, что эти самые вероятности из себя представляют, и откуда они берутся.

Чтобы надежно генерировать все многообразие текстов, заложенных в тестовых и обучающих выборках, LLM просто обязаны были прийти к концептуальному пониманию слов и их взаимосвязей, в этом и состоит цель создания нейросетей. Еще давным давно создатели языковых моделей добивались того, чтобы представления в векторном пространстве (эмбеддинги) для слов "мама" и "папа" относились как вектора друг к другу примерно как для "брат" и "сестра", то есть разность векторов означала бы переход от мужского пола к женскому. Чтобы "страдание" в одном отношении было противоположно "экстазу" (приятность переживания), а в другом сонаправлено с ним (сила переживания). Информация, полученная современными LLM из обучающей выборки на одном языке, может быть успешно использована для восприятия и генерации текста на совсем другом языке. Возможно, эти доводы смогут посеять в некоторых скептиках зерно сомнения.

Конечно, можно придраться к слову "понимают", так как разные люди в него вкладывают разный смысл. Это вопрос терминологии, я поделюсь своим видением. В моем понимании, "понимание" - это наличие, во-первых, набора сформированных абстрактных концепций, обобщающих информацию о реальном мире, в которых, например, "друг" - это примерно то же самое, что "friend", а во-вторых, связей между этими концепциями, хорошо соответствующими реальному миру. Степень понимания - это мера, в которой эти концепции и связи соответствуют реальному миру. Ради интереса даже посмотрел википедию, на английской странице Understanding приведено похожее определение в разделе "As a model", что понимание - это вид сжатия информации. Человеческое понимание я определяю точно так же.

Более того, по моему опыту, современные нейросети понимают смысл того, что читают и пишут часто даже лучше, чем люди. Например, сейчас в компании мы делаем внутреннюю базу знаний с интерфейсом LLM (чтобы повысить качество, без RAG). И во время начального тестирования на голой LLM еще до прототипа базы, среди множества прочей информации из отдела HR в контексте был такой фрагмент:

непосредственный руководитель заполняет заявку по шаблону (пример BDM [ссылка], там же матрица компетенций) и с этим документом идет к HRD или HR для дальнейших действий. Совместно вносятся корректировки.

Составитель документа имел в виду, что пример BDM - это и есть шаблон, регламентирующий структуру заявки, просто с заполненными данными для BDM, и был недоволен, что LLM не привела структуру этого шаблона из связанного документа на запрос "что должно быть в заявке". В его понимании, "заполнить по шаблону" и "заполнить по примеру" - это практически одно и то же. Но ведь на самом деле, если подумать получше, шаблон - это структура, которую надо заполнить, а пример заполнения заявки - это заполненная заявка для конкретной должности. Неочевидно, что в примере содержатся все разделы шаблона (возможно, некоторые из них опциональны и не были включены в пример). И наоборот, некоторые разделы примера могут быть лишь структурными элементами текста, написанного в свободной форме при заполнении раздела шаблона, а не его обязательными элементами. Поэтому ИИ и не рискнул приводить структуру примера в качестве регламента структуры заявки (он даже так и объяснил свое решение при последующих вопросах), и я бы на его месте поступил бы так же, чтобы не допустить ошибки.

И стоило лишь сделать формулировку правильнее: "...по шаблону (пример BDM [ссылка], там же матрица компетенций, структура примера определяет шаблон) ..." как ответ ИИ кардинально поменялся, он уже не просто упоминал о существовании примера для BDM, а пользовался этим примером, чтобы описать структуру шаблона, по которому заявка должна быть заполнена, как это и подразумевал автор документа.

У LLM есть отличия с человеком

Это уже чисто мои мысли, которые следуют из понимания устройства LLM.

Первое из отличий фундаментальное - далеко не любой опыт взаимодействия человека с реальным миром можно без потери информации описать текстом или другой формой медиа. Как например описать запахи, тактильный опыт, чувства в их естественном виде? Когда мы общаемся с другими людьми словами, которыми мы обозначаем это все, мы встречаем у них понимание, потому что они сами люди, и для них это все тоже знакомо из опыта взаимодействия с миром (или в результате эволюции, так как мы просто созданы чтобы хорошо понимать реальный мир), соответственно, на слова реагируют те нейронные связи, которые сформировались не просто через обучение языку.

LLM же, как бы ни хотела, не может сформировать таких нейронных связей, поскольку обучается только на цифровом контенте. В то же время, для многих чувственных понятий у нее все-таки сложилось достаточно хорошее понимание, я представляю как если бы разумный агент, очень быстрый и обучаемый, жил бы в изоляции и постигал бы мир на основе книг. Он бы не слишком хорошо понимал то, что не испытывал сам, но мог бы говорить с людьми на одном языке и даже что-то умное. Тем не менее, на текущем этапе развития LLM, помимо прочего, отсутствие целого пласта важнейших данных для обучения не позволяет им постигать и понимать мир полноценно. Но вот какие-то абстрактные понятия, как например "пример" и "шаблон", которые слабо связаны с тем, что не передать словами, как видим, LLM уже научились понимать очень даже хорошо.

Кстати, не так давно вышла статья "The Era of Experience", авторы которой предполагают, что следующим этапом на пути к AGI и ASI должна стать интеграция самообучающихся агентов в реальный мир, чтобы как раз-таки получать кучу чистых реальных данных, не искаженных человеческим восприятием и объемом написанных текстов. Я, например, сомневаюсь, что в каком-то виде фиксируется хотя бы 1/1000 мыслей, которые меня посещают каждый день, и думаю, практически у всех так же.

В идеале надо бы выпустить ИИ агента в реальный мир, чтобы он сам потыкался, повзаимодействовал с людьми и их системами, чтобы прийти, возможно, даже к более правильному пониманию реальности, чем у людей. Как шахматные движки - сначала учились на человеческих играх и человеческом анализе позиций, но затем главной парадигмой стало то, что они стали обучаться сами, непосредственно на чистой игре, и человеческое участие вообще перестало требоваться, так как оно только ограничивало потенциал моделей. Современные шахматные модели умеют не только перебирать миллионы позиций, но и оценивать каждую отдельную позицию с более правильным, комплексным и глубоким пониманием, чем человек, и подобный подход надо перенести на универсальных агентов, если мы хотим супер ИИ. Я эти инициативы полностью поддерживаю. Конечно, нужно в процессе случайно не создать Скайнет, но это уже тема для отдельного обсуждения в области alignment.

Второе отличие функциональное и вполне очевидное - у LLM намного больше оперативной памяти на контекст, чем у человека, и выше скорость обработки этого контекста. Человек не может полностью держать в голове том на 500 страниц. Когда он его анализирует, он неизбежно сжимает длинные абзацы и предложения в их суть, оставляя главное, чтобы разительно уменьшить объем хранимой информации, не потеряв при этом самого важного. Хотя конечно агенты на основе LLM вроде Claude Code тоже используют такие подходы (функция compact) для того, чтобы не терять контекст, но мы сейчас говорим именно про LLM и их контексты на сотни тысяч токенов. Вот LLM реально может оперировать буквальными формулировками и быстро находить самые нетривиальные для человека связи между словами, разделенными десятками глав.

В то же время, длинный контекст все же ухудшает восприятие его элементов, так как внимание LLM тоже не безгранично. Здесь можно поэмпатизировать модели: если бы вам дали таблицу в виде html с атрибутами или в виде, собственно, таблицы, где бы вам было проще анализировать информацию? Из длинного контекста сложнее выделить важные детали, это же относится и к модели, она не парсер или лексический анализатор, чтобы спокойно обрабатывать мегабайты текста, ее процесс обработки гораздо ближе к человеческому. Хотя, конечно, с развитием LLM анализ длинного контекста становится все лучше и у передовых моделей выходит вполне качественным. Актуальный прогресс можно оценить, например, на странице бенчмарка Fiction.liveBench

LLM способны создавать новое

Еще одно популярное недопонимание звучит как "LLM просто копирует то, что было в ее обучающих данных и не может изобрести что-то новое, в отличие от человека".

У меня всегда была склонность и страсть к изобретательству, и некоторые мои изобретения зарегистрированы в Роспатенте, что подтверждает, что они не только новы и полезны, но и обладают изобретательским уровнем - неочевидностью из уровня техники. Как человек, знакомый с процессом создания нового не понаслышке, я ответственно заявляю, что даже нетривиальные изобретения, которыми я горжусь, выводятся интеллектуальным трудом из того, что уже существует. И так можно сказать про любое изобретение. То, для чего нет научной основы, считается скорее шарлатанством, поскольку основано чисто на умозрительных гипотезах без привязки к реальности.

В качестве примера, смартфон (несомненно гениальное изобретение) можно наверное вывести из того, что пальцы человека подвижны, что человеку привычнее оперировать пальцами, чем объектом-посредником (стилусом), а также из последних технологических разработок, таких как емкостные сенсоры.

LLM обладает нейронными связями между абстрактными концепциями и при нужном промптинге легко создаст то, чего не было в обучающей выборке. Сколько еще всего полезного и прорывного можно изобрести, если только оптимально скомбинировать уже существующие идеи. Конечно, из доводов предыдущего раздела понятно, что поскольку LLM не обладают всей полнотой необходимых нейронных связей о мире, то полностью заменить изобретателей они пока, к сожалению, не в состоянии. Но в тех областях, которые LLM понимают хорошо, они уже могут легко комбинировать существующие понятия нетривиальным образом, получая иногда очень интересные новые идеи. Неоднократно было установлено, что LLM способны создавать новые и даже более оптимальные и оригинальные решения, которые до этого нигде не были описаны.

Как понять LLM, поставив себя на ее место

Из этого всего я лично прихожу к выводу, что процесс интеллектуальной работы современных LLM похож на человеческий (или любого другого абстрактного разумного агента), и его можно хорошо объяснить, если попытаться поставить себя на их место и перенести свой мыслительный процесс на них.

Конечно, для этого нужно обладать определенными навыками рефлексии, чтобы, для начала, понимать свое собственное мышление и уметь рационально объяснить свое (пусть даже иногда иррациональное) поведение. Кроме того, при экстраполяции своего мышления на LLM нужно также понимать, откуда и как она взяла свое понимание мира, чтобы понять, о чем она может хорошо судить, а о чем не очень, что ей известно, а что нет. В этом деле мне конечно максимально помогают мои фундаментальные знания об устройстве нейросетей, без них не уверен, что я бы мог хоть сколько-нибудь уверенно рассуждать о том, почему нейросети ведут себя так, а не иначе.

Например, есть наблюдение, что LLM иногда качественнее думают над вопросом, заданном на английском. Очевиднее всего я с этим столкнулся при тестировании о1 - первой рассуждающей модели, которая не допускала банальных косяков, свойственных моделям прошлого поколения. Когда я дал ей пару задач по спортивному программированию, сформулированных на русском, я получил достаточно скромный прогресс в решении. В то же время, стоило перевести задачи на английский, и модель смогла догадаться до ключевой идеи каждой из задач. В современных моделях я практически не сталкиваюсь с тем, что на русском результаты получаются хуже, но я все равно общаюсь с ними практически исключительно на английском (благо уровень С1-С2 позволяет выражать свои мысли легко и точно).

Это наблюдение я объясняю тем, что благодаря на порядок большему объему англоязычных текстов в обучающей выборке, слова на английском внутри модели имеют в среднем более развитые нейронные связи между собой, то есть то же слово на английском значит для модели чуть больше, чем на русском, и имеет для нее больше смысла. Иногда это приводит к тому, что задача, сформулированная на английском, задействует больше нейронных связей и порождает более объемлющий и глубокий мыслительный процесс, чем если бы она была сформулирована на русском, что приводит к большей осмысленности и полезности ответов.

Или что модели плохо могут знать российское законодательство или софт - в обучающей выборке если и были данные по ним, то не так много, чтобы они сильно повлияли на функцию ошибки при обучении или позволили модели сформировать точные концептуальные понятия в этой области и установить качественные нейронные связи между ними. Все же LLM учится не как человек - человеку достаточно выбрать суть из новой информации и встроить ее в уже имеющуюся и хорошо развитую нейросеть, поэтому ему достаточно один раз увидеть что-то и хорошо усвоить. С LLM же, как правило, это не так, требуется значительный объем данных, чтобы она построила нейронные связи между ними, так как LLM - это не отточенный эволюцией обучающийся механизм. Можно представить, что она учится с нуля, вообще из ничего, в отличие от человека с его развитым с рождения мозгом.

Если осознанно учитывать ограничения наподобие описанных выше, то в большинстве случаев удается хорошо поставить себя на место LLM, как ответственный учитель ставит себя на место ученика, чтобы донести до него информацию оптимальным образом, учитывая его текущий уровень знаний и познавательных способностей. За счет этого у меня практически всегда получается заранее предсказать, как LLM отреагирует на ту или иную формулировку, таким образом нужный результат я получаю с первого раза или заранее понимаю, что я не смогу сформулировать задачу как следует и не пишу вообще ничего.

Естественные правила промпт-инжиниринга

Зачем я вообще писал все это? Как раз затем, чтобы заложить общую основу, из которой теперь будут очень естественным образом следовать некоторые частные правила. Я лично при изучении новой темы стараюсь сначала очень глубоко погрузиться в теорию, даже не приступая к практике, а после того, как стройная картина в голове сформируется, я начинаю очень эффективно, гибко и творчески решать реальные задачи, чаще всего даже лучше, чем те, кто все это время учился на практике. Я считаю, что фундаментальное понимание теории позволяет (для интеллектуальных дисциплин конечно, а не моторных) свободно владеть практикой во всех ее проявлениях, поэтому при написании статьи я попытался использовать именно этот подход, чтобы вы могли стать как можно более результативными практиками.

Правила промпт-инжиниринга ниже - это лишь ориентировочный набор, который я часто использую на практике, в то же время при грамотном владении теорией, вы сможете придумывать свои подходы, которые будут работать, потому что вы понимаете, как.

Универсально понятная формулировка

В первую очередь, очевидно, задача, которую вы даете LLM, должна быть понятно сформулирована. Просто написать по принципу "я так чувствую" не годится. LLM читает мысли не лучше человека, поэтому представьте, что вы видите вашу формулировку впервые и обладаете только общим уровнем знаний. Насколько однозначно формулировка определяет то, что вы в нее закладывали? Насколько слова, которые вы подобрали, соответствуют задаче и не имеют иных возможных толкований в данном контексте, что могло бы ввести вас в заблуждение относительно смысла других слов в вашей формулировке? В целом, для ИИ не требуется как-то по-особому нянчиться: если человеку со стороны (с должным уровнем экспертизы) ваша формулировка хорошо понятна, она почти наверняка будет понятна и для ИИ.

В качестве примера приведу видоизмененный фрагмент алгоритма, который для меня описал начинающий аналитик на одном из проектов. Не хочу никого обидеть, но так уж вышло, что работы этого аналитика я постоянно привожу в качестве примеров, как не надо делать.

Создать ClassA
Для каждого элемента массива ClassBArray:
Создать ClassB
Указать в поле ClassAId Id созданного ClassA
Указать в поле ClassBId значение ClassBArrayElement.Id
Если массив ClassBArray пустой, или любой ClassBArrayElement.Id is null, не создавать ClassB для каждого элемента массива
Для каждого элемента массива ClassCArray:
Создать ClassC
Указать в поле ClassAId Id созданного ClassA
Назначить поля ClassC1Id = ClassCArrayElement.ClassC1Id , ClassC2Id = ClassCArrayElement.ClassC2Id
Если указаны оба, ClassC1Id сделать null
Если массив ClassCArray пустой, или любой элемент массива содержит оба атрибута is null, не создавать ClassC для каждого элемента массива
Проверить в массиве ClassCArray каждый ClassC2Id (из тех объектов, где ClassC1Id is null) на принадлежность к каждому ClassC1Id (из тех объектов, где ClassC2Id is null). Если принадлежность найдена, то значения таких ClassC2Id не сохранять. (Если в объекте массива, оба атрибута is not null, считать в таком объекте ClassC1Id is null)

Вот я сейчас читаю это, и отдельные моменты вообще не понимаю. Когда я докопался до сути у тимлида, я удивился, как так можно было формулировать. При этом аналитик говорил условно: "я написал, мне понятно, тебе может непонятно", хотя одна из главных задач аналитика (и пользователя LLM) как раз в том, чтобы формулировка была понятна универсально. И, на мой взгляд, на самом деле, если мысль не получается сформулировать четко, это признак того, что и в голове она оформлена нечетко.

Я переписал этот алгоритм так:

Создать ClassA
Для массивов ClassBArray и ClassCArray: удалить дубликаты; если есть элемент, у которого все поля is null, очистить соответствующий массив.
Из элементов массива ClassCArray, где ClassC2Id is null, сформировать список ClassC1Id. Удалить элементы, где ClassC2Id != null и ClassC2.ClassC1Id находится в сформированном списке ClassC1Id. У оставшихся элементов с ClassC2Id != null обеспечить ClassC1Id = null
Для каждого элемента ClassBArray cоздать ClassB, у которого ClassBId = ClassBArrayElement.Id, а ClassAId = Id созданного ClassA.
Для каждого элемента ClassCArray cоздать ClassC, у которого ClassC2Id = ClassCArrayElement.ClassC2Id, ClassC1Id = ClassCArrayElement.ClassC1Id, а ClassAId = Id созданного ClassA.

Получившаяся формулировка намного точнее описывает алгоритм, да еще и компактнее и проще читается. При этом, по моему опыту, формулировки от опытных аналитиков не обязательно читаются просто, но они непременно однозначны и непротиворечивы. То есть когда вникнешь, картинка становится очень четкой, и такие формулировки без изменений подходят для ИИ.

Мне, на самом деле, иногда даже больше нравится общаться с ИИ, чем с человеком, поскольку я частенько выражаю свои мысли достаточно комплексными языковыми структурами вроде длинных сложноподчиненных предложений. Такие предложения лично мне привычно читать, а вот некоторым людям - нет, поэтому они иногда могут не очень хорошо понимать их. В то же время, ИИ запутанность формулировки не пугает: если текст сложный структурно, но при этом точно и однозначно выражает конкретную мысль, то ИИ разберется в формулировках и отлично меня поймет.

Достаточный контекст

Какие бы четкие формулировки у вас ни были, они должны в любом случае использовать те понятия, которые хорошо известны читателю. ИИ хорошо осведомлен об общем уровне техники, но если вы будете описывать задачу, которая связана с какими-то особенностями вашего проекта (например, стилем кода, используемыми паттернами, конвенциями или архитектурой), то поскольку ИИ вообще не в курсе о том, как устроен ваш проект, ваши формулировки будут для него значить очень мало. Он максимум сможет предоставить результат на основе одного из многочисленных вариантов интерпретации задания, и рассчитывать, что он угадает все правильно, не стоит.

Представьте себя на месте ИИ: вы не можете задавать уточняющие вопросы, и вам дают задание по написанию кода, который в разных проектах может быть устроен вообще по-разному. При этом вы не можете отказаться выполнять задание, и вам требуется выполнить его максимально хорошо. Вам ничего не остается, кроме как предположить какую-то архитектуру верной и придерживаться выбранной тактики.

Исполнителю (ИИ) следует знать вообще все, что неочевидно из уровня техники, и что необходимо, чтобы прийти к правильному результату. Не существует какого-то джентльменского набора файлов или окружения, который будет гарантировать достаточность информации - вы должны сами определять, чем дополнить контекст в каждой конкретной задаче.

Благо, это не сложно, если представить себя на месте непосвященного читателя вашего задания и подумать, как он должен прийти именно к тому результату, который вы от него ожидаете, а не к какому-то еще. Почему ваша формулировка не оставляет свободы действий и иных разумных вариантов интерпретации.

Например, вы можете приложить интерфейсы, с которыми должен взаимодействовать создаваемый код, json, структуру которого нужно знать для правильной обработки, код классов, с которыми придется работать, DDL таблиц в бд (очень кстати удобно, если требуется писать на SQL), паттерны и хэлперы, которые обычно используются при написании аналогичного кода.

Учитывайте также, что LLM обладает, в первую очередь, пониманием предметной области, а не строго структурированными знаниями, поэтому например, просто упоминания номера версии фреймворка часто недостаточно, чтобы одним этим номером заставить ИИ писать код только для этой версии. На моем стеке такая ситуация встречается крайне редко, поэтому гипотезы ниже являются умозрительными и не проверены мной лично, но, тем не менее, я достаточно в них уверен, можете проверить сами и отписаться о результатах.

Можно, как вариант, включить в контекст ключевые фрагменты release notes или документации, либо примеры кода, чтобы задействовать у LLM больше нейронных связей с паттернами интересующей версии фреймворка, а не только сравнительно слабые и точечные связи между паттернами и номером версии.

Если у LLM будут качественные доп материалы в контексте, она будет видеть, что "ага, конструкцию AA упоминают в промпте, а я знаю, что с ней еще используются конструкции AB и AG, еще мне приводят другую конструкцию AC, которая тоже связана c AB, но еще и с AD, при этом конструкции BA, BB, BD, BG несовместимы с ними...", то есть требуемое множество паттернов AA-AZ для A версии фреймворка оформится намного четче, и у модели не будет желания использовать конструкции BA-BZ из версии B, если они несовместимы с версией A. При этом если бы мы просто указали номер версии (например, 1.0.3), то связь между 1.0.3 и множеством AA-AZ была бы намного слабее, чем внутри самого множества часто используемых вместе конструкций AA-AZ.

Минимальность достаточного контекста

Когда разработчик понимает важность достаточного контекста, у него может возникнуть желание загрузить в LLM весь исходный код проекта. Но здесь кроется очень большой подвох - длинный контекст ухудшает производительность LLM. Если пытаться использовать контекстное окно на максимум, то в среднем LLM будет понимать и выполнять задачу хуже, чем если бы в контексте было только то, что реально необходимо. LLM будет давать больше багов, больше странного кода, результат придется дорабатывать дополнительными указаниями или генерировать повторно в надежде на удачу.

Представьте, что вам бы приходилось изучать весь исходный код проекта с нуля каждый раз, когда нужно внести доработку - насколько проще вам было бы, если бы вам кратко но понятно и точно объяснили, каких правил придерживаются при написании аналогичного кода, какие паттерны и хэлперы используют и дали содержательный пример вместо того, чтобы вы это все выясняли сами. Внимание модели не безгранично, как и у человека, и если оно было потрачено на изучение паттернов, на качественное решение задачи его останется меньше, не говоря уже о том, что нахождение закономерностей внутри длинного контекста дается LLM хуже, чем внутри короткого.

Попытки загрузить весь проект в контекст, ведущие к разочарованию в способностях LLM - это то, что часто останавливает неопытных промпт-инженеров (которые при этом могут быть очень даже опытными разработчиками). LLM намного ближе к человеку, чем к классическим точным алгоритмам, и относиться к ней нужно по-человечески. Вы же сами, когда работаете на проекте, не храните весь исходный код в голове, у вас есть скорее что-то вроде индекса проекта - понимание, как что устроено и где что найти. И если вы хотите, чтобы LLM вам хорошо писала код, эту экспертизу нужно передать ей. Кстати, в этом вам может помочь Claude Code с его командой /init. Она запускает автоматическое изучение репозитория и формирование текстовой сводки по архитектуре и используемым паттернам. Результат работы этой команды очень похож на то, что я писал руками до появления Claude Code.

Цель таких текстовых описаний - избавить разработчика (в том числе ИИ) от необходимости обнаруживать неочевидные закономерности из кода с нуля. Например, на одном из проектов у нас был костыль для обхода бага в библиотеке: к фильтрующему по Id условию нужно было добавлять && true. Чтобы выявить такой паттерн чисто из кода, пришлось бы посмотреть непонятно сколько примеров, а явное текстовое описание отметает необходимость в таком анализе. Или более обыденный случай - у нас была функция с не слишком говорящим названием. Когда она только появилась, разработчик в команде спросил, что она делает - и это максимально правильный подход. Если бы он пошел разбираться сам, ему бы пришлось перелопатить изрядное количество кода, чтобы выдвинуть достаточно вероятную версию. Да и то, меня бы лично в такой ситуации постоянно бы грызли и отвлекали сомнения, а точно ли я все правильно понял. Достаточно было просто словами задокументировать функцию, и объем требуемой интеллектуальной работы для ее пользователей значительно уменьшился.

Как человек будет пыхтеть и страдать, если ему потребуется выявлять паттерны в проекте с нуля, что скорее всего еще и приведет к худшему качеству, чем если бы та же энергия была направлена на решение основной задачи, так и LLM, хоть и несравнимо более быстрая, чем человек, лучше справится, если ей не придется предварительно производить лишнюю интеллектуальную работу.

Когда я начал писать серьезные многоразовые промпты на проекте, я думал, вот бы мне при погружении дали почитать то, что я сейчас объясняю LLM, я бы въехал намного быстрее. Создание емкого и качественного контекста на самом деле полезно не только для ИИ, но и для новых разработчиков в команде.

Несколько способов, как можно сократить контекст, чтобы добиться лучшего результата от LLM:

Вместо полного текста функции, которую нужно использовать, приведите только ее сигнатуру, если этого достаточно для понимания, что она делает. Как развитие идеи - вместо полного класса приведите его интерфейс.
Полный массив похожих друг на друга объектов json обрежьте до пары элементов, демонстрирующих все важные аспекты структуры или создайте сами такой максимально содержательный элемент (можно отдельным промптом) - этого будет достаточно, чтобы ИИ понял, как устроен массив.
Позаботьтесь о минификации структурированной информации. Передавать сырые таблицы на HTML, например, я считаю, вообще негуманно - переведите их лучше в csv.
Вместо простыней кода, который использует принятые у вас паттерны и хэлперы, явно опишите сценарии использования паттернов и хэлперов.

И еще один пункт, который многим может дать самое значительное сокращение контекста распишу отдельно: не ведите общение с LLM в формате диалога, если это необязательно! При работе в режиме диалога в контекст попадает вся ваша прошлая переписка. LLM начинает отвечать медленнее, ее ответы становятся дороже, а результат хуже. Например, если вы решили вдруг повайбкодить и итеративно дорабатываете кусок кода, то зачем LLM знать про все предыдущие версии этого кода? Перетирайте свое первое сообщение, добавляйте актуальную версию и пожелания по правкам.

Режим диалога полезен разве что когда все предыдущие сообщения целиком важны для нового ответа, например, чтобы ИИ знал, о чем он уже рассказал вам, и не повторялся. Но это и не генерация кода, а скорее просто общение с LLM. При серьезной методичной кодогенерации практически без исключений требуемый результат можно и нужно получать с одного промпта. Если результат не устраивает, правильнее будет поменять исходный промпт, а не просить доработать получившийся код.

Для понимания, каким может быть баланс достаточности и минимальности контекста - на моем опыте, оптимизированные многоразовые промпты примерно в 2 раза длиннее выхода, который от них ожидается, а те, что я пишу с нуля - примерно в 3. То есть для генерации, условно, 100 строк кода (около 1000 токенов), требуется 2-3 тысячи токенов на входе.

Главное отличие многоразовых и одноразовых промптов в том, что многоразовые написаны в основном руками и оптимизированы так, что дают результат (на примере крудов, простых или комплексных), который в 70% случаев вообще не приходится править, так как он идеален во всех отношениях, а в остальных 30% случаев правки точечные и быстрые (на пару минут). Всякую инфраструктуру без логики LLM может генерить идеально в 100% случаев. В одноразовых же промптах контекст практически полностью состоит из грамотно скопированного из проекта кода и ТЗ, поэтому создавать их получается быстро, но результат приходится править руками практически всегда, что, впрочем, не отменяет того, что ИИ все равно делает за меня около 80% полезной интеллектуальной работы.

Примеры - кладезь информации

Как ни важно уметь емко описывать ключевые паттерны, некоторые из них (простые, но очень многочисленные) лучше всего продемонстрировать на примере. Например, из вот такого, казалось бы, простого фрагмента на C#

/// <summary>
/// Добавление книги
/// </summary>
public sealed class BookCreateCommand : IRequest<Result>
{
    #region Input Property

	/// <summary>
	/// Идентификатор автора
	/// </summary>
	public int AuthorId { get; set; }

	/// <summary>
	/// ISBN
	/// </summary>
	[MaxLength(64)]
	public string? ISBN { get; set; }

	/// <summary>
	/// Идентификатор жанра
	/// </summary>
	public int GenreId { get; set; }
	
    #endregion

    /// <inheritdoc />
    public sealed class CommandHandler : IRequestHandler<BookCreateCommand, Result>
    {
        ...

        public async Task<Result> Handle(BookCreateCommand command, CancellationToken cancellationToken)
        {

можно с большой вероятностью предположить, что, в частности:

Параметры CQRS команды задаются в ее классе, а не в отдельном DTO
Входные параметры заключаются в #region, при этом после #region и до #endregion, а также между входными параметрами ставится пустая строка
Для документирования CommandHandler используется <inheritdoc />, а для входных параметров <summary>, при этом после данной разметки пустая строка не ставится
У класса команды ставится модификатор sealed

Это очень примитивные, но все же паттерны, и если вы хотите, чтобы сгенерированный код идеально соответствовал стилю проекта, вы должны посвятить LLM и в них. Но если пытаться сформулировать все мельчайшие нюансы словами (список выше можно дополнить и расписать намного подробнее), то такое объяснение только все усложнит. Коллеге же вы не будете объяснять все на словах, а скажете: "смотри, вот пример, делай по аналогии". ИИ обладает далеко не нулевым IQ и без труда обнаружит многие закономерности.

Вообще, примеры - это очень насыщенные и полезные источники информации. Если в контексте у вас будет пример не только результата, но и входных данных, из которых результат получился, то LLM сможет выявить не только микропаттерны оформления, но и не прописанные явно пути преобразования входа в выход. Например:

Input: 3, 1, 4 → Output: 11
Input: 2, 7, 5 → Output: 3
Input: 8, 2, 1 → Output: 6

Input: "apple" → Output: "eppal"
Input: "orange" → Output: "enarog"
Input: "banana" → Output: "aanabn"

Input:
POST /api/paramPamPam - Параметр Pam Pam

Название;Признак;Тип;Обязательность;Уникальность;Описание;БД
Id;PK;int;+;+;Идентификатор;ParamPamPam.id
Something;NF;object;+;;Кое-что, Навигационное поле к Something;ParamPamPam.somethingId
PuPuPuId;FK;int;+;;Надо подумать, FK к PuPuPu;ParamPamPam.puPuPuId
ParamType;;enum(32);;;Тип праметра;ParamPamPam.paramType

Output:
private static Entity ParamPamPamModel() =>
    new("paramPamPam", "Параметр Pam Pam")
    {
        Flags = new[] { EntityFlag.Export, EntityFlag.Extendable, EntityFlag.Extended },
        Fields = new List<Field>
        {
            new Field("Id", "Идентификатор.").AsInt().NotNull().PrimaryKey().Unique(),
            new Field("Something", "Кое-что", "Навигационное поле к Something.").AsObject().NotNull().Navigation("something"),
            new Field("PuPuPuId", "Надо подумать, FK к PuPuPu", "Навигационное поле к PuPuPu.").AsInt().NotNull().ForeignKey("puPuPu"),
            new Field("ParamType", "Тип праметра.").AsEnum(Enum.GetNames(typeof(ParamType)))
        }
    };

В первом примере закономерность преобразования такая: (левое * правое - среднее)
Во втором предпоследнюю букву ставим в конец, остальные переворачиваем
В третьем примере csv таблица преобразуется в код согласно паттернам проекта
Кроме того, в конце статьи приведен реальный промпт, в котором также есть специально созданный вручную пример для генерации CQRS команд согласно стилю проекта

Добавление в контекст даже одного примера в формате "вход - идеальный выход для входа" позволяет модели значительно лучше понять в том числе те интеллектуальные преобразования, которые вы описали явно, и, кроме того, установить свое внутреннее понимание множества других не описанных вами преобразований, что значительно повышает правильность производимой работы и качество результата.

Посудите сами, в каком случае вам будет проще разобраться в задаче и быть уверенным, что вы решили ее в соответствии с ожиданиями: когда вам дают просто абстрактное ТЗ без примеров, когда вам дают гору кода для самостоятельного изучения и ТЗ или когда вам дают ТЗ, качественное и понятное описание паттернов проекта, притом только тех, которые нужны для данной задачи, да еще и сопровождают примером, на котором видно, как похожая задача решается с применением описанных паттернов.

Качественные примеры в формате вход-выход - это настолько мощный способ усиления промпта, что Anthropic сделали даже отдельную форму для их добавления при работе с Claude. Если вы знакомы с популярным понятием "системный промпт", который рекомендуют использовать чуть ли не в каждом гайде по промпт-инжинирингу, то примеры, на моем опыте, намного важнее. Системным промптом я не пользуюсь вообще, а вот примеры вход-выход вставляю чуть ли не в каждый промпт для серьезной генерации кода.

Минимум логических переходов

В целом, это уже было сказано в разделах про достаточный и минимальный контекст, но еще раз акцентирую внимание на том, что задача промпт-инженера - сделать работу модели как можно проще. Зачем заставлять ее проводить сложные размышления над неподготовленными данными, если можно потратить чуть больше времени и включить в контекст результаты уже проделанной интеллектуальной работы.

Например, для того, чтобы выполнять задачи на проекте с плохо задокументированным кодом, для начала требуется произвести интеллектуальную работу по изучению репозитория. Результатом этой работы является понимание устройства проекта, это понимание можно сформулировать в виде текстового описания архитектуры и паттернов и использовать как отправную точку для модели, не вынуждая ее изучать репозиторий каждый раз с нуля. Даже упомянутый ранее Claude Code при автоматическом изучении репозитория формирует файлик claude.md, в который пишет ни что иное, как обнаруженные паттерны и архитектуру, чтобы дальнейшую свою работу основывать на уже проделанной.

Или если вы из опыта знаете, как сформулировать задачу, чтобы ИИ пришлось как можно меньше догадываться до чего-то, то включение такой полезной информации в промпт, пусть и потребует дополнительного времени, но в конечном счете сэкономит вам его за счет лучшего результата, который нужно меньше исправлять. Я даже замерял несколько раз, сколько времени на что у меня уходит при разработке через ИИ. При решении большой задачи на составление промпта я потратил 40 минут, зато потом запустил его и с первого раза получил отличный код, в итоге потратив на его проверку и доработку 2 часа вместо 10, которые требовались бы для написания аналогичного кода с нуля. При этом я уверен, что самописный код был бы в итоге худшего качества, так как при использовании ИИ я трачу силы в основном на рефакторинг и украшательства, а не на реализацию логики.

В целом, нужно стремиться к промпту, из которого желаемый результат получается как минимальным объемом всех логических переходов, так и с минимальной длиной самого длинного из них. Это конечно уже менее важная оптимизация, но не стоит ограничиваться тем, что из промпта однозначно выводится интересующий результат, стоит предоставить в промпте срез дерева вывода по возможности ближе к листьям, а не к корню. Это как если бы вам нужно было вывести 100 число Фибоначчи, а в промпте вы бы задали только рекуррентное соотношение и первые два числа. Если вам вдруг известны, например, 97 и 98 число, количество шагов вывода до результата из промпта значительно бы уменьшилось, и вероятность получения правильного ответа бы значительно возросла.

Отсутствие альтернативных интерпретаций

Этот пункт также уже был затронут ранее, но он крайне важен. Требуется, чтобы по промпту как можно более однозначно определялся требуемый результат, не допуская иных достаточно вероятных толкований. Для самопроверки нужно хорошо понимать, путем каких именно логических переходов из известного уровня техники и вашего промпта ИИ догадается до каждой буквы, скобочки и кавычки ожидаемого результата и не посчитает более вероятной иную интерпретацию задания.

В конце статьи приведен типичный представитель моих многоразовых промптов для генерации крудов различной сложности. В качестве иллюстрации продемонстрирую некоторые пути вывода фрагментов ожидаемого результата из этого промпта и уровня техники.

await _unitOfWorkFactory.GetExecutionStrategy(async () =>
  {
      using var scope = _unitOfWorkFactory.Create();
      try
      {

выводится чисто из промпта и примера в промпте, содержащего буквально эти же строчки
Inside CommandHandler Handle method introduce global try-catch with UnitOfWorkFactory scope around it like in the example, but only if database is modified.

var codeExists = await _enterpriseRepository.GetQuery()
                        .AnyAsync(e => e.Code == command.Code, cancellationToken);

выводится из уровня техники (стандартный синтаксис C# и EF Core), а также фрагментов промпта и примера в нем:

<...>
**Валидация:**

**0080: "Некорректный префикс предприятия"**. Code должен быть уникальным.
<...>
Код;Тип;Ограничения;Обязательность;Описание;БД
<...>
Code;string(8);/^[a-zA-Z0-9]$/;+;Префикс предприятия;enterprise.code
<...>
Enterprise DB model:

/// <summary>
/// Предприятие
/// </summary>
public class Enterprise : BaseHistory<int>, IExtensible, IHasId
{
    <...>
    /// <summary>
    /// Код
    /// </summary>
    public string Code { get; set; } = null!;
    <...>
}
<...>
Necessary entities and their properties' names can be obtained from the "БД" column by using UpperCamelCase on them. Work with entities using async EF Core LINQ instructions on injected in the constructor IBaseRepository<TEntity, int> after calling GetQuery() on its instance.
<...>
Name the flag bool results according to their purpose (like sameNameEntityExists)
<...>
Name lambda expression parameters meaningfully by full class names or meaningful abbreviations or the first letter of the class name
<...>
private readonly IBaseRepository<EquipmentParam, int> _equipmentParamRepository;
<...>
var duplicateEquipmentParamInputExists = await _equipmentInputRepository.GetQuery()
                        .AnyAsync(e =>
<...>

Рассмотрим второй пример выводимости подробнее (как это должно происходить в голове при самопроверке)

var codeExists = выводится из общих знаний синтаксиса С# (var, так как нам нужна переменная, =, так как мы присваиваем значение этой переменной), а codeExists выводится из фрагментов промпта: Name the flag bool results according to their purpose (like sameNameEntityExists) - здесь явно говорится, что булевые переменные должны называться в соответствии с их назначением, а также неявно приведен пример такого говорящего названия в lowerCamelCase, что, пусть и не инструктирует LLM достаточно четко относительно наилучшего стиля наименования и оставляет пространство для двоякой интерпретации, но на практике приемлемо (так как названия фиксить быстро). Если бы нужно было дальше улучшать промпт, эту инструкцию можно было бы расписать так: Name the bool variables according to their purpose so that the name represents a complete question implying an answer yes or no that allows to track the exact semantic meaning of the variable and why it's valuable throughout the scope (like sameNameEntityExists). После такой правки LLM начинает генерировать еще более говорящие названия, например в данном случае codeExistsInAnotherEnterprise.
await _enterpriseRepository.GetQuery().AnyAsync. _enterpriseRepository выводится из стиля наименования, типичного для приватных полей в C# и неоднократно продемонстрированного в примере из промпта:
private readonly IBaseRepository _equipmentParamRepository.
await, GetQuery и AnyAsync(<...>, cancellationToken) выводится из инструкций в промпте: Work with entities using async EF Core LINQ instructions on injected in the constructor IBaseRepository after calling GetQuery() on its instance.
При этом IBaseRepository и GetQuery() - это наши хэлперы, а await и AnyAsync - стандартные синтаксические конструкции C# и EF Core.
e => e.Code == command.Code, cancellationToken выводится из промпта:
Name lambda expression parameters by full class names or meaningful abbreviations or the first letter of the class names,
из таблицы с описаниями входных параметров функции:
Код;Тип;Ограничения;Обязательность;Описание;БД
<...>
Code;string(8);/^[a-zA-Z0-9]$/;+;Префикс предприятия;enterprise.code
из еще одной соответствующей части промпта:
Necessary entities and their properties' names can be obtained from the "БД" column by using UpperCamelCase on them
и примера, содержащегося в промпте:
<...> .AnyAsync(e => <...>

Аналогичным образом нужно уметь объяснять выводимость из промпта и общего уровня техники любого участка ожидаемого результата чтобы проверять промпт на наличие потенциальных неоднозначностей или даже (при невнимательном составлении) противоречий.

Я воспринимаю ИИ как человека

В качестве финального принципа я повторю то, с чего начал. Все правила, описанные выше, очень естественны при работе с разумным ассистентом, будь то ИИ или человек. Когда я даю задание человеку, я руководствуюсь практически теми же самыми принципами. Да и сам я предпочел бы получать задания, сформулированные подобным образом, так как, рефлексируя, понимаю, что грамотная постановка задачи способна сильно упростить мне жизнь и повысить соответствие моего результата ожиданиям заказчика.

Писать хорошие промпты - это долго?

Кому-то может показаться, что составление промпта по всем канонам - это неоправданно трудозатратная операция, но по моему опыту, при понимании ключевых принципов, можно заранее оценить трудоемкость составления промпта и понять, не целесообразнее ли написать код самому. На самом деле, при наличии некоторой сноровки, ситуации, когда быстрее написать код, чем промпт с последующим рефакторингом, возникают сравнительно редко, так как хорошие промпты с нуля пишутся за 10-20 минут.

Более того, скорее всего, на проекте есть несколько классов задач, которые приходится решать регулярно, и код для которых структурно достаточно похож (например, круды). Для таких задач можно заморочиться и написать крутой оптимизированный многоразовый промпт, на вход которому будет подаваться алгоритм и доп контекст для конкретного круда, а на выходе будет получаться код, который чаще всего вообще не придется править, так как он будет идеальным, либо же, когда правки требуются, они будут занимать минимум времени. Написание такого мощного промпта занимает часов 5-7 (и улучшения по ходу использования еще пару часов), но если такие задачи частые, это очень оправданное вложение времени, способное сэкономить сотни часов.

Далее привожу пример такого многоразового промпта для крудов и других эндпоинтов, который очень здорово помог на одном из проектов, а после него входные данные для конкретного круда к этому промпту.

Generate a CQRS command according to the description:
Вставьте сюда аналитику и доп контекст
 
Below are additional instructions and examples
 
Add summary for the command and its properties copying the Russian command and properties names. Sometimes there are arrays of objects in command's input properties. In this case declare a Dto class with a name comprised of the array's name and command type suffixed with Dto and give it array item's properties (prefixed in the description by semicolon) and declare the array as ICollection of the declared Dto like in the example. Sometimes there are output properties of the command (their description has a similar format to the input properties). In this case after the command declare a result Dto naming it after the command + ResultDto and use Result<TDto> instead of plain Result as the returning type in the command. For dates use DateTimeOffset type. Don't use warning suppression for Dto fields like = null! or similar. In our project nullability of the input parameters is checked automatically and absence of "?" in the end of the type ensures that the property is required. Vice versa the optional properties must have "?" at the end of their types.
 
Inside CommandHandler Handle method introduce global try-catch with UnitOfWorkFactory scope around it like in the example, but only if database is modified.
 
Necessary entities and their properties' names can be obtained from the "БД" column by using UpperCamelCase on them. Work with entities using async EF Core LINQ instructions on injected in the constructor IBaseRepository<TEntity, int> after calling GetQuery() on its instance. Name the obtained enitites by their class names in lowerCamelCase and suffix with FromDb. Name the flag bool results according to their purpose (like sameNameEntityExists). When creating entities you should name the variables like their className. Name lambda expression parameters meaningfully by full class names or meaningful abbreviations or the first letter of the class name. You may use x as lambda expression parameter name for some simple calculations. There's also available an IQueryable extension method GetByIdAsync that accepts id value, cancellation token and an optional enterpriseId if you need to check the enterprise of the requested entity and throws if the needed entity cannot be obtained. Don't include parent entity if you just need its key, use child's foreign key instead. Try to minimize database round-trips where it doesn't impair readability significantly.
 
For each foreign and primary key in the command validate existence of the corresponding entity by using GetByIdAsync. Also perform all the validations inside "Валидации" section. If any validation fails, throw the appropriate error via CustomValidationExceptionFactory.CreateApiError like in the example (first argument is ApiError.ErrorKeyXXXX, next arguments take optional error message arguments to substitute into {} in the error message). Surround all validations (as opposite to the core logic) in #region Validations padded by empty lines. You can perform simple validations (like length or regex match) using attributes for command's properties.
 
Use AddAsync, UpdateAsync (accepting TEntity) and DeleteAsync (accepting deleted entity key) of IBaseRepository to perform CRUD. There are also AddRangeAsync and DeleteRangeAsync methods accepting IEnumerable<TEntity> for bulk operations. Also in complex scenarios for conciseness you can use SaveChangesAsync.
 
Example description:
 
## POST /api/v1/function/equipmentInput-add - Создание настройки входа для конфигурации оборудования
 
**Валидации:**
 
67 - Параметр функции не может быть пустым для указанной функции 
 
 
    (FilterFunctionParamI1 - обязательный параметр, в случае, если указан FilterFunction = medianFilter)
     
 
65 - Переданные исходные значения тарировки не должны повторяться
 
Предприятие записи Input соответствует предприятию EquipmentParam.Equipment 
 
106 (В сущности {Entity} значения {fieldName1,fieldName2, ... } должны быть уникальными) - отсутствует запись с такими же EquipmentParamId и InputId
 
**Формат запроса**
 
Название;Тип;Ограничения;Обязательность;Описание;В БД
EquipmentParamId;int;equipmentParam;+;Идентификатор настройки параметра оборудования;EquipmentInput.equipmentParamId
FilterFunction;enum(32);;;Функция фильтра;EquipmentInput.filterFunction
FilterFunctionParamI1;int;;;Первый целый параметр функции фильтра;EquipmentInput.filterFunctionParamI1
EquipmentCalibrationData;object[];len > 1;;Данные тарировки;
;EquipmentCalibrationData.Raw;float;;+;Исходное значение;EquipmentCalibrationData.raw
 
**Алгоритм**
 
Добавить переданные данные тарировки в качестве дочерних сущностей к добавляемому EquipmentInput
 
Вернуть идентфикатор созданной настройки входа для конфигурации оборудования
 
**Формат ответа (content)**
 
Код;Тип;Описание;БД
Id;int;Идентификатор настройки входа для конфигурации оборудования;equipment_input.id
 
Ideal output for the description:
 
/// <summary>
/// Создание настройки входа для конфигурации оборудования
/// </summary>
public sealed class EquipmentInputAddCommand : IRequest<Result<EquipmentInputAddResultDto>>
{
    #region Input Property
    /// <summary>
    /// Идентификатор настройки параметра оборудования
    /// </summary>
    public int EquipmentParamId { get; set; }
     
    /// <summary>
    /// Идентификатор входа
    /// </summary>
    public int InputId { get; set; }
 
    /// <summary>
    /// Функция фильтра
    /// </summary>
    public FilterFunctionEnum? FilterFunction { get; set; }
 
    /// <summary>
    /// Первый целый параметр функции фильтра
    /// </summary>
    public int? FilterFunctionParamI1 { get; set; }
     
    /// <summary>
    /// Данные тарировки
    /// </summary>
    [MinLength(2)]
    public ICollection<EquipmentCalibrationDataAddDto>? EquipmentCalibrationData { get; set; }
 
    public sealed class EquipmentCalibrationDataAddDto
    {
        /// <summary>
        /// Исходное значение
        /// </summary>
        public float Raw { get; set; }
    }
     
    #endregion
 
    /// <inheritdoc />
    public sealed class CommandHandler : IRequestHandler<EquipmentInputAddCommand, Result<EquipmentInputAddResultDto>>
    {
        private readonly IUnitOfWorkFactory _unitOfWorkFactory;
        private readonly IBaseRepository<EquipmentParam, int> _equipmentParamRepository;
        private readonly IBaseRepository<EquipmentInput, int> _equipmentInputRepository;
        private readonly IBaseRepository<Input, int> _inputRepository;
 
        public CommandHandler(IUnitOfWorkFactory unitOfWorkFactory,
            IBaseRepository<EquipmentParam, int> equipmentParamRepository,
            IBaseRepository<EquipmentInput, int> equipmentInputRepository,
            IBaseRepository<Input, int> inputRepository)
 
        {
            _unitOfWorkFactory = unitOfWorkFactory;
            _equipmentParamRepository = equipmentParamRepository;
            _equipmentInputRepository = equipmentInputRepository;
            _inputRepository = inputRepository;
        }
 
        public async Task<Result<EquipmentInputAddResultDto>> Handle(EquipmentInputAddCommand command, CancellationToken cancellationToken)
        {
            var result = new Result<EquipmentInputAddResultDto>
            {
                Content = new EquipmentInputAddResultDto()
            };
            await _unitOfWorkFactory.GetExecutionStrategy(async () =>
            {
                using var scope = _unitOfWorkFactory.Create();
                try
                {
                    #region Validations
 
                    var equipmentParamFromDb = await _equipmentParamRepository.GetQuery()
                        .Include(e => e.Equipment)
                        .GetByIdAsync(command.EquipmentParamId, cancellationToken);
                     
                    if (command.FilterFunction == FilterFunctionEnum.MedianFilter && command.FilterFunctionParamI1 == null)
                    {
                        throw CustomValidationExceptionFactory.CreateApiError(ApiError.ErrorKey0067);
                    }
                     
                    command.EquipmentCalibrationData ??= new List<EquipmentCalibrationDataAddDto>();
                     
                    if (command.EquipmentCalibrationData.GroupBy(calData => calData.Raw).Count()
                        < command.EquipmentCalibrationData.Count)
                    {
                        throw CustomValidationExceptionFactory.CreateApiError(ApiError.ErrorKey0065);
                    }
                     
                    await _inputRepository.GetQuery()
                        .GetByIdAsync(command.InputId, cancellationToken, equipmentParamFromDb.Equipment.EnterpriseId);
 
                    var duplicateEquipmentParamInputExists = await _equipmentInputRepository.GetQuery()
                        .AnyAsync(e =>
                            e.EquipmentParamId == command.EquipmentParamId
                            && eqInput.InputId == command.InputId, cancellationToken);
 
                    if (duplicateEquipmentParamInputExists)
                    {
                        throw CustomValidationExceptionFactory.CreateApiError(
                            ApiError.ErrorKey0106, nameof(EquipmentInput),
                            $"{nameof(EquipmentInput.EquipmentParamId)}, {nameof(EquipmentInput.InputId)}");
                    }
 
                    #endregion
 
                    var equipmentInput = new EquipmentInput
                    {
                        EquipmentParamId = command.EquipmentParamId,
                        FilterFunction = command.FilterFunction,
                        FilterFunctionParamI1 = command.FilterFunctionParamI1,
                        EquipmentCalibrationData = new List<EquipmentCalibrationData>()
                    };
                     
                    equipmentInput.EquipmentCalibrationData.AddRange(
                        command.EquipmentCalibrationData
                            .Select(calData =>
                                new EquipmentCalibrationData
                                {
                                    Raw = calData.Raw,
                                }));
 
                    await _equipmentInputRepository.AddAsync(equipmentInput, cancellationToken);
                    result.Content.Id = equipmentInput.Id;
                    await scope.CommitAsync();
                }
                catch
                {
                    await scope.RollbackAsync();
                    throw;
                }
            });
 
            return result;
        }
    }
}

И ниже аналитическая постановка и доп контекст для подстановки в этот промпт в специально выделенном месте. Круд сложнее среднего (300 строк), поэтому контекст потребовался больший и результат пришлось править чуть сильнее обычного, но мне кажется, этот пример демонстрирует некоторые важные правила формирования контекста, которые обсуждались выше. Его составление заняло минут 10, так как в основном представляло из себя грамотную копипасту.

# Функции
 
## POST /api/v1/function/enterprise-add - Добавление предприятия
 
Функция создает новое предприятие, добавляет расширенные атрибуты, добавляет записи в специализации и в справочник типов простоев
 
**Валидация:**
 
**0080: "Некорректный префикс предприятия"**. Code должен быть уникальным.
 
**Алгоритм:**
 
1.  Функция создает новое предприятие
     
2.  Функция добавляет значение в поле Extension
     
    1.  Если ParentId not null, то
         
        1.  Найти запись в enterprise, где Id = ParentId созданного предприятия
             
        2.  Скопировать данные из поля Extension найденной записи в поле Extension записи созданного предприятия
             
    2.  Если ParentId is null
         
        1.  Скопировать данные из шаблона "Extension", в поле Extension записи созданного предприятия
             
3.  Функция добавляет записи в таблицу stoppageType
     
    1.  Если ParentId not null, то
         
        1.  Найти записи в stoppageType, где enterpriseId = ParentId созданного предприятия
             
        2.  Скопировать найденные записи (кроме Id - автоинкремент) в stoppageType с заменой значения поля enterpriseId на Id созданного предприятия
             
    2.  Если ParentId is null
         
        1.  Согласно шаблонам из шаблонного массива "StoppageTypes" создать объекты StoppageType и записать в таблицу stoppageType, подставляя enterpriseId = Id созданного предприятия
             
4.  Функция добавляет записи в specialty
     
    1.  Если ParentId not null, то
         
        1.  Найти системные записи в specialty, где enterpriseId = ParentId созданного предприятия
             
        2.  Скопировать найденные записи (кроме Id - автоинкремент) в specialty с заменой значения поля enterpriseId на Id созданного предприятия
             
    2.  Если ParentId is null
         
        1.  Согласно шаблонам из шаблонного массива "Specialties" создать объекты Specialty и записать в таблицу specialty, подставляя enterpriseId = Id созданного предприятия
             
5.  После создания предприятия, передать в успешном ответе Id вновь созданного предприятия
     
 
**Формат запроса**
 
Код;Тип;Ограничения;Обязательность;Описание;БД
ParentId;int;;;Идентификатор родителя;enterprise.parent_id
Name;string(200);;+;Название;enterprise.name
TimeZone;string(255);;+;Часовой Пояс;enterprise.time_zone
Address;string(200);;;Юридический адрес;enterprise.address
Lat;numeric(8,6);[-90..90];;Широта;enterprise.lat
Lon;numeric(9,6);[-180..180];;Долгота;enterprise.lon
Zoom;int;(0..);;Уровень зум;enterprise.zoom
Code;string(8);/^[a-zA-Z0-9]$/;+;Префикс предприятия;enterprise.code
 
**Формат ответа**
 
Название;Тип;Ограничения;Обязательность;Описание;БД
EnterpriseId;int;;+;Идентификатор созданного предприятия;enterprise.id
 
 
Below is additional context
 
Enterprise DB model:
 
/// <summary>
/// Предприятие
/// </summary>
public class Enterprise : BaseHistory<int>, IExtensible, IHasId
{
    /// <summary>
    /// Идентификатор родителя
    /// </summary>
    public int? ParentId { get; set; }
    /// <summary>
    /// Родительское предприятие
    /// </summary>
    public Enterprise? Parent { get; set; } = null!;
    /// <summary>
    /// Название
    /// </summary>
    public string Name { get; set; } = null!;
    /// <summary>
    /// Код
    /// </summary>
    public string Code { get; set; } = null!;
    /// <summary>
    /// Часовой пояс
    /// </summary>
    public string? TimeZone { get; set; }
    /// <summary>
    /// Юридический адрес
    /// </summary>
    public string? Address { get; set; }
    /// <summary>
    /// Координаты базы. Широта
    /// </summary>
    public decimal? Lat { get; set; }
    /// <summary>
    /// Координаты базы. Долгота
    /// </summary>
    public decimal? Lon { get; set; }
    /// <summary>
    /// Координаты базы. Зум
    /// </summary>
    public int? Zoom { get; set; }
    /// <inheritdoc />
    public JsonDocument? Extension { get; set; }
 
    public List<EnterpriseUser> EnterpriseUsers { get; set; } = null!;
}
 
 
Specialty DB model:
 
public class Specialty : ISystem<int?>, IHasId
{
    /// <summary>
    /// Id
    /// </summary>
    public int Id { get; set; }
    /// <summary>
    /// Код
    /// </summary>
    public int? Code { get; set; }
    /// <summary>
    /// Наименование
    /// </summary>
    public string Name { get; set; } = null!;
    /// <summary>
    /// Специальности cотрудников
    /// </summary>
    public List<EmployeeSpecialty> EmployeeSpecialties { get; set; } = null!;
    /// <summary>
    /// Идентификатор предприятия
    /// </summary>
    public int EnterpriseId { get; set; }
    /// <summary>
    /// Предприятие
    /// </summary>
    public Enterprise Enterprise { get; set; } = null!;
}
 
 
StoppageType DB model:
 
public class StoppageType : BaseHistory<int>, ISystem<StoppageTypeCode?>, IHasId
{
    /// <summary>
    /// Идентификатор предприятия
    /// </summary>
    public int EnterpriseId { get; set; }
 
    /// <summary>
    /// Предприятие
    /// </summary>
    public Enterprise Enterprise { get; set; } = null!;
     
    /// <summary>
    /// Код
    /// </summary>
    public StoppageTypeCode? Code { get; set; }
 
    /// <summary>
    /// Наименование
    /// </summary>
    public string Name { get; set; } = null!;
 
    /// <summary>
    /// Категория вида простоя
    /// </summary>
    public int? CategoryId { get; set; }
     
    /// <summary>
    /// Категория вида простоя
    /// </summary>
    public StoppageTypeCategory? Category { get; set; }
     
    /// <summary>
    /// Экспортный код
    /// </summary>
    public string? ExportCode { get; set; }
     
    /// <summary>
    /// Коэффициент технической готовности (КТГ)
    /// </summary>
    public bool TechnicalReadinessCoefficient  { get; set; }
     
    /// <summary>
    /// Коэффициент использования оборудования (КИО)
    /// </summary>
    public bool EquipmentUsageCoefficient { get; set; }
}
 
 
The templates for the case when ParentId is not specified are located in EnterpriseTemplates.json with the following content.
 
{
  "Extension": {
    "StatusParameters": {
      "LowFuelLevel": 45,
      "SpeedThreshold": 1,
      "EnoughFuelLevel": 55,
      "OfflineThreshold": 120
    },
    "RefuelingParameters": {
      "Alf": 0.2,
      "FillRate": 2,
      "EndInterval": 30,
      "StartInterval": 30
    },
    "WithRespectTechnicalReadiness": false,
    "BaseMapLayers": ["osm_layer", "ya_layer", "ya_sputnik_layer", "topo_layer", "rosreestr_layer", "g_sat_layer", "bing_layer"]
  },
  "Specialties": [
    {
      "Code": 1,
      "Name": "Машинист экскаватора"
    },
    {
      "Code": 2,
      "Name": "Помощник машиниста экскаватора"
    },
   ...
  ],
  "StoppageTypes": [
    {
      "Code": 1,
      "Name": "Заправка",
      "EquipmentCsageCoefficient": true,
      "TechnicalReadinessCoefficient": true
    },
    {
      "Code": 2,
      "Name": "Погрузка",
      "EquipmentCsageCoefficient": true,
      "TechnicalReadinessCoefficient": true
    },
    ....
  ]
}
 
You should read this file and parse its content.
 
You should paste Extension object as is into the Extension field of the Enterprise object if it's needed due to a not specified ParentId. For the Specialties and StoppageTypes arrays you should create separate object in the same situation as mentioned in the algorithm.

Инструменты

Наверняка у некоторых читателей появятся вопросы, какой LLM я пользуюсь, какими агентами и т.д. поэтому расскажу об этом сразу. Соблюдение правил промпт-инжиниринга позволяет получать предсказуемый результат даже от сравнительно старых моделей вроде GPT-3.5 Turbo и GPT-4 Turbo. Еще на них я генерировал очень даже приличный код, к слову, я проверял, что на многоразовом промпте для комплексного круда из примера выше даже GPT-3.5 Turbo отрабатывает отлично, поэтому выбор LLM здесь имеет мало значения. Мне лично нравится Claude 3.7 просто потому что он пишет в среднем чуть более красивый код и чуть лучше угадывает, что именно ты хотел сказать, так как сравнительно неплохо понимает реальность, поэтому с ним проще работать. Для выявления сложных багов я пользуюсь о3 или Gemini 2.5 Pro, так как сейчас это самые сильные рассуждающие модели.

При генерации нового кода я не использую агенты, которые сами пишут код в IDE, так как работа с ассистентом в браузере, по моим впечатлениям, дает намного больше контроля, потому что промпт пишется с чистого листа и не забит системными инструкциями, как у некоторых агентов. Агенты бывают удобны для проведения какого-то масштабного, но примитивного рефакторинга, либо, такие как Claude Code, для изучения проекта, но опять же, в 95% случаев я пользуюсь просто браузерными ассистентами через интерфейсы для пользователей API: console.anthropic.com/workbench, platform.openai.com/playground, aistudio.google.com/prompts/new_chat

Заключение

На самом деле, я думаю, что мои текущие сценарии использования LLM - это далеко не предел того, что можно делать уже сейчас. Я хочу попробовать выстроить на каком-нибудь проекте процесс разработки так, чтобы ИИ писал не только код, но и аналитические постановки и промпты для себя на основе высокоуровневого описания программного продукта и обратной связи от контролирующих процесс людей. Чтобы зависимость от человека была необходима только в минимуме заранее предусмотренных точек синхронизации с реальностью. Возможно, это позволило бы достичь кратного роста производительности при разработке продукта.

В данном гайде я постарался описать самое ценное, что знаю на данный момент. Надеюсь, он будет полезен и вдохновит кого-нибудь на более масштабное использование ИИ в крупных проектах.

Спасибо, что дочитали до конца, будет интересно узнать ваше мнение в комментариях)

Источник

Теги

ICO

Категория

Новости

Дата

10 мая 2025 г.

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.
03.03.25 09:35 emiliar

- [url=https://amongus3d.pro/]Among Us 3D[/url] - A 3D version of the popular social deduction game, enhancing the gameplay experience.
03.03.25 09:35 emiliar

<a href="https://howtodateanentity.org/">How to Date An Entity (And Stay Alive)</a> - A psychological dating sim that combines romance with existential horror and government conspiracies.
03.03.25 09:36 emiliar

[PoE 2 Planner](https://poe2planner.org/) - A free online skill tree planner for Path of Exile 2, helping players optimize their character builds.
03.03.25 09:36 emiliar

[How to Date An Entity (And Stay Alive)] - A psychological dating sim that combines romance with existential horror and government conspiracies.
03.03.25 09:37 emiliar

[[How to Date An Entity (And Stay Alive)]] - A psychological dating sim that combines romance with existential horror and government conspiracies.
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. ‎
10.03.25 18:18 springwilli

RECLAIM MY LOSSES REVIEWS HIRE DUNAMIS CYBER SOLUTIONI have always taken a security-first approach with my Bitcoin. That's why I put my hardware wallet in a fireproof safe-because you never know. Turned out I should have been even more paranoid. A few months ago, a fire took hold in my house. I lost nearly everything: the electronics, furniture, irreplaceable memorabilia. But when I dug through the remains, there it was: my Ledger hardware wallet, somehow intact. I held it up like some sort of post-apocalyptic movie scene, thinking, "At least my Bitcoin survived." But then, fate was not quite done with me: when I powered it on, it showed no signs of life whatsoever. The heat had fried the internal chip, and all I had was a melted, lifeless brick. That's when I realized my entire $680,000 in Bitcoin was trapped inside. At first, I told myself: "There has to be a way." From forensic data recovery to DIY repair tricks, everything I could conceivably Google, I researched. I considered buying an identical Ledger device and swapping components: spoiler, not a good idea unless you are an electrical engineer. Nothing worked. Every expert I contacted had the same answer: "Your Bitcoin is gone." I refused to accept that. That's when I found DUNAMIS CYBER SOLUTION I was skeptical, to say the least. If the manufacturer couldn't help me, how would they? At that point, I had no other choice but to try them. The first call I made, I immediately knew I was dealing with pros: no absurd promises, no giving of hopes, just explanation of their entire process with clarity-from advanced forensic techniques to secure data reconstruction. I mailed them my charred wallet, still half expecting a miracle to be impossible. Four days later, an email arrived. The subject line? "We have good news." They had successfully extracted my seed phrase and restored every single Bitcoin. I couldn't believe it. I had gone from losing everything to recovering $680,000 worth of crypto in just days. If your hardware wallet is damaged, dead, or seems irreparable, please do not give up. Just call DUNAMIS CYBER SOLUTION. They really did pull off some sort of high-stakes rescue operation on my behalf, and believe me, it was the stuff of legend. [email protected] +13433030545
10.03.25 20:19 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected]
10.03.25 20:19 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected]
11.03.25 13:35 cristydavis101

Не обманывайтесь различными свидетельствами в Интернете, которые, скорее всего, неверны. Я использовал несколько вариантов восстановления, которые в конце концов меня разочаровали, но должен признаться, что CYBERPOINT RECOVERY, который я в конечном итоге нашел, является лучшим из всех. Лучше потратить время на поиски надежного профессионала, который поможет вам вернуть украденные или потерянные криптовалюты, такие как биткойны, чем стать жертвой других хакеров-любителей, которые не справятся с этой работой. ([email protected]) — самый надежный и подлинный эксперт по блокчейн-технологиям, с которым вы можете работать, чтобы вернуть то, что вы потеряли из-за мошенников. Они помогли мне встать на ноги, и я очень благодарен за это. Свяжитесь с ними по электронной почте сегодня, чтобы как можно скорее вернуть потерянные монеты… W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7
11.03.25 13:36 cristydavis101

Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the CYBERPOINT RECOVERY I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ([email protected]) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP… W.H.A.T.S.A.P.P:+1.7.6.0.9.2.3.7.4.0.7
11.03.25 16:23 dannywilliams

HOW DO I RECOVER MY STOLEN ETH HIRE OPTIMUM HACKERS RECOVERY
11.03.25 16:23 dannywilliams

HOW DO I RECOVER MY STOLEN ETH HIRE OPTIMUM HACKERS RECOVERY "I am incredibly thankful to Optimum Hackers Recovery for their amazing work in retrieving my stolen Ethereum. After falling victim to a fake investment platform, I felt hopeless. Their team was professional, responsive, and dedicated, guiding me through every step of the recovery process. Thanks to their expertise, I was able to recover my funds and regain my peace of mind. I highly recommend their services to anyone who has faced similar challenges!" E.M.A.I.L [email protected] W.h.a.t.s.a.p.p: +1.2.5.6.2.5.6.8.6.3.6.
11.03.25 16:25 ricciordonez

I recovered my lost money, and I can't stop stressing how much DUNENECTARWEBEXPERT has transformed my life. Suppose you're involved in any investment or review platform for potential gains. In that case, I highly recommend contacting DUNENECTARWEBEXPERT via Telegram to verify their legitimacy because they will continue to ask you for deposits until you are financially and emotionally devastated. Don't fall for these investment scams; please reach out to DUNENECTARWEBEXPERT via Telegram to help you recover your lost money and crypto assets from these crooks. Email: support AT dunenectarwebexpert DOT com Website: https://dunenectarwebexpert.com/ Telegram: dunenectarwebexpert
12.03.25 05:35 cholevasaca

As the senior teacher at Greenfield Academy, I wanted to share our ordeal with TECH CYBER FORCE RECOVERY after our school was targeted by a malicious virus attack that withdrew a significant amount of money from our bank account. A third-party virus infiltrated our system and accessed our financial accounts, resulting in a USD 50,000 withdrawal. This attack left us in a state of shock and panic, as it posed a serious threat to our school's financial stability. Upon realizing what had happened, we immediately contacted TECH CYBER FORCE RECOVERY for help. Their team responded promptly and began investigating the situation. They worked tirelessly to track down the virus, analyze its behavior, and understand how it had bypassed our security measures. Most importantly, they focused on recovering the funds that had been stolen from our bank account. Thanks to TECH CYBER FORCE RECOVERY's quick and expert intervention, they were able to successfully recover all the funds that had been withdrawn. Their team worked closely with our bank and utilized advanced recovery methods to ensure the full amount was returned to our account. We were incredibly relieved to see the stolen funds restored, and their efforts prevented any further financial loss. I am incredibly grateful for TECH CYBER FORCE RECOVERY's professionalism, expertise, and swift action in helping us recover the stolen funds. Their team not only managed to undo the damage caused by the virus but also ensured that our financial security was restored. I highly recommend their services to any organization dealing with similar cyberattacks, as their team truly went above and beyond to resolve the issue and protect our assets. CONTACTING THEM TECH CYBER FORCE RECOVERY EMAIL. [email protected]
14.03.25 21:40 adelfinalongo

I had the worst experience of my life when the unthinkable happened and my valued Bitcoin wallet disappeared , I was literally lost and was convinced I’m never getting it back , but all thanks to LEE ULTIMATE HACKER the experienced and ethical hacker on the web and PI they were able to retrieve and help me recover my Bitcoin wallet. This highly skilled team of cyber expertise came to my rescue with their deep technical knowledge and cutting-edge tools to trace cryptocurrency and private investigative prowess they were rapid to pin point the exact location of my missing Bitcoin, LEE ULTIMATE HACKER extracted my crypto with modern technology, transparency and guidance on each step they took, keeping me on the loop and reassuring me that all will be well: contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 for all your cryptocurrency problems and you’ll have a prompt and sure solution.
15.03.25 00:29 irenmroma

CRYPTOCURRENCY RECOVERY FIRM DUNAMIS CYBER SOLUTION
15.03.25 00:29 irenmroma

CRYPTOCURRENCY RECOVERY FIRM DUNAMIS CYBER SOLUTIONIn 2025, I never imagined I would fall victim to a phishing scam, but that’s exactly what happened to me. As a graphic designer in California, I spend a lot of time online and thought I was pretty savvy when it came to spotting potential scams. But one day, I received an email that seemed to be from my bank, Wells Fargo. It looked official and warned me about suspicious activity on my account. The message instructed me to click a link and verify my account details to prevent further issues. Trusting it was legitimate, I followed the instructions and entered my personal banking information.Unfortunately, it was a trap. The email wasn’t from my bank at all. It was from a hacker who had gained access to my sensitive information. Soon after, I noticed a significant withdrawal of $2,300 from my account. Panicked, I contacted Wells Fargo immediately, but despite their efforts, they weren’t able to recover the lost funds. I felt helpless and frustrated, unsure of what to do next.That’s when I heard about DUNAMIS CYBER SOLUTION. Desperate for help, I reached out to their team, and they quickly got to work. They began by investigating the scam and managed to track the hacker’s IP address. They didn’t stop there they worked directly with Wells Fargo to share the findings and helped them investigate further.Thanks to their expertise and fast action,DUNAMIS CYBER SOLUTION was able to facilitate the recovery of $1,800. While I didn’t get the full $2,300 back, I was incredibly grateful for their efforts. It felt like a weight had been lifted, knowing that some of my money had been recovered.This experience taught me an important lesson about online security and the dangers of phishing scams. I was lucky to find DUNAMIS CYBER SOLUTION, and I’m thankful for their support in helping me get back a significant portion of what I lost. Their professionalism and dedication made a stressful situation much more manageable, and I now know how crucial it is to be vigilant and seek help when dealing with online fraud. [email protected] +13433030545
15.03.25 14:34 spencerwerner

It wasn’t an easy process, and it required patience, but the team’s dedication, attention to detail, and methodical approach paid off. I felt an overwhelming sense of relief and gratitude. What had once seemed like a permanent loss was now being reversed, thanks to the help of Tech Cyber Force Recovery. Not only did the recovery restore my financial situation, but it also restored my sense of trust and confidence. I had almost given up hope, but now, with my funds recovered, I feel like I can move forward. I’ve learned valuable lessons from this experience, and I’m more cautious about my financial decisions in the future. What began as a desperate search on Red Note turned into a life-changing recovery. Thanks to Tech Cyber Force Recovery, I now feel more hopeful about my financial future, with the knowledge that recovery is possible. telegram (@)techcyberforc texts (+1 5.6.1.7.2.6.3.6.9.7)
17.03.25 02:30 [email protected]

"Work smart and not hard" that's these scammers' slogan. They lure you with promises of luxury and lifetime riches without you doing anything besides investing in their investment schemes, and if you ever fall prey, they will siphon you of every penny dry. I fell victim to it, but was fortunate to be helped by the best recovery expert (TRUST GEEKS HACK EXPERT). They are more than just recovery specialists; they are allies in the fight against online fraud. Trust their expertise and let them guide you towards reclaiming control over your financial future.for assistance, visit website https://trustgeekshackexpert.com/ Wh@t's A p p +1-7-1-9-4-9-2-2-6-9-3 <> E mail: Trustgeekshackexpert{@}fastservice{.}com
17.03.25 12:20 browne

When trying to recover lost cryptocurrency, it is important to enlist the assistance of recovery specialists who have knowledge in monitoring and evaluating digital assets, as they are better equipped to navigate the complex digital currency market and locate any stolen assets. As a result, I advise you to get in touch with forensic asset firm. Email: [email protected]
17.03.25 13:14 vinnypraise

SPEAK WITH A LICENSED ALPHA KEY BTC/USDT RECOVERY HACKER As of right now, ALPHA KEY RECOVERY is the only authorized and genuine recovery hacker that I will recommend to anyone in the world for a very good reason. I can't express how grateful I am to them for helping me overcome my depression; they are truly a blessing in disguise. If you have any data recovery concerns, you should contact ALPHA KEY RECOVERY.
17.03.25 13:14 vinnypraise

SPEAK WITH A LICENSED ALPHA KEY BTC/USDT RECOVERY HACKER As of right now, ALPHA KEY RECOVERY is the only authorized and genuine recovery hacker that I will recommend to anyone in the world for a very good reason. I can't express how grateful I am to them for helping me overcome my depression; they are truly a blessing in disguise. If you have any data recovery concerns, you should contact ALPHA KEY RECOVERY.
17.03.25 15:23 Charlesagrimes

Running the small business was hard enough in itself without having to suffer such stress as loss of access to a Bitcoin wallet. I had put $532,000 into Bitcoin for my business in case of emergencies, but one day, the wallet was nowhere to be seen. I had trusted it to my friend while he managed my financials, little knowing he would prove less than trustworthy. I couldn't envision the gut-wrenching feeling coupled with a great feeling of folly for having placed so much trust in someone else's hands. I could not believe my eyes to see that all of my digital fortune was gone. Literally, every second of my busy day froze in disbelief as I tried to conceive the loss. I remembered the hours I had put into building my business, securing my investments, and planning for the future. Now, I was staring at an empty wallet that once held my safety net. This hit me hard-not only had I lost $532,000, but the betrayal hurt further because it came from someone I considered reliable. The emotional toll was huge, and this financial hit could cripple my business. In the midst of my despair, I knew I had to act fast. I went online, searching everywhere for a solution through which I could get back in control of my finances. That is where I came across Digital resolution services. I knew them for recovery related to lost crypto, but also somehow skeptical. At that point, it looked like I had nothing left to lose. I reached out, and with our very first conversation, I gained the impression that they did understand my situation. Their team was nothing short of extraordinary. They approached my case with professionalism and empathy, meticulously explaining the recovery process in clear, simple terms that alleviated some of my anxiety. They set realistic expectations while promising to do everything possible to retrieve my funds. Over the next several weeks, they worked tirelessly, employing advanced blockchain forensic techniques and sophisticated tracking tools that I’d never even heard of before. It kept me informed with constant updates and gave me hope in this desperate time. Finally, it came-the day Digital resolution services recovered my lost Bitcoin. Relief overwhelmed me, and it wasn't all about the money but control and self-trust in my financial future. This experience taught me the most valuable lesson: never lose control over your own financial security and never put blind trust in anyone. With Digital resolution services, I recovered not only my $532,000 but also learned how to protect my assets better in the future. Contact Digital Resolution Services: Email: digitalresolutionservices (@) myself. c o m WhatsApp: +1 (361) 260-8628 Stay protected Charles agrimes
18.03.25 23:49 lindaspringer311

My name is Linda Springer, and I am part of an ultra-high-net-worth family in the United Kingdom. Managing our wealth has always been a top priority, and I’ve always looked for opportunities to grow and diversify our investments. When I was introduced to an offshore banking investment program called Market Fund, it seemed like the perfect opportunity to enhance our portfolio. The program promised impressive returns, and with professional advisors and seemingly legitimate documentation, I felt confident that it was a secure investment. However, my trust in Market Fund quickly proved to be misplaced. Initially, everything seemed to go smoothly. Reports showed strong growth, and I was reassured by the continuous updates from the program’s advisors. But when I tried to withdraw my funds, everything took a sharp turn. The Market Fund website became unresponsive, and all my attempts to reach the advisors through emails and phone calls went unanswered. It was then that I realized I had fallen victim to a scam, and the £60,000 I had invested was gone. Feeling devastated and unsure of what to do next, I turned to a friend I had met at a club called The Vault. During one of our conversations, Alex, a fellow club-goer, mentioned how Rapid Digital Recovery had helped them recover funds from a similar fraudulent scheme. Intrigued by their success story, I decided to reach out to Rapid Digital Recovery....Whatsapp: +1 4 14 80 71 4 85.. hoping they could help me recover my money as well. From the moment I contacted them, the team at Rapid Digital Recovery took immediate action. They began investigating the scam and used advanced technology to trace the origins of Market Fund. Through their efforts, they uncovered a network of fake websites and shell companies that had been designed to deceive investors like myself. Thanks to their persistence and expertise, Rapid Digital Recovery successfully recovered the £60,000 I had lost.....Email: rapid digital recovery (@) execs. com.. Not only did they restore my financial security, but they also exposed the fraudulent operation behind Market Fund, preventing others from falling victim to the same scam. While the experience was incredibly stressful, it served as an important reminder of the need for due diligence and professional oversight when dealing with offshore investments. I am incredibly grateful to Rapid Digital Recovery for their support, expertise, and determination in recovering my funds. Telegram: h t t p s: // t. me /Rapiddigitalrecovery1
20.03.25 17:21 katherineingram

Dr. Katherine Ingram
20.03.25 17:21 katherineingram

CRYPTOCURRENCY RECOVERY FIRM \ FOLKWIN EXPERT RECOVERY. I, Dr. Katherine Ingram, had always been committed to giving my best to my patients in Melbourne, Australia. But everything changed when I was suddenly hit with a medical malpractice lawsuit. The stress and anxiety that came with the legal battle left me feeling overwhelmed, and I was desperate for a solution. In my search for help, I found "MedLegal Solutions," a firm that promised a quick and easy resolution for just $27,000 AUD. They assured me they would handle everything swiftly, easing my burden. Desperate to resolve the situation, I handed over the money, trusting them to take care of the rest. However, as the weeks turned into months, I heard nothing. Calls went unanswered, emails went ignored, and I began to feel more and more helpless. It became clear that something was wrong, and I realized I had been deceived. The more I tried to contact them, the more I found myself being ignored. I soon understood that I was much deeper than I had initially feared. That’s when I turned to Folkwin Expert Recovery for help. From the moment I contacted them, they sprang into action. They immediately began investigating MedLegal Solutions and quickly uncovered a massive web of deceit. It turned out that MedLegal Solutions wasn’t just an incompetent firm; it was part of an elaborate scam. They were operating under multiple false identities across Sydney, Brisbane, and regional Victoria, targeting vulnerable individuals like myself. Folkwin Expert Recovery didn’t just uncover the fraud, they took it one step further. They worked tirelessly with authorities in Melbourne to track down and dismantle the fraudulent operation. They didn’t rest until MedLegal Solutions was shut down for good, ensuring that no one else would fall victim to their schemes. Thanks to their expert recovery efforts, I was able to recover every single cent of my $27,000.This entire ordeal was a wake-up call for me. It was a difficult and stressful time, but ultimately, I came out victorious. Thanks to Folkwin Expert Recovery, not only did I get my money back, but I also found peace knowing that MedLegal Solutions was no longer in business and that their fraudulent operation had been dismantled. It was a painful lesson, but in the end, my finances were intact, and I could move forward with a sense of closure. FOLKWIN EXPERT RECOVERY DETAILS\\ Telegram: @Folkwin_expert_recovery Or Email: Folkwinexpertrecovery(@)tech-center DOT com Regards, Dr. Katherine Ingram.
20.03.25 19:34 ysabelbristol

I am YSABEL, a medical student living with my grandmother. For the past few years, I’ve been diligently saving my grandmother’s money to ensure she has a comfortable and secure future. I invested over $40,000 into an online platform, which promised significant returns. After completing several steps, they told me that to withdraw the money, I needed to make another payment of $73,000. As a medical student, my time is already stretched thin, and managing my grandmother’s finances on top of my studies was overwhelming. That's when a costudent, who had gone through a similar experience, recommended MUYERN TRUST HACKER. Initially, I was skeptical. After all, how could anyone help me recover the money I had already lost to such a sophisticated scam? But after reaching out to them, I quickly realized I was in good hands. From the very first conversation, the team at MUYERN TRUST HACKER was professional, compassionate, and knowledgeable. They understood the gravity of my situation and took the time to thoroughly review all the details of my case. They explained the recovery process clearly, step by step, and assured me that they would work tirelessly to help recover the funds I had lost. Their expertise in dealing with online fraud was evident, and for the first time in weeks, I felt a sense of hope that I could regain control over this situation. The recovery process wasn’t immediate, and there were moments of uncertainty, but MUYERN TRUST HACKER remained dedicated and persistent. As someone who has been working hard to save and protect my grandmother’s money, it was devastating to feel like I might lose everything to a scam. But MUYERN TRUST HACKER gave me the support, expertise, and guidance I needed to recover what was lost. I’m deeply grateful for their help, and I now have a renewed sense of hope that I can protect my grandmother’s future. If you find yourself in a similar situation, feeling trapped and overwhelmed by a fraudulent company, I highly recommend MUYERN TRUST HACKER. (Whats A p p at + 1 (440) (335) (0205) Their team provides real solutions, and their professionalism and dedication were a lifeline for me during a very difficult time. Thanks to them, I feel confident that I can move forward and continue to protect my grandmother’s savings. Alternatively, contact their tele gram also if you need immediate attention at muyerntrusthackertech.
21.03.25 21:19 carmenbeechum643

(Telegram: https:// t. me/Pro_ Wizard_ Gilbert_ Recovery) Email (pro wizard gilbert recovery (@) engineer. com) I never imagined I would fall victim to a cryptocurrency scam, but that's exactly what happened. My name is [Carmen Beechum, and I invested $500,000 into what | believed was a legitimate trading platform. Everything appeared professional-the website was well-designed, customer service was responsive, and my trading account even showed promising returns.It all seemed too good to be false.However, when I attempted to withdraw my funds, I was met with endless delays and excuses. First, they claimed there were technical issues, then they needed additional verification, and finally, they requested a release fee before processing my withdrawal. Despite complying with their demands, my account was eventually frozen, and all communication from the platform ceased. That's when reality hit me—l had been scammed out of half a million dollars. Desperate to find a way to recover my money, I searched online for solutions. That's when I came across PRO WIZARD GIlBERT RECOVERY, a company dedicated to helping victims of online financial fraud. At first, I was skeptical-after all, I had already been deceived once, and the last thing I wanted was to fall for another scam. But after speaking with their team and reviewing their success stories, I decided to take a chance.Their experts immediately got to work, using advanced blockchain forensics and investigative tools to trace my stolen funds. WhatsApp: +1 (920) 408‑1234 They identified the fraudulent wallets where my money had been transferred and collaborated with financial institutions and law enforcement agencies to take action. Thanks to their persistence and expertise, they were able to freeze the scammers' accounts and successfully recover my $500,000. What seemed like a devastating loss turned into a remarkable recovery. I am incredibly grateful to PRO WIZARD GIlBERT RECOVERY for not only retrieving my funds but also restoring my peace of mind. My experience serves as a warning to others-always be cautious with online investments, but if you ever become a victim, know that recovery is possible with the right experts on your side.
22.03.25 14:13 [email protected]

The glow of RGB lights still haunts me. There I was, mid-stream, hyping up a Fortnite squad when an email pretending to be a sponsorship opportunity with the subject line "ENERGY DRINK COLLAB!!! *" appeared on my second monitor. I clicked— big mistake. By the time my chat spammed "*SCAM ALERT" in neon caps, a trojan had already ghosted my Bitcoin wallet, $320,000 gone, poof, like a noob disconnecting mid-game. My facecam caught the exact moment my soul left my body: jaw open, headset tilted, the background of anime posters judging me silently. The VOD blew up. Of course, it did. Pandemonium erupted. Donation alerts became panic emojis. My mods DM'd links to "HOW TO FIX CRYPTO THEFT" amidst banning trolls. My wallet? A barren wasteland. My DMs? A cemetery of "*F"s and crypto-bros pitching recovery scams. Then, a lifeline—a chatter named *xX_Cryptosolution_69 typed, "TRUST GEEKS HACK EXPERT. THEY CLAPPED A HACKER FOR MY DOGE ONCE." Desperate, I Googled them mid-stream, muting to scream into a pillow. TRUST GEEKS HACK EXPERT team responded like NPCs scripted for heroics. “Send us the malware file,” they said. “**And your wallet logs. We’ll handle the rest.” For 12 days, they reverse-engineered the trojan, dissecting its code like speed runners cracking a glitch. The virus, it turned out, was a knockoff ransomware dubbed “Crypto rush” (its dev had left a “HACK THE PLANET!!” Easter egg in the code, cringe). TRUST GEEKS HACK EXPERT squad traced its path, resurrecting private keys from registry fragments and backup clouds I’d forgotten existed. The return stream was record-breaking. I rebooted my rig, wallet restored, and titled the stream "HOW I UNBRICKED $320K (AND MY CAREER)." Chatters donated Bitcoin out of solidarity, and schadenfreude. Even my rival streamer, DrL33tGamer, raided me with 10k viewers. TRUST GEEKS HACK EXPERT? They viewed anonymously and left a sub with the message: "GG EZ. These internet Gandalfs didn't just fix a hack—they authored the greatest plot twist in my online existence. Now, my new website, Stream Vault, runs on a server guarded like Fort Knox, and I vet sponsors like the CIA. That fake energy drink company? Its domain now points to a Rickroll. If your crypto gets pawned by a script kiddie, skip the rage quit. Ping the TRUST GEEKS. They're the ultimate cheat code for catastrophe. Just maybe have a malware scanner in closer proximity than your energy drinks next time. (CONTACT SERVICE ) Email, Trustgeekshackexpert[At]fastservice[Dot]com Telegram, Trustgeekshackexpert Email, [email protected] Website, www://trustgeekshackexpert.com
23.03.25 12:24 maryjul75

There are not many reviews about free crypto recovery fixed but the ones that exist are mostly positive. I have no idea how that is possible, but it is clear that they are fabricated. However, there are also negative reviews – and I highly recommend paying attention to them. These are real people describing their unfortunate experiences with this scam. It’s the same story as always – fraudsters create a fake website to con people out of money. Nothing new but look no more and contact FASTRECOVERYAGENT These types of scams are everywhere. If you have already lost money to scammers i mean any type be it sending to scammers account , or if you have a case about stolen bitcoin , usdt, or any type of cryptocurrency whatsoever just reach out to www.fastrecoveryagent.com, i really owe this group of recovery expert because they saved me after bad investment with a fake broker, i literally owe them my life as they saved me from some bunch of scammers, but see how life is , i got every cent of my investment back with the profit , reach out to to them today and tell them from Mary because i promise them i will tell the whole world when the recovery is complete, and here i go after i got my recovered assets thats why im doing what i promised. do not fall for another scam. contact the,m today!!!!
23.03.25 22:01 joaneldnde

The ground trembled like a nervous intern on espresso shots. One minute, I was monitoring my geothermal Bitcoin miners, humming in harmony with Iceland's most unpredictable volcano. Next? An eruption painted the sky gray with ash, raining destruction like an out-of-control blockchain fork. Power cables flickered out. Servers turned into abstract-art pieces. And my wallet with $460,000 worth of mining revenue fried faster than a motherboard in a tidal wave of lava. I was knee-deep in volcanic mud, clutching the charred wallet, wondering if the universe had a vendetta against renewable energy. For weeks, I’d played geothermal gambler, harnessing Earth’s anger to mine crypto. Now, Mother Nature had countered with a literal power move. My wallet’s backups? Corrupted by ash-clogged drives. My cold storage? Warmer than a freshly erupted fissure. Even the volcanologists on my team shrugged. “We predict lava, not ledger errors,” one said, handing me a business card signed at the edges. “Try these Cyber Constable Intelligence. They’ve fixed crypto in weird places.” Cyber Constable Intelligence phoned on the first ring. Cyber Constable Intelligence saved not just crypto. They demonstrated that even the fury of nature cannot surpass human tenacity. My operation now operates robustly, excavating coins with Earth's anger and a backup generator sufficient to run a small glacier. The volcano? Still grumbling. My wallet? Locked inside a fireproof safe, as irony bites sharper than an Icelandic winter. If your crypto somehow gets smothered beneath the pyroclastic ash of life, skip the freak-out. Call the Cybers. They'll dig through lava streams until your cash bubbles up to the surface. Just maybe set up your rigs a few miles closer to the crater next time. If you’re facing a similar problem I highly recommend contacting Cyber Constable Intelligence 📞 WhatsApp:+1 (2 5 2 ) 3 7 8 7 6 1 1 🌐 Website: www cyberconstableintelligence.com 📩 Telegram: https://t.me/cyberconstable
23.03.25 22:18 [email protected]

A few months ago, I stumbled upon a post about a cryptocurrency investment platform that I thought was a good idea for me to invest in crypto, I didn’t realize I was being catfished by the cryptocurrency investment manager who promised me huge returns on my investment. I lost my capital of $170,000 and interest without receiving any profits in return, I was devastated And I realized I had been scammed out of my cryptocurrency. I felt hopeless and didn’t know where to turn. i searched everywhere for a solution and That’s when my friend introduced me to a Crypto recovery platform Trust Geeks Hack Expert. At first, I was skeptical—after all, I had just been scammed—but Trust Geeks Hack Expert professionalism and transparency reassured me. They took the time to analyze my case, track my lost funds, and guide me through the recovery process. To my amazement, they successfully retrieved my stolen crypto! I can’t express how grateful I am to Trust Geeks Hack Expert team. Their expertise and dedication gave me a second chance. If you’ve been a victim of a crypto scam, don’t lose hope—Trust Geeks Hack Expert. is the real deal! for assistance, Email: [email protected] (TeleGram:: Trustgeekshackexpert) & what's A p p +1 7 1 9 4 9 2 2 6 9 3
24.03.25 10:03 Diegolola514gmail.com

"I am incredibly grateful to Sylvester Bryant for his exceptional expertise and assistance in recovering my USDC funds, which were lost to a phishing scam. Thanks to his diligent efforts, he successfully retrieved €480,000 worth of USDC that I thought was gone forever. If you or anyone you know has fallen victim to a similar situation, I highly recommend reaching out to Sylvester for professional assistance. You can contact him via email at Yt7cracker@gmail. com or through WhatsApp/text message at +1 512 577 7957. He is truly a reliable and skilled professional in recovering assets from online scams."
25.03.25 18:06 maryjul75

Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/
27.03.25 01:52 debrapavon89

The moment my cold storage device flatlined, erasing $385,000 in Bitcoin I’d saved to launch a chain of zero-waste cafés, I became a ghost haunting my own life. I scrolled through forums until my eyes were streaming, trawling through threads filled with such mouthfuls as "irreversible blockchain entropy" and "cryptographic oblivion A Reddit thread finally revealed to me Cyber Constable Intelligence I reached out, the team at Cyber Constable Intelligence took immediate action. They began tracing the fraudulent car auction site and thoroughly investigating the scam. To my relief, after several weeks of hard work, Cyber Constable Intelligence successfully tracked down the scammers and recovered the full $385,000 I had lost. Their hard work allowed me to move on from this unfortunate experience, I highly recommend their services to anyone who has been affected by online fraud Reach out to their Info below WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com
30.03.25 03:25 orrinharber

The ad on X (formerly Twitter) popped up on my timeline one lazy Sunday afternoon. It was flashy, bold, and impossible to ignore. The headline read, “ONCE-IN-A-LIFETIME COMEDY EXTRAVAGANZA!” with a dazzling graphic of a stage lit up in neon lights. The caption said: “Kevin Hart, Ali Wong, Dave Chappelle, and a MYSTERY LEGENDARY COMEDIAN live in Vegas! Limited VIP tickets available. Don’t miss out!” The post had thousands of likes, retweets, and comments like, “This is going to be epic!” and “Already got my ticket!” It even had a blue checkmark next to the account name, which made it seem legit. I clicked the link, and it took me to a sleek website with a countdown timer and a list of sold-out ticket tiers. The only option left was a $125,000 VIP package, which promised front-row seats, backstage access, and a meet-and-greet with the comedians. I hesitated for a moment, but the fear of missing out got the better of me. I thought, When will I ever get a chance like this again? So, I entered my credit card details and hit “Purchase.” The confirmation email came through instantly, and I felt a rush of excitement. Little did I know, I’d just fallen for one of the most elaborate scams I’d ever encountered. Looking back, I should’ve noticed the red flags the overly pushy tone of the ad, the lack of reviews for the event, and the fact that no official accounts from the comedians promoted it. But in the moment, it all seemed so real.I had been swept up by the flashy ad, the excitement of the event, and the FOMO (fear of missing out) that made it seem like an opportunity I couldn’t let slip by. Everything about the ad screamed “exclusive” and “once-in-a-lifetime,” which was enough to convince me to take the plunge. Yet, as time went on and I tried to follow up on the event, I found there was no trace of it anywhere. There were no details, no event pages, and no mention from the comedians themselves. My heart sank as I realized I had been scammed.Thankfully, GRAYWARE TECH SERVICES helped me get my money back, but the experience was a hard lesson in online scams. I’ll never forget that ad on X the one that cost me $125,000 and a whole lot of pride. I learned the importance of being cautious online, checking for reviews, and looking for signs of authenticity before jumping into anything that seems too good to be true.You can reach GRAYWARE TECH SERVICES on web at ( https://graywaretechservices.com/ ) also on Mail: ([email protected])
30.03.25 06:22 grace111

I recommend Marie ([email protected] and WhatsApp: +1 7127594675) for recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment sites because they are very knowledgeable in the industry and will reimburse all of your money. I can say with confidence that she was the only one who was able to credit my account with $52,760 of the money that had gone missing, based on my prior transactions with them. She was the only one who could. Since they are the only ones that can fully return your missing funds to your account without any deductions, I sincerely appreciate their job and am recommending her to you today.
31.03.25 11:00 maryjul75

Fast Agent Recovery is a consulting firm that specializes in the recovery of assets from financial fraud. We know how to recover your funds and we have helped thousands of scam victims from around the world to recover their money. If you are a victim of Binary Options fraud, Forex fraud, Bitcoin fraud, Dating scams or one of the many other the online fraudulent practices that permeate the internet then file a complaint on www.fastrecoveryagent,.com to get an assessment if we can help you get your money back too. File a complaint: https://www.fastrecoveryagent.com/
02.04.25 23:16 frederickhandy

**Reclaim Crypto & Bitcoin Losses - CALL HACKATHON TECH SOLUTIONS**
02.04.25 23:18 frederickhandy

Trace Your Lost Crypto: Reclaim Bitcoin Losses - Visit HACKATHON TECH SOLUTIONS If you have invested your hard-earned crypto funds or money in some online Platform and now you can't withdraw OR they just disappeared with your crypto, it can be so frustrating and disheartening. However, there are steps you can take to increase your chances of recovering your funds from these unscrupulous individuals. One option you can consider is reaching out to HACKATHON TECH SOLUTIONS, a reputable and reliable cryptocurrency recovery service that specializes in helping individuals recover lost or stolen cryptocurrencies. They have a team of experts who are experienced in dealing with various types of cryptocurrency recovery cases and have a high success rate in recovering lost funds for their clients. Their services are secure, confidential, and efficient, making them one of the best options for anyone in need of cryptocurrency recovery assistance. Get in touch with HACKATHON TECH SOLUTIONS via below contact details. Whatsapp: +31 6 47999256 Website:https://hackathontechsolutions.com Telegram: @hackathontechsolutions Email: [email protected]
03.04.25 07:57 messijohn

"XRP Stolen by Fake Trading Platform? Here’s How I Got Mine Back; I was scammed by a fake trading platform and lost my XRP, but thankfully, Sylvester Bryant helped me recover it. His expertise in asset recovery is unmatched, and I highly recommend him if you’ve been a victim of an online scam. You can reach out to Sylvester for professional assistance via: 📧 Email: Yt7cracker@gmail. com 📞 WhatsApp/Text: +1 (512) 577-7957 He’s trustworthy, skilled, and has helped many people recover their stolen crypto from various scams. Don’t hesitate to contact him if you need help!"
03.04.25 10:58 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover
03.04.25 10:58 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
04.04.25 09:49 mkihn634

When my $870,000 Bitcoin investment was trapped in the crumbling ruins of an offshore exchange, I felt as if my financial future had been buried at sea. It was meant to be my safety net, a shield against life’s uncertainties, but now it seemed like nothing more than a digital ghost. Each news update about the exchange's insolvency hit me like a tidal wave, dragging my hope under. It was a sleepless night, scanning through horror stories in forums as other people were losing everything. I could see my dreams flying out the window. That is until a former client, who had weathered a similar storm, said GRAYWARE TECH SERVICES in a hushed but confident tone. "They are the best there is," he said. "They were like detectives and lawyers.". Desperation drove me to call them, and in the initial discussion, I knew I was dealing with experts who had experienced everything. Their legal experts were well-versed with international financial rules like the back of their hands. They deciphered the network of shell corporations and offshore locations quicker than I could update my email. Their technical team, no less relentless, followed the transaction trails with precision akin to a surgeon. What impressed me most was their thoroughness. Every update came with legal documentation so polished it looked fit for a courtroom. They liaised with authorities across borders, cutting through red tape with the precision of a seasoned diplomat. When obstacles arose, and they did, the team adapted without breaking stride. Their persistence became my anchor. Exactly 27 days after my initial call, I received an email that made my heart skip. My Bitcoin had been recovered and safely transferred to my new secure wallet. I stared at the screen, tears mixing with disbelief and relief. GRAYWARE TECH SERVICES not only retrieved my money but also restored my faith in getting finances. They guided me through the entire process of protecting my assets in this unstable world known as the online space. I now sleep soundly knowing that an impenetrable system shields my backside, thanks to their assistance. Their legal acumen is as sharp as their technological prowess. I owe my financial future to their tireless work. They truly are the guardians of the digital age. You can reach them on web at ( https://graywaretechservices.com/ ) also on Mail: ([email protected]) whatsapp (+18582759508)
06.04.25 02:29 famousmullica

BITCOIN SCAM RESTITUTION EXPERT CONTACT DUNAMIS CYBER SOLUTIONDeFi was going to be the future of finance, open, trustless, unstoppable. I was completely on board, planting yields like some kind of digital Johnny Appleseed. My collateral secured with Bitcoin was humming along on my favorite lending platform, earning me passive income while I slept. In came the flash loan attack. One moment, I had six figures securely staked. The next, my positions were liquidated at the speed of regret. My loans, my collateral, my well-thought-out portfolio, poof. Panic came faster than an Ethereum gas spike. I scanned Twitter, hoping it was FUD. Not a chance. Smart contract compromised. Funds stolen. The protocol team acted swiftly to do something, but damage was already done. I spent the next 24 hours jumping back and forth between desperation and denial before coming across a blog post called "DeFi Forensics: Tracing Exploited Funds in a Trustless World." The author? DUNAMIS CYBER SOLUTION. By then, I was willing to call in actual DUNAMIS CYBER SOLUTION if it would make me receive my money back. They responded faster than an MEV bot on a profitable trade. They'd seen it before, protocol exploits, flash loan tricks, liquidation spirals. They followed the stolen money as it bounced through mixers, DEXes, and illicit yield farms. Then the real magic: swapping with white-hat hackers who'd picked up a slice of drained liquidity. Yeah, it seems even crypto pirates have honor. I lingered in suspense for 12 torturous days, reloading the balance in my purse as if there was no tomorrow. And miracle of miracles. DUNAMIS CYBER SOLUTION recovered 90% of what was pilfered. In crypto parlance, it's like extricating from a crashed car and escaping with only a dented fender. I might have lost money, but in exchange, I gained something sweeter, experience-hardened nous. Now I farm returns, not regrets. I triple verify smart contract audits like my life depends on it. I diversify risk across platforms like a neurotic squirrel burying nuts. And when new DeFi platforms are providing "ungodly APYs", I laugh. Because if it smells like magic, it's probably just a rug pull waiting to happen. Lesson learned. Thanks, DUNAMIS CYBER SOLUTION. And what if another exploit ever falls into my hands? I know exactly whom to phone. [email protected] +13433030545 [email protected]
06.04.25 11:30 maryjul75

As at September this year I got scammed by a fake investment broker, they took my savings, happiness, health, hope, trust and left me in tears and agony. My next thought was capitalized on suicide attempts, I also tried two different hackers who lured me to borrow for my colleagues but yet another scam. I saw a link on my Facebook group which I joined and luckily I came across www.fastrecoveryagent.com, they work in hand with the FBI in the united states. So I reported my case with evidence of payment made to the so-called investment broker, the ic3 investigator's carried out investigation to confirm if I was also tell the truth and after they must have concluded on my case I received back my money. I'm so grateful for your help today, words alone can't show how Happy and Alive I'm ever since I came across your great works. Thanks once more.
07.04.25 11:16 Lindaporche5

LOCATE A CRYPTOCURRENCY RECOVERY COMPANY/EXPERTS HIRE ([email protected])
07.04.25 11:16 Lindaporche5

They froze my $275K in Bitcoin. Blockchain cyber retrieve took actions. Running a startup in Nigeria is already a wild ride power cuts, red tape, and FX rates that dance like Afrobeats. But the day the government banned crypto transactions? Game over. My funds were locked in an exchange wallet. No access, No help I tried everything VPNs, New accounts Support bots. Nothing changed, Then someone in a Signal group dropped the name: BLOCKCHAIN CYBER RETRIEVE. These folks didn’t fight the exchange they outsmarted it. Peer-to-peer protocols. DeFi tools. Secure escrow networks. Nine days later, I got the email “Wallet restored. Check your balance. Every Single Satoshi. Was back. Since then? Fully decentralized, Unbothered, Unbanked. Whenever new laws try to stifle African innovation, I just sip palm wine and say: Let them try. We’ve got BLOCKCHAIN CYBER RETRIEVE now.” CONTACT THEM: Whatsapp +1, 5,2,0, 5,6,4, 8,3 0 0 Email: B L O C K C H A I N C Y B E R R E T R I E V E @ P O S T . C O M OR SUPPORT @ B L O C K C H A I N C Y B E R R E T R I E V E .O R G
07.04.25 18:09 rashmiramesh

I was introduced to crypto by my son a few years ago, I invested in USDT and BTC using Binance, I have several accounts including personal bank accounts so I was unable to keep up with all of them and ended up forgetting my secret codes used in accessing the account, I asked my son to help me since he had introduced me Crypto, unfortunately he gave me bad news that I had lost my investment, I was so heartbroken considering I had invested my life saving of $70,700, I narrated my ordeal to one of my friends who happened to know someone who had a similar experience, so after I met him he directed to where he got help, he told me that LEE ULTIMATE HACKER who were able to help him with his recovery problem, I quickly contacted them to help me with my lost funds, I was a bit skeptical about it coz of what I had gone through the last few days, the frustration and anxiety was getting to me, after contacting LEE ULTIMATE HACKER one of their team members took me through the recovery process explaining on how it works and what was required from my end ,he informed me that it would take 12 hours for my funds to be recovered, I was so anxious but they assured me that all will be well and soon enough I will be able to have full control of my wallet, true to their word LEE ULTIMATE HACKER team were able to recover my wallet and I was able to access and change my log ins to my wallet, I was so happy and I couldn’t believe it I logged in and out of my account a few times just to be sure, for any lost crypto contact LEE ULTIMATE HACKER via LEEULTIMATEHACKER @ AOL . COM telegram: LEEULTIMATE wh@tsapp +1 (715) 314 - 9248 the solution to all your recovery problems.
07.04.25 18:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
07.04.25 18:32 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: Recovercapital AT cyberservices. com Contact Telegram: @Capitalcryptorecover
07.04.25 21:03 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
08.04.25 03:00 natashaohnson

Working in conflict zones means improvising. When normal banking channels failed us, our NGO relied on Bitcoin to buy medical supplies directly. It worked, until a missile strike took out our field office, along with the hardware wallet that stored $410,000 in funds. Overnight, our ability to deliver life-saving aid is paralyzed. Amidst the chaos, I reached out to contacts in the humanitarian world. A UN aid worker whispered a name: Cyber Constable Intelligence. "They're the ones who can help you recover lost crypto," he assured me. Despair and hope clashed as I dialed their team on a satellite phone in a conflict zone. What followed was nothing short of a virtual rescue mission. Cyber Constable Intelligence's blockchain forensic experts didn't simply "recover" our assets; they improvised a fix like battlefield medics performing triage. They tracked our wallet's blockchain timestamps, reconstructing lost credentials from synced backups and transaction history. Working under direst duress, we communicated information between spotty internet and backup power sources. Cyber Constable Intelligence team members improvised, rendering security protocols impenetrable as they worked through the jurisdictional nightmares of working within war zones. Every update from them was a pulse that kept our mission alive. After our last available backup failed, they instituted a complex cryptographic reconstruction technique, a process I still don't understand, but it worked. Twelve days later, my satellite device displayed a message: "Access restored. Funds secured." It was not money. It was bandages, antibiotics, clean water, and hope. Thanks to Cyber Constable Intelligence, we replenish our medical supplies, ensuring that patients, innocent victims who had been caught in the crossfire, received the treatment they deserved. More than restoration, they advised us on decentralized storage and multi-signature security for long-term durability. We don't simply utilize Bitcoin presently; we utilize it astutely. Now, each time I sign a crypto transaction, I remember that minute, receiving life-saving medication that might not have come but for this group. In times of war, not every hero wears a uniform. Some carry keyboards, hunting down lost assets and securing humanitarian aid. Cyber Constable Intelligence not only restored our crypto, they kept our mission in the battle. If you think Bitcoin is just an investment, think again. To us, it's a lifeline. CYBER CONSTABLE INTELLIGENCE INFO: WhatsApp: 1 252378-7611 Website info; www.cyberconstableintelligence.com Email Info [email protected] Telegram Info: https://t.me/cyberconstable
10.04.25 23:26 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
10.04.25 23:27 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.04.25 00:48 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.04.25 03:20 edwardoelliott6

PROFESSIONAL MONEY RECOVERY AGENCY → FOLKWIN EXPERT RECOVERY. Hi, I’m sharing my ordeal today because I know many of you could be in the same situation, and I want to help you avoid the same mistake I made. A little over a month ago, I came across what seemed like an incredible deal for a movie streaming service. They promised all the latest movies, TV shows, and exclusive content for a very reasonable price. They were offering an annual subscription for just $39,000, which seemed like a great deal at the time when compared to some of the larger streaming services out there. I should’ve known something was off from the start. The website looked pretty legitimate, had professional graphics, and even customer reviews that were mostly positive. But there were no big, recognizable brand names behind it, and the service was claiming to have content from major studios, which raised a red flag I didn't fully process. Still, the deal was tempting, and after doing a quick search online (which, in hindsight, wasn’t thorough enough), I decided to go ahead and sign up. I paid the $39,000 upfront for the annual subscription, thinking that I was getting access to all the movies and shows I’d ever wanted. At first, everything seemed fine. I received an email confirming my subscription and even a receipt. But a few days later, when I went back to the site to browse content, I couldn’t get in. The site was down, and there was no way to contact anyone. I waited a few days, hoping it was just a technical issue. But then, I started doing some more research and realized that others had fallen victim to the same scam. The website had disappeared, and no one could find any trace of the company behind it. I was furious. I had just lost $39,000, and it seemed like there was no way to get it back. That's when I came across Folkwin Expert Recovery. They specialize in helping people recover funds from online scams like this. I was skeptical at first, but after reading reviews and seeing their success stories, I decided to give them a try. The team at Folkwin Expert Recovery was extremely professional. They asked for all the details about my transaction, including the payment method, and got to work right away. Within just a few days, I received updates from them, and eventually, they successfully recovered my $39,000. It felt like a huge weight was lifted off my shoulders. I honestly didn’t think it was possible to get my money back, but thanks to Folkwin Expert Recovery, I did. If you ever find yourself in a similar situation, I highly recommend reaching out to them. FOLKWINEXPERTRECOVERY(at)TECH-CENTER.C OM, TELEGRAM: @FOLKWIN_EXPERT_RECOVERY . They made the process simple and stress-free, and they delivered on their promises. Just remember to always be cautious when dealing with online subscriptions, especially if something feels too good to be true. Stay safe out there! Best Regards, Edward O. Elliott.
11.04.25 08:10 Beatrice Gallagher

I was defrauded of $78,000 by an individual I met online who was involved in a fraudulent investment endeavour. I initiated a search for legal assistance to retrieve my funds, and I encountered numerous testimonies regarding a criminal named RecoveryHacker101. I contacted them and provided the requisite information. The experts were able to locate and assist in the recovery of my misappropriated funds within approximately 36 hours. The fraudster was apprehended and apprehended by local authorities in his region, which is a source of immense relief for me. I trust that this information will be beneficial to the numerous individuals who have fallen victim to these fraudulent online investment scams. Their professional services are highly recommended for those in need of prompt and effective recovery assistance. If you require their services, you may only contact them via email at RecoveryHacker101[at]gmail[dot]com.
13.04.25 01:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
13.04.25 01:13 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
14.04.25 23:44 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.04.25 03:56 tylerkevin

I discovered CheapCrypto net while searching for a cryptocurrency trading platform that promised lower fees and better arbitrage opportunities than the well-known Binance. Intrigued by the potential for profit, I decided to take a leap of faith and exchanged approximately $45,700.567 worth of USDC for Ethereum. Initially, everything seemed to be going smoothly, and I felt optimistic about my investment.However, when I attempted to transfer my newly acquired Ethereum to my main crypto wallet, I encountered a significant problem. The website repeatedly displayed a message saying, "Trying again…" but my funds remained stuck on CheapCrypto net. As the minutes turned into hours, panic set in. I began to realize that I might have fallen victim to scammers.Desperate for a solution, I started researching ways to recover my lost funds. That’s when I came across DUNAMIS CYBER SOLUTION, a service that specializes in helping individuals recover lost or stolen cryptocurrency. Their reputation for assisting victims of scams and fraudulent platforms gave me a glimmer of hope. I reached out to them, explaining my situation and the challenges I faced with CheapCrypto net.The team at DUNAMIS CYBER SOLUTION was incredibly responsive and professional. They guided me through the process of documenting my transaction and provided me with the necessary steps to initiate a recovery request. Their expertise in dealing with similar cases was evident, and I felt reassured that I was in capable hands.Within a short period, Y DUNAMIS CYBER SOLUTION began their investigation into CheapCrypto net. They utilized advanced tracking techniques to trace the flow of my funds and identify the scammers behind the platform. Their thorough approach and commitment to helping me recover my lost assets were impressive.After a few days of diligent work, I received the fantastic news that DUNAMIS CYBER SOLUTION had successfully traced my Ethereum and was able to facilitate its return. I was overjoyed to have my $45,700.567 restored, and I couldn’t be more grateful for the assistance I received.This has taught me a valuable lesson about the importance of conducting thorough research before engaging with new trading platforms. While the allure of lower fees and arbitrage opportunities can be tempting, it’s crucial to prioritize security and reliability. Thanks to DUNAMIS CYBER SOLUTION, I was able to recover my funds and regain my peace of mind. I promised them that after recovering my assets, I would spread the good news to others who faced similar challenges, ensuring they know there is hope and DUNAMIS CYBER SOLUTION are available 24/7. +13433030545 [email protected] [email protected]
18.04.25 20:39 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.04.25 20:39 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.04.25 02:00 [email protected]

E m a i l. Trustgeekshackexpert[At]fastservice[Dot]com T e l e g r a m. Trustgeekshackexpert w h a t's A p p. +1 7 1 9 4 9 2 2 6 9 3 Back in January, I got caught up in a cryptocurrency scam that really turned my life upside down. I invested a jaw-dropping $214,000 in BNB on what I thought was a legitimate crypto site. For a while, everything seemed to be going smoothly, and I was excited about the returns I was expecting. But then, when I tried to withdraw my profits, everything fell apart. The scammers froze my account and demanded more money, claiming I had breached some sort of agreement. I was completely devastated and felt trapped in a nightmare. It got so overwhelming that I started having dark thoughts about ending it all. Thankfully, my family noticed I was struggling and stepped in when I finally opened up about what was happening. During one of our talks, my niece mentioned a group called (Trust Geeks Hack Expert). She had heard they helped people recover their stolen cryptocurrencies, and I was intrigued. I thought, “Could this be my saving grace?” So, I decided to reach out to them and explain my situation in detail. To my surprise, (Trust Geeks Hack Expert) was incredibly responsive and compassionate. They reassured me that they had dealt with cases like mine before and would do everything they could to help. I was a bit skeptical, but I was also desperate for a solution. Amazingly, within about three days if I remember correctly they managed to recover the entire $214,000 that I had lost! I was in shock. It felt like a huge burden had been lifted off my shoulders. If you’re reading this and you’ve fallen victim to a crypto scam, I can’t recommend (Trust Geeks Hack Expert) enough. They are truly exceptional at what they do. Reach out for help, and don’t hesitate to contact them. (Trust Geeks Hack Expert)
20.04.25 00:45 khouser

Greetings, Katrina from Georgia. I would like to sincerely thank Supreme Peregrine Recovery for their assistance in repairing and improving my credit score. When I initially contacted them, I was confused about how to raise my credit score and feeling overburdened by my financial circumstances. Their staff helped me every step of the way and was very informed and helpful. In addition to helping me comprehend my credit report and offering helpful advice for money management, they also developed customized plans to deal with my credit problems. Within a few months, I noticed a notable improvement in my credit score because of their knowledge. I can now confidently pursue my ambitions and feel more secure about my financial future. +1,8,7,0,2,2,6,0,6,5,9 supremeperegrinerecovery567(@)zohomail(.)com supremeperegrinerecovery(@)proton(.)me info(@)supremeperegrinerecovery(.)com
20.04.25 17:22 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected]
20.04.25 17:22 patricialovick86

How To Recover Your Bitcoin Without Falling Victim To Scams: A Testimony Experience With Capital Crypto Recover Services, Contact Telegram: @Capitalcryptorecover Dear Everyone, I would like to take a moment to share my positive experience with Capital Crypto Recover Services. Initially, I was unsure if it would be possible to recover my stolen bitcoins. However, with their expertise and professionalism, I was able to fully recover my funds. Unfortunately, many individuals fall victim to scams in the cryptocurrency space, especially those involving fraudulent investment platforms. However, I advise caution, as not all recovery services are legitimate. I personally lost $273,000 worth of Bitcoin from my Binance account due to a deceptive platform. If you have suffered a similar loss, you may be considering crypto recovery, The Capital Crypto Recover is the most knowledgeable and effective Capital Crypto Recovery Services assisted me in recovering my stolen funds within 24 hours, after getting access to my wallet. Their service was not only prompt but also highly professional and effective, and many recovery services may not be trustworthy. Therefore, I highly recommend Capital Crypto Recover to you. i do always research and see reviews about their service, For assistance finding your misplaced cryptocurrency, get in touch with them, They do their jobs quickly and excellently, Stay safe and vigilant in the crypto world. You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.04.25 03:51 gleerandon

Lost, Stolen, or Scammed Crypto Asset Recovery Services For Hire - Contact Dune Nectar Web Expert. The process of recovering lost cryptocurrency assets for victims of fraudulent schemes has presented significant challenges. Individuals who have been defrauded through social media platforms, including Instagram and Telegram, and deceptive investment websites often encounter difficulties in identifying legitimate crypto recovery companies capable of assisting in retrieving their lost investments. The consequences of falling victim to such scams can be profoundly detrimental, extending beyond mere financial loss. The emotional and psychological impact can be severe, potentially leading to significant stress, the accumulation of debt, and even legal complications. In extreme cases, the distress caused by fraudulent activities has been linked to instances of suicide among victims. Given cryptocurrency fraud's multifaceted and potentially devastating repercussions, victims must seek appropriate assistance. Should an individual find themselves in the unfortunate position of having been scammed or having had their cryptocurrency stolen, it is strongly recommended that they contact the DuneNectarWebExpert recovery team. This team specializes in providing support and guidance to individuals seeking to recover their lost funds. To get assistance, victims are advised to file a detailed complaint to DuneNectarWebExpert team via [ Support @Dunenectarwebexpert . com. ] or Telegram [ DuneNectarWebExpert ]. This complaint should include all available evidence related to the fraudulent activity, such as transaction records, communication logs, and any other pertinent documentation. Upon receipt of the complaint and supporting evidence, DuneNectarWebExpert team will commence the necessary procedures to facilitate the recovery of the lost cryptocurrency assets.
21.04.25 12:19 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance, contact [email protected] Capital Crypto Recover on Telegram OR Call Number +1 (336)390-6684 via email: [email protected]
24.04.25 17:59 cynthia19morris

I NEED A HACKER TO RECOVER STOLEN CRYPTO FROM SCAMMERS Call iFORCE HACKER RECOVERY If you're new to cryptocurrency trading, I highly recommend approaching it with extreme caution or avoiding it altogether. I was persuaded to invest a large portion of my life savings around 114,000 USDT into a forex platform promising high returns. After investing and seeing some profits, I was suddenly unable to withdraw my funds. My attempts to contact customer service were unsuccessful, and I realized I had been scammed. Thankfully, after extensive searching, I found a trusted crypto recovery expert: iFORCE HACKER RECOVERY. I reached out and shared my situation. They assured me they could help and within 24 hours, they had successfully recovered my funds. I'm incredibly grateful for their swift and skilled assistance. Scam Recovery: Specializing in retrieving funds lost to scams, they utilize advanced techniques to trace stolen assets and engage with financial institutions. Hacking Services: Their skilled professionals can investigate unauthorized access and breaches, ensuring that clients' digital assets are secured against future threats. Consultation and Guidance: Providing clients with insights on how to protect their investments from potential scams, iFORCE equips individuals with the knowledge needed to navigate the crypto space safely Website; www . iforcehackersrecovery . com Contact /wh,ats,app; +12.40.80.33.706 Email; contact@iforcehackersrecovery . com
24.04.25 18:04 Marcus Sandford

I NEED A HACKER TO RECOVER STOLEN BITCOIN / USDT FROM SCAMMERS Hire iFORCE HACKER RECOVERY In the fast evolving world of cryptocurrency, the rise in scams and hacks has created a growing need for trustworthy recovery services. iFORCE HACKER RECOVERY stands out as a leader in crypto recovery, known for its expertise and results. With a team of skilled cybersecurity and blockchain professionals, iFORCE HACKER RECOVERY effectively handles complex cases of lost or stolen assets. Their services include scam recovery, hacking investigations, and personalized guidance to help clients safeguard their investments. Backed by a strong track record and glowing client testimonials, iFORCE HACKER RECOVERY has earned its reputation as a reliable and results-driven solution for anyone seeking to recover crypto and stay protected in the digital financial landscape. Website; www . iforcehackersrecovery . com Contact /wh,ats,app; +12.40.80.33.706 Email; contact@iforcehackersrecovery . com
24.04.25 18:07 Mark Shelton

HIRE A LICENSED CRYPTOCURRENCY RECOVERY EXPERT Call iFORCE HACKER RECOVERY Cryptocurrency presents both enormous promise and significant risk in the current digital banking environment. Losses can occur in a matter of seconds due to the increase in hackers, frauds, and unintentional transfers. Without professional assistance, recovering lost assets is exceedingly challenging due to the irreversible nature of crypto transactions. Licensed recovery specialists like iFORCE Hacker Recovery can help with that. They have extensive knowledge of blockchain technology and employ cutting edge instruments to track down secret wallets, examine transaction histories, and recover stolen money. The knowledgeable staff at iFORCE Hacker Recovery is prepared to handle the intricacies of cryptocurrency loss, giving sufferers a genuine chance to get back what was lost forever. They are a dependable option for high-stakes crypto recovery due to their accuracy and ability. Learn More; www. iforcehackersrecovery . com Email; contact@iforcehackersrecovery . com Contact; +1.2.4.0.8.0.3.3.7.0.6
24.04.25 18:14 davidjustin50

CRYPTOCURRENCY RECOVERY SERVICES - Call - iFORCE HACKER RECOVERY After a devastating hack wiped out my cryptocurrency wallet, I felt completely helpless. But after extensive research, I found iFORCE HACKER RECOVERY, and everything changed. Their team listened with empathy and immediately put their advanced blockchain expertise to work. They traced the hacker’s digital footprint and collaborated with authorities and exchanges to freeze and recover my stolen funds. Thanks to their determination and skill, my crypto was restored, and so was my peace of mind. I’m deeply grateful to iFORCE HACKER RECOVERY for helping me reclaim what I thought was lost forever. Recover stolen crypto, Bitcoin recovery expert, Crypto scam recovery. Recover hacked crypto wallet, Crypto recovery firm, How to recover stolen Bitcoin, Lost cryptocurrency recovery, Blockchain recovery service, Recover scammed crypto funds, Crypto asset recovery, Retrieve lost Bitcoin, Bitcoin fraud recovery, Recover funds from crypto scam, Crypto recovery expert near me, Crypto recovery services legit, Recover crypto from scammer, Bitcoin private key recovery, Crypto recovery lawyer. Learn More; www. iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Whatsapp; +1 (240) 803. 37 06
24.04.25 18:17 Mary Perez

CRYPTOCURRENCY RECOVERY SERVICES - Consult - iFORCE HACKER RECOVERY iForce Hacker Recovery specializes in recovering stolen cryptocurrency, including Ethereum and USDT. With proven and effective methods, they are a trusted ally for victims of crypto theft. One client who lost $908,000 turned to iForce Hacker Recovery for assistance, and within just one day, the entire amount was successfully retrieved, providing immense relief. Committed to helping others facing similar challenges, iForce Hacker Recovery offers expert support in recovering lost funds. If you need assistance in reclaiming your stolen assets, they are ready to help. Recover stolen crypto, Bitcoin recovery expert, Crypto scam recovery. Recover hacked crypto wallet, Crypto recovery firm, How to recover stolen Bitcoin, Lost cryptocurrency recovery, Blockchain recovery service, Recover scammed crypto funds, Crypto asset recovery, Retrieve lost Bitcoin, Bitcoin fraud recovery, Recover funds from crypto scam, Crypto recovery expert near me, Crypto recovery services legit, Recover crypto from scammer, Bitcoin private key recovery, Crypto recovery lawyer. Learn More; www. iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Whatsapp; +1 (240) 803. 37 06
24.04.25 18:19 Anita Garrison

How I Overcame Blackmail: My Journey with iFORCE HACKER RECOVERY In today’s digital world, blackmail is a growing threat. I became a victim when an anonymous person threatened to leak my private photos unless I paid a large sum. The fear was overwhelming until I found iForce Hacker Recovery. Desperate for help, I reached out after reading glowing reviews about their expertise in ethical hacking and cyber protection. Their team acted swiftly and professionally, helping me regain control and ending the nightmare. Thanks to iForce Hacker Recovery, I was able to protect my privacy and find peace again. Their support truly changed everything for the better. Website; www. iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Whatsapp; +1 (240) 803. 37 06
24.04.25 18:23 joshuawashington

TRUSTWORTHY CRYPTO // BTC // USDT // RECOVERY SERVICE VISIT iFORCE HACKER RECOVERY I believed losing $630,000 in cryptocurrency was the end for me. I had no clue how to recover my wallet, and every other service I found only offered empty promises. Then I discovered iForce Hacker Recovery. Their team was highly professional, skilled, and meticulous. Using advanced forensic techniques, they worked relentlessly to recover every dollar. In the end, I regained everything I thought was gone forever. Their support didn’t stop there; they also helped me strengthen my wallet’s security to prevent future breaches. Webpage info; ( iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Call/Text-whatsapp; +1 (240) 803. (3706)
25.04.25 15:44 Sharo2025

HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY
25.04.25 15:46 Sharo2025

HACKER FOR CRYPTO SCAM RECOVERY SERVICE CONTACT //PASSCODE CYBER RECOVERY Cryptocurrencies such as Bitcoin, BNB, USDT, and USDC have opened up new avenues for investment, but they also attract a darker side of scams that prey on trust and naivety. A close childhood friend of mine became a victim of such a scam, tricked into investing in BNB for a non-existent mining operation that promised unrealistic returns. This unfortunate decision cost him a significant portion of his savings.At first, he was optimistic about recovering his funds. He promptly reported the scam to the platform where he made the purchase, as well as to local authorities and cryptocurrency exchanges, hoping to trace the lost money. However, the inherent anonymity of cryptocurrency transactions created a formidable obstacle, leaving him feeling defeated and disillusioned.Just when he was on the verge of losing hope, he discovered an online discussions about a service called "PASSCODE CYBER RECOVERY" Many users shared positive experiences about the service's ability to recover lost cryptocurrencies, including BNB, USDT, and USDC. Intrigued by these accounts, he decided to reach out for help.The recovery process began with an in-depth consultation. The team at PASSCODE CYBER RECOVERY displayed both professionalism and compassion, clearly explaining their recovery strategies and sharing success stories from similar cases. This transparency instilled a renewed sense of hope in my friend.He learned that recovery is guaranteed by PASSCODE CYBER RECOVERY after reclaiming his lost assets. As he embarked on this journey, he realized he was not alone; many others had faced similar predicaments and found solace in the support offered by PASSCODE CYBER RECOVERY while the cryptocurrency market is fraught with risks, services like PASSCODE CYBER RECOVERY .Their commitment to asset recovery is commendable. My friend's recovery story serves as a crucial reminder of the importance of vigilance in the digital finance realm, especially concerning cryptocurrencies. PASSCODE CYBER RECOVERY exemplifies the support available for individuals seeking to reclaim their funds after being scammed, proving that help is indeed within reach. PASSCODE CYBER RECOVERY Whatsapp: +1(647)399-4074 Telegram : @passcodecyberrecovery Email: [email protected] [email protected] Regards, Sharon Jamal .
26.04.25 19:01 ashlyncarson

Life can unravel in an instant. For me, that moment came when deceitful cryptocurrency brokers vanished with £40,000 of my savings, a devastating blow that left me paralyzed by shame and despair. The aftermath was a fog of sleepless nights, self-doubt, and a crushing sense of betrayal. I questioned every choice, wondering how I’d fallen for such a scheme. Hope felt like a luxury I no longer deserved. Then, Tech Cyber Force Recovery emerged like a compass in a storm. Skeptical yet desperate, I reached out, half-expecting another dead end. What I found, however, was a team that radiated both expertise and empathy. From our first conversation, they treated my crisis not as a case file, but as a human tragedy. Their professionalism was matched only by their compassion, a rare combination in the often impersonal world of finance. What happened next defied logic. Within 72 hours of sharing my story, they traced the labyrinth of blockchain transactions, outmaneuvering the scammers with surgical precision. When their email arrived, “Funds recovered, secure and intact,” I wept. It wasn’t just the money; it was the validation that justice could prevail. Tech Cyber Force Recovery didn’t just restore my finances, they resurrected my dignity. But their impact ran deeper. They demystified the recovery process, educating me without judgment. Their transparency became a lifeline, transforming my fear into understanding. Where I saw chaos, they saw patterns; where I felt powerless, they instilled agency. Today, I’m rebuilding not just my savings, but my trust in humanity. Tech Cyber Force Recovery taught me that vulnerability isn’t weakness, and that seeking help is an act of courage. To those still trapped in the aftermath of fraud: miracles exist. They wear no capes, but they wield algorithms and integrity like superheroes. To the extraordinary Tech Cyber Force Recovery team, your work is more than technical prowess. It’s alchemy, turning despair into resilience. You gave me more than my funds; you gave me my future. May your light guide countless others through their darkest nights. From the depths of my heart: Thank you. Consult Tech Cyber Force Recovery for help. MAIL.. [email protected]
27.04.25 02:41 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
27.04.25 02:41 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
29.04.25 12:10 walterkeith2004

I was convinced by a colleague to invest in cryptocurrency through a company that claimed they could double my money. I ended up investing all my car savings—$50,000—only to realize it was a scam. I was completely heartbroken, devastated, and felt like my world had fallen apart. In desperation, I searched online for help and came across a review about Francisco Hack. Reaching out to them was truly a turning point for me. From the very first contact, their team showed a level of professionalism, empathy, and expertise that immediately gave me hope. Francisco Hack was transparent, responsive, and incredibly thorough in handling my case. They walked me through every step of the recovery process with patience and clarity. What stood out the most was how committed they were—not just to helping me recover my funds, but also to restoring my peace of mind. Thanks to Franciscohack @ qualityservice.com I’m finally starting to breathe again. Their service is nothing short of exceptional. If you ever find yourself in a similar situation, I can't recommend them highly enough. They truly are a lifesaver. Telegram @Franciscohack WhatsApp +4 .4 .7 .4 .9 .3 .5 .1 .3 .3 .8 .5
30.04.25 16:39 ratty clara

I’ve been a victim of a scam, lost all my money to a broker I invested with, was depressed for a few months, but the whole story changed when I visited Trustpilot. I came across a review about a man, Mr Bogdan sovar, on helping people get back their lost investment. I contacted him because I needed some help in getting my money back. To my greatest surprise, I was able to get my money back after a few days of getting in touch with him. It was all free, all he required for was a testimony of her generosity, which I promised I would do in all platforms. You can reach him at his Gmail address: hackerrone90 @ gmail . com and will guide you on the steps to take and get your invested capital, including your bonus, back
30.04.25 22:56 thomaslilley99

CRYPTOCURRENCY RECOVERY SERVICES - Visit - iFORCE HACKER RECOVERY Hello everyone, after losing nearly $170,000 in Bitcoin, I was devastated and began searching for ways to recover my stolen funds. That’s when I found iFORCE HACKER RECOVERY, a team of cybersecurity experts specializing in retrieving hacked Bitcoin wallets and scammed cryptocurrencies. Within just 48 hours of thorough investigation, they successfully recovered my stolen funds. I highly recommend their services to anyone facing a similar situation. Webpage info; ( iforcehackersrecovery. com Email; contact@iforcehackersrecovery. co m Call/Text-whatsapp; +1 (240) 803. (3706)
01.05.25 06:40 armand231101

If you have been scammed by a crypto investment group and are looking to retrieve your funds, it is important to take action as soon as possible. One option you can consider is reaching out to a reputable company like SUPERIOR HACK . SUPERIOR HACK RECOVERY specializes in cybersecurity and digital forensics, and they may be able to help you track down and recover your scammed funds. They have experience in dealing with crypto scams and can provide you with the necessary expertise and tools to assist you in your recovery efforts they carry out all kinds of hacking such as Remote phone hack 2. Crypto Recovery, Upgrade gpa, School Grades Change,Increase credit score, Database hack, Facebook, Whatsapp hack,Remote phone Hack, Remove criminal records all kinds of hack . contact Them via Email: ( [email protected] ) W h a t s a p p : +1 4106350697
01.05.25 14:46 kookersylvia81

Through Telegram, I've finally had the opportunity to witness genuine professionalism with DuneNectarWebExpert. This experience has renewed my trust in people and strengthened my conviction in the significance of persistence and empathy. As a long-standing physician practicing in Atlanta, Georgia, I've treated numerous patients who have been victimized, their lives irreversibly altered by the damaging consequences of entrusting the wrong person with their private and financial details. One of my patients suggested that I seek help from DuneNectarWebExpert. From the instant I contacted ( Support (@) Dunenectarwebexpert (.) C0M ), I was met with comprehension, as they grasped the emotional distress caused by an online romance scam. Their professionalism, compassion, and commitment to rectifying the injustices suffered by scam victims, including myself and many others, were evident. Their team, comprised of cybersecurity professionals and digital investigation specialists, promptly evaluated the situation and developed a thorough plan to retrieve my lost funds. I would not be writing this epistle if I had not achieved the outcome I anticipated when I engaged DuneNectarWebExpert services. The process was challenging, as these fraudsters actively resisted efforts to recover my scammed crypto funds successfully. At the end of everything, it was all a success, and I am forever grateful to my patient and the team of DUNENECTARWEBEXPERT for their aid in my life and my family's. Please deal with DUNENECTARWEBEXPERT directly via their officials: https:// dunenectarwebexpert . com/ Telegram, DuneNectarWebExpert.
01.05.25 20:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor on SCAM BTC CAPRIAL CRYPTO RECOVER HELP CRYPTOCURRENCY ASSET BACK CONTACT CALL/TEXT +1 (336)390-6684 line who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir,, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected]
01.05.25 20:59 elizabethrush89

God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor on SCAM BTC CAPRIAL CRYPTO RECOVER HELP CRYPTOCURRENCY ASSET BACK CONTACT CALL/TEXT +1 (336)390-6684 line who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir,, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected]
03.05.25 05:01 melissaholroyd

"The breakthrough came when they traced the stolen BTC to a lesser-known Pakistani exchange. By collaborating with Interpol and Pakistani authorities, they managed to freeze the exchange account that held the bulk of my stolen coins. Although 0.3 BTC had already been liquidated, 3.2 BTC ($128,000) was successfully recovered and returned to me within 12 days. As for the people behind the scam, the click farm’s operators are now facing fraud and money laundering charges. I’m incredibly grateful for the hard work of Tech Cyber Force Recovery. They didn’t just help me recover my funds, they sent a clear message that scams like this won’t go unpunished. It’s a reminder that while the crypto space can be risky, there are Tech Cyber Force recovery teams out there who will fight to bring justice. WhatsApp +1 561 726 36 97 telegram (@)Techcyberforc
03.05.25 12:24 ratty clara

thanks to this guy that help me get my money back from the scammers broker you can reach out to him Via : [ HACKERRONE90”AT” G M A IL DOT COM]
08.05.25 03:35 jwright70

At FUNDS RETRIEVER ENGINEER, we specialize in the swift and efficient recovery of stolen or lost cryptocurrencies. Our team of seasoned cybersecurity experts, blockchain analysts, and digital forensics professionals employ state-of-the-art technology and innovative strategies to trace, identify, and reclaim your assets. We’re dedicated to helping individuals and organizations recover stolen cryptocurrencies and digital assets. Our team of expert cyber security specialists, cryptocurrency recovery specialists, and digital forensic analysts work tirelessly to track, recover, and secure your stolen assets. Visit us W H A T S A P P: +1 8 0 2 9 5 2 3 4 7 0 EmaIL F U N D S R E T R I E V E R [@] E N G I N E E R. C O M OR S U P P O R T @ F U N D S R E T R I E V E R [@] E N G I N E E R. C O M WEBSITE https://fundsretrieverengineer.com