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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)

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10 мая 2025 г.

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10.08.25 23:29 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:33 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 10:34 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
11.08.25 11:35 Dennisblaq

Hi everyone, I'm an entrepreneur, and when I learned about cryptocurrencies and how they potentially triple my income, I was excited to invest. I hope this message finds the correct audience. On the internet, I came across someone who assured me of exceptionally significant returns on my investment. I was readily persuaded by this man's seeming wisdom. I quickly discovered that this cryptocurrency was a hoax and that I was unable to withdraw my money after making a substantial investment. My business was in tatters, and I owed money.Fortunately for me, a pop-up regarding cryptocurrency recovery and cybersecurity specialists that could help me get all of my money back appeared when seeking for help on the internet. This organization, WIZARD JAMES RECOVERY, is a cyber security and cryptocurrency recovery firm that helped me get my investment money back. I sincerely appreciate their assistance and heartily endorse them to anyone in need of cryptocurrency recovery. The following is their contact information: E - M A I L: [email protected] W H A T S A P P: (+ 44 741 836 7204)
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 13:05 alaincharlotte5

RECLAIM CRYPTO LOSS: HIRE META TECH RECOVERY PRO TO RECOVER LOST ASSET BACK. The adage "all that glitters is not gold" proved a harsh reality I recently encountered. The digital realm of cryptocurrency investments and exchange platforms is not immune to deception. My pursuit of cryptocurrency investments led me to a seemingly legitimate site, complete with convincing investor testimonials touting successful withdrawals. Unbeknownst to me, it was an elaborate scheme. I invested $210,000.00 worth of cryptocurrency across multiple wallets, as directed by the scammers. Initially, the process mirrored typical modern investments, but my withdrawal requests were met with evasiveness and silence. This represented my entire life savings, accumulated through years of dedicated work, now vanished in an instant. Refusing to accept defeat, I sought assistance from METATECH-RECOVERYPRO, which facilitated a successful recovery. Their process was remarkably efficient. They meticulously traced my lost funds back to the perpetrators, and within a short timeframe, the recovered assets were returned to my bank account. Without this exceptional recovery team, which offered support when all hope seemed lost, my situation would have been dire. To initiate your recovery, I strongly advise sending a detailed email ([email protected]) of your task, outlining your specific circumstances. Ask (META TECH RECOVERY PRO) for help via: Telegram:@metatechrecoveryproteam W/S +1 (469) 692‑8049 thank you.
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 17:49 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
11.08.25 19:46 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
11.08.25 20:06 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram 📱(@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram 📱 (@RoseCyberHives) rosecryptorecovery@gmail. com
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 02:43 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 16:48 ahmed11

It takes a team to recover lost money from scams. Recovery professionals locate stolen money by using their expertise. The best course of action is advised by legal professionals. This helps you get your money back. Identifying warning indicators is a crucial lesson learned from frauds. Promises of large, fast, risk-free profits should be avoided. They may put pressure on you to make an investment right away. For assistance avoiding frauds in the future, get in touch with Marie. She can also help you retrieve your misplaced Bitcoin. You can reach her on Telegram at @Marie_consultancy or via email at [email protected]. Also, you can use WhatsApp at +1 7127594675.
12.08.25 17:13 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 17:13 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
12.08.25 18:44 edinavida027

CRYPTO TRACING AND RECOVERY: HIRE A LEGITIMATE RECOVERY EXPERT" CONTACT RAPID DIGITAL RECOVERY
12.08.25 18:44 edinavida027

A recruiter named Emma Zhang reached out to me on LinkedIn regarding an intriguing job opportunity that piqued my interest. She presented a position for a Crypto Security Specialist with a Coinbase-certified firm. Her profile appeared legitimate, boasting over 1200 connections and numerous endorsements from industry professionals that seemed authentic. The offer was enticing: a salary of $180,000 plus bonuses, all disbursed in Bitcoin. The recruiter promptly sent me an email from a seemingly official domain , which closely resembled Coinbase's actual email addresses. It felt like an incredible opportunity. However, there was a stipulation: to qualify for the position, I needed to confirm that I possessed at least 4 BTC. This requirement struck me as peculiar but not entirely implausible, given the nature of the role. At that moment, I had sufficient BTC to meet the demand, so I decided to proceed. The HR representative directed me to a portal that closely mimicked Coinbase's official interface. It was convincing enough that I didn’t hesitate to log in and complete the necessary steps. Unfortunately, that was where everything began to unravel. I was instructed to send a verification deposit of 1 BTC to confirm my ownership. Since everything appeared legitimate, I complied without hesitation. However, the moment I transferred the BTC, an unsettling feeling washed over me. The following day, I noticed that the remaining 3 BTC in my wallet began to vanish. My heart sank as I realized something was terribly amiss. I immediately attempted to reach out to both the HR representative and the company, but my efforts were met with silence. Upon checking the LinkedIn profiles of Emma Zhang and her team, I discovered they had mysteriously vanished. I was left with nothing no job offer, no recruiter, and no Bitcoin. I turned to the internet in search of solutions. That’s when I stumbled upon RAPID DIGITAL RECOVERY, a company specializing in Bitcoin recovery. I contacted them, and they assured me they could assist in recovering my lost funds. After a tense and arduous process, they successfully retrieved my stolen BTC. The relief I felt was indescribable, and I am profoundly grateful to RAPID DIGITAL RECOVERY for their expertise and unwavering support. CONTACT INFO BELOW Email: rapid digital recovery (@) execs. com Telegram: htt ps: // t. me/ Rapid digital recovery519 WhatSapp: +1 4 1 4 8 0 7 1 4 8 5
12.08.25 19:15 vallatjosette

Fortunately, my luck changed when I encountered Wizard Hilton Cyber Tech. Their expertise and dedication to helping victims of cryptocurrency scams are truly remarkable. They worked tirelessly to track down the scammers and recover my lost crypto coins.Email : wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com
12.08.25 23:07 babatunde162

I recommend Marie when it comes to recovering lost/stolen usdt/bitcoin or any kind of cryptocurrencies' from fake investment platforms because they're well specialized in that area and you'll get your money back in full. I can boldly say this right now based on my prior deal i had with them; she was the only one who was able to recover my lost money $52,760 dollars back to my account, Only • ([email protected] and telegram:@Marie_consultancy or whatsapp +1 7127594675) she was successful in recovering my money. They are the only one who can fully restore your lost funds to your account without any deductions, I really value their work and am recommending her to you today. THANK ME LATER
13.08.25 06:11 tyler231

DO YOU REQUIRE TECHNICAL SKILLS TO SOLVE YOUR HACKING RELATED PROBLEMS? ●Hacking of all social media accounts ●Spying on cheating partner ●Retrieving of lost Cryptocurrency ●Data alteration ●Finding of lost phone ●Clearing/paying off of mortgage/loan ●Increasing of credit score ●Bitcoin mining ●Tracking of location ●Hacking of cell phone/other devices ●Block out or track down hackers Secure yourself now!!! Contact: [email protected] OR WHATSAPP+14106350697 They are the best at what they do they helped me out and i am here to testify contact them and come back testifying
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 07:01 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:26 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 08:27 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 10:37 babatunde162

Since Marie is an expert in recovering lost or stolen USDT, bitcoin, or any other cryptocurrency from fraudulent investment platforms, I suggest them for this task. You will receive your money back in full. I can confidently state this at this time because of my previous transaction with them: she was the only one who successfully returned $52,760 of my lost funds to my account. Her contact information is [email protected], and her telegram handle is @Marie_consultancy or +1 7127594675. Because they are the only ones that can completely return your lost money to your account without taking any money out, I truly appreciate what they do and am suggesting her to you today. Afterward, thank you.
13.08.25 13:15 Bartlevi

Sylvester showcased remarkable talent. He brought back over $610,000 in crypto. This felt like a massive win. His help went beyond this first success. He worked hard to get back more lost money. He stayed in touch all the time. He kept me in the loop. The whole process was very honest. There were no hidden fees or tricky ways. My money went straight to my crypto account. The transfer was easy. Sylvester Bryant is the most honest recovery agent I know. If you're in a similar spot, contact him now. You can email Sylvester at yt7cracker@gmail. com. Or reach him on WhatsApp at +1 (512) 577-7957. Don't give up hope. Sylvester can find your stolen money. He did it for me. You can get your money back. Sylvester Bryant will help you recover your funds.
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 14:23 Morris Jason

HIRE A REPUTABLE RECOVERY FIRM THAT HELPED ME RETRIEVE MY LOST INVESTMENT FUNDS : THE HACK ANGELS If you’re lost your Bitcoin to scammers, and you’re searching for trustworthy recovery services, getting in touch with THE HACK ANGELS is the only way to get your Bitcoin back. After losing my Bitcoin investments. I was determined to find a solution. I began by researching online and found several recovery services claiming to retrieve lost Bitcoin. However, most of these services turned out to be scams themselves. I thought I’d never see my funds again. It was then that I came across THE HACK ANGELS. A reputable Bitcoin recovery expert with a proven track record of retrieving lost Funds. I reached out to him, and he responded promptly, explaining the process of recovering my lost Bitcoin. They provide essential guidance on protecting digital assets, recognizing cyber threats and using effective security practices to prevent future incidents. Great communication and a successful outcome, when it comes to bitcoins recovery, quick contact THE HACK ANGELS RECOVERY EXPERT WhatsApp +1(520)2 0 0-2 3 2 0 Email at [email protected] Website at www.thehackangels.com If you're in London, you can even visit them in person at their office located at 45-46 Red Lion Street, London WC1R 4PF, UK. Don’t hesitate to reach out if you need help! And ready to reclaim what's rightfully yours?
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:46 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
13.08.25 19:50 babatunde162

When it comes to recovering lost or stolen bitcoin, USDT, or any other cryptocurrency from fraudulent investment platforms, I suggest Marie because they are highly skilled in the field and will return all of your money. Based on my previous transaction with them, I can state with confidence that she was the only one who successfully returned $52,760 of my lost funds to my account. Her email address is [email protected], and her telegram handle is @Marie_consultancy, or her WhatsApp number is +1 7127594675. I truly appreciate their work and am suggesting her to you today because they are the only ones who can completely return your missing money to your account without any deductions.
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 00:20 robertalfred175

CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
14.08.25 17:47 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 18:27 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact her at recoveryfundprovider [AT] gmail [DOT] com Whats//App at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you
14.08.25 19:23 Joanne Ruth

The innovative company Captain Jack Recovery was created to address the challenges associated with recovering cryptocurrency assets. A group of seasoned professionals with backgrounds in offshore legal solutions, asset recovery, crypto intelligence, and crypto investigations founded Captain Jack Recovery. For people and companies who have been the victims of bitcoin fraud or theft, his goal is to offer complete recovery options. Conatc address ([email protected])
14.08.25 21:49 Rickbayford

If you need to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest Wizard James Recovery, a very trustworthy recovery organization. Just by sending my case to the Expert and supplying the necessary data, Wizard James Recovery was able to help me recover my Bitcoin. I'm glad I was able to recover this much after losing even more to the fraudulent broker I initially put my belief in. Errors are unavoidable, thus we can never be careful enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with Wizard James Recovery. Mail: ([email protected])
15.08.25 03:10 KEVIN3

HOW I RECOVER MY LOST FUNDS AFTER INVESTING Exercise extreme caution when dealing with this company. They scammed me $800,000 out of my money and even gained unauthorized access to my banking information, which severely impacted my financial well-being. I had initially approached them with the hope of improving my life through investment, but instead, I was deceived. This company should be thoroughly investigated and shut down to prevent further harm. Fortunately, I was able to recover my funds thanks to Mrs. Rose. Although I was initially hesitant and unsure about contacting her, I decided to take the risk and I’m so glad I did. You can reach her via telegram (@RoseCyberHives) and email rosecryptorecovery@gmail. com With the help of her skilled team of cybersecurity professionals and cryptocurrency experts, I was able to recover my lost funds quickly and with minimal stress, a sharp contrast to my previous experience. If you’ve been scammed or are in a similar situation, I highly recommend reaching out to her for assistance. via telegram (@RoseCyberHives) rosecryptorecovery@gmail. com
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 04:59 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 09:13 eva117

Recovery experts and legal experts work together to get back stolen money. They use special skills to find and retrieve assets. This teamwork improves your chances of success. Learning to spot scam warnings is key. Look out for promises of big returns with no risk. Be wary of pressure to invest fast. Contact Marie at [email protected], Telegram @Marie_consultancy, or WhatsApp +1 7127594675. She can help you avoid future scams and recover lost bitcoin
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 13:27 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
15.08.25 20:26 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 20:27 caitlinfedex

After my wife passed, I found myself lonely and searching for connection. I joined a senior living forum just to talk with others my age to share stories, maybe feel a little less isolated. That’s where I met a man who claimed to be helping retirees like me manage their savings with cryptocurrency. He spoke warmly and convincingly about a retirement care fund that guaranteed lifetime monthly payouts. He said it was specifically designed for people in my stage of life safe secure and backed by health organizations. He gained my trust over weeks of conversation. We spoke daily. He called me by name asked about my late wife, and remembered little details about my life. I believed he genuinely cared. Eventually, I transferred $200000 in USDT the majority of my retirement savings, into the wallet address he provided. That was the last time I heard from him. The forum profile vanished. His phone number stopped working. No response to emails. I was stunned. I couldn’t believe I had been tricked. I didn’t know who to turn to. I felt ashamed and foolish. At my age recovering from a financial loss like this is nearly impossible.My relative stepped in. They searched online for solutions and found TRUST GEEKS HACK EXPERT. I was skeptical at first but they insisted we give them a chance. From the moment we contacted them they treated me with respect patience and genuine concern. Their team didn’t speak in technical riddles. They explained every step. They used blockchain analysis tools to trace the movement of my funds through several addresses.It turned out the wallet was linked to a scam platform. TRUST GEEKS HACK EXPERT worked directly with the USDT issuer and coordinated with relevant platforms to freeze the funds before they were fully laundered.In just two weeks they managed to recover $155000 in USDT.The money helped yes but it was more than that. I no longer felt powerless. I had been taken advantage of but I wasn’t alone in the fight. Thanks to TRUST GEEKS HACK EXPERT I got back not only a large part of my savings but also peace of mind a sense of dignity and hope for the future. If you ever find yourself in such situation I encourage you to contact TRUST GEEKS HACK EXPERT Email.trustgeekshackexpert{At}fastservice{Dot}com — Telegram:: Trustgeekshackexpert & W h a t's A p p +1 7 1 9 4 9 2 2 6 9 3
15.08.25 21:04 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 06:53 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
16.08.25 07:01 lisared

Losing nearly 500,000 USDT to hackers was one of the most devastating experience of my life. I felt powerless as my hard-earned assets vanished into anonymous blockchain transactions until I found Agent Jasmine Lopez. Her deep expertise, tireless effort, and unwavering focus gave me hope and delivered results. She traced complex transactions, pursued every lead, and recovered a large portion of my stolen funds something I never thought possible. If you’ve lost digital assets, don’t give up. Contact Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. She turned my nightmare into a recovery story, and she could do the same for you.
16.08.25 17:05 mark

I see a lot of recommendations online and it’s already obvious there are bad eggs online who will only add to your mystery. I can only recommend one and you can reach them via mail on (zattechrecovery @ gmail c0 m ) if you need help on recovering what you lost to scammers.
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 03:33 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 05:22 aveasley4

I’m a California resident who was contacted by someone named “Lin” on WhatsApp. Our conversation eventually turned to cryptocurrency investments. Lin introduced me to a trading platform called CBOTBIT (https://cbotbit.com), walked me through setting up an account, and guided me on transferring funds. Under Lin’s direction, I began trading and was led to believe that my account was growing significantly. However, when I attempted to withdraw my funds, I was unable to do so — and shortly after, the website went offline entirely. I had invested over $340,000 in Bitcoin, planning to use it for my retirement. The experience was devastating, and I was at a loss for what to do next. Eventually, I came across [email protected] and decided to reach out. I followed their instructions, and within a few days, I was able to recover my original investment. I'm incredibly relieved and grateful for their assistance, and I recommend contacting them if you’re in a similar situation and need help recovering lost funds.
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
17.08.25 17:49 marcushenderson624

Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 21:10 Connorhelms

I can honestly say losing my bitcoin savings was one of the darkest moments of my life. I had put everything I could into that investment, believing it would secure my future, only to wake up one day and realize the platform had vanished with all my funds. The feeling was indescribable, fear, shame, and helplessness all at once. I thought I’d never see that money again. Then I came across Alpha Spy Nest. At first, I was hesitant, I had already been deceived once, and the thought of trusting anyone else terrified me. But something about their professionalism and the way they patiently explained things gave me a little hope. For the first time in weeks, I felt like I wasn’t completely alone in the fight. They listened to my story without judgment, broke down the technical side in a way I could understand, and reassured me that there was still a chance. Watching them work was incredible. They traced every transaction, uncovered where my bitcoin had been moved, and kept me updated through every stage. It felt like they cared as much about my recovery as I did. The day they told me they had successfully recovered my lost savings, I actually cried. Seeing those funds back in my wallet felt unreal, it was like a huge weight had been lifted off my shoulders. Beyond just recovering my bitcoin, Alpha Spy Nest gave me back my peace of mind and restored a trust I thought I had lost forever. I’m forever grateful to them. If I hadn’t found Alpha Spy Nest, I’d still be stuck in regret and despair. Instead, I now share my story as proof that recovery is possible. You can also reach out to them via: Email: [email protected], WhatsApp: +15132924878‬, Telegram: https://t.me/Alphaspynest, Website: www.alphaspynest.org
18.08.25 22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
18.08.25 22:17 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 02:26 Jacksonbash

You are not alone if you have had your bitcoins taken from your wallet or if you invested in an initial coin offering (ICO) that was a scam. I experienced the same thing. I first lost $173,000 to a fraudulent investment scam company in less than five months. I was able to get all of my money in five days thanks to a hacker my friend recommended. In order to raise awareness about these cryptocurrency criminals and do my part to minimize the number of victims, I'm speaking out. To report a victim, simply send an email to [email protected].
19.08.25 18:15 keith

RECOVER FROM CRYPTO SCAMS WITH THE HELP OF BONES RECOVERY BITCOIN EXPERT If someone needs to recover cryptocurrency that has been lost to wallet hackers, internet scammers, or BTC transferred to the wrong address, I suggest BONES RECOVERY BITCOIN, a very trustworthy recovery organization . Simply presenting my case to the expert and supplying the necessary data allowed BONES RECOVERY BITCOIN to assist me in recovering my Bitcoin. It's a relief that I recovered this much after losing considerably more to the fraudulent broker I initially put my trust in. Because we will inevitably make mistakes, we can never be diligent enough. If you have lost money to cryptocurrency scams, I strongly advise getting in touch with BONES RECOVERY BITCOIN. Contact address WhatsApp....‪+1-60-621-024-64‬ Email [email protected]
19.08.25 18:54 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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
19.08.25 18:54 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. Contact: [email protected] You can reach them via email at [email protected] OR Call/Text Number +1 (336)390-6684 his contact website: https://recovercapital.wixsite.com/capital-crypto-rec-1
20.08.25 12:01 Official

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20.08.25 17:00 lisared

Few months ago I experienced one of the most devastating moments of my life €300k was stolen by hackers . When my money was stolen I felt hopeless, until I was introduced to Agent Jasmine Lopez her expertise and dedication gave me peace of mind. She skillfully traced complex transactions and tracked down the scammers, which would have been impossible for me to do on my own. Thanks to her tireless efforts, I was able to recover a significant portion of my lost funds. If you've fallen victim of hackers, I highly recommend reaching out to her. You can contact her via email at Recoveryfundprovider@gmail. com WhatsApp at +{44 736-644-5035}. Her attention to detail and commitment to her work are truly impressive. Don't hesitate to reach out her expertise could be the key to recovering your lost funds.
20.08.25 20:42 vallatjosette

My Wild Ride: How a Wizard Hilton Cyber Tech Helped Me Recover Lost Bitcoin of 103,000 It all started when I had the misfortune of misplacing the digital wallet containing my substantial cryptocurrency holdings - a staggering 103,000 bitcoins. I had amassed this sizable fortune over the years through strategic investments and careful trading, but in a moment of carelessness, the private keys to my digital wallet had vanished. Panic set in as I grappled with the gravity of my situation - those bitcoins, worth millions at the time, were effectively lost to the ether, inaccessible and seemingly unrecoverable. Just when I had resigned myself to the devastating financial blow, a chance encounter with a self-proclaimed "digital wizard" Wizard Hilton Cyber Tech presented a glimmer of hope. This enigmatic individual, who operated in the shadowy corners of the crypto underworld, claimed to possess the arcane knowledge and skills necessary to retrieve my lost digital wealth. Intrigued and desperate, I put my skepticism aside and entrusted this mysterious wizard with the task. What followed was a wild, suspenseful journey into the depths of blockchain technology and cryptography, as the wizard navigated complex algorithms, exploited vulnerabilities, and pieced together the puzzle of my missing private keys. After days of intense effort, Wizard Hilton Cyber Tech emerged triumphant, having successfully recovered the entirety of my 103,000 bitcoin stash. The sheer relief and elation I felt in that moment was indescribable, as I regained access to my small digital fortune and was able to secure my financial future. This harrowing experience taught me the invaluable lesson of never taking the security of my cryptocurrency holdings for granted, and the importance of always maintaining the utmost diligence when it comes to protecting one's digital wealth. Email: wizardhiltoncybertech ( @ ) gmail (. ) com OR support ( @ ) wizardhiltoncybertech (.) com WhatsApp number +18737715701 Thanks.
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 01:54 michaeldavenport218

I was recently scammed out of $53,000 by a fraudulent Bitcoin investment scheme, which added significant stress to my already difficult health issues, as I was also facing cancer surgery expenses. Desperate to recover my funds, I spent hours researching and consulting other victims, which led me to discover the excellent reputation of Capital Crypto Recover, I came across a Google post It was only after spending many hours researching and asking other victims for advice that I discovered Capital Crypto Recovery’s stellar reputation. I decided to contact them because of their successful recovery record and encouraging client testimonials. I had no idea that this would be the pivotal moment in my fight against cryptocurrency theft. Thanks to their expert team, I was able to recover my lost cryptocurrency back. The process was intricate, but Capital Crypto Recovery's commitment to utilizing the latest technology ensured a successful outcome. I highly recommend their services to anyone who has fallen victim to cryptocurrency fraud. For assistance contact [email protected] and on Telegram OR Call Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1
21.08.25 14:56 elainemurray

E.M.A.I.L. [email protected] W.h.a.t.s.A.p.p. +1(561)(726)(3697) It all began with an Instagram advertisement. A man presented himself as a cryptocurrency investment coach, showcasing a luxurious lifestyle and screenshots of substantial profits. He claimed his trading algorithm could double any investment in a week. Curious, I decided to reach out to him. He said the minimum investment was $50,000 and sent me a link to a platform that looked legitimate. At first, everything seemed promising. My balance increased steadily, charts showed growth, and I felt excited. When I tried to withdraw the money, the system blocked the transaction and demanded a release fee of $15,000. I paid it, but my account was soon marked under review, and the coach stopped responding. I realised I had been scammed. Desperate, I turned to Techy Force Cyber Retrieval. From the first consultation, they carefully reviewed my case and assured me the funds could be traced. They explained how they would track the wallet addresses and follow the path of the stolen money. Their clear guidance made me feel confident. Over the next few weeks, Techy Force Cyber Retrieval kept me updated on every step. They traced the transactions. Their persistence and expertise were obvious, and I could see real progress. Even when the process felt slow, Techy Force Cyber Retrieval maintained clear communication. They explained each action and why it mattered. Their careful attention made the ordeal manageable and reassuring. A month later, thanks to Techy Force Cyber Retrieval, I was able to recover 80% of my money and have it safely returned to my bank account. Relief and gratitude overwhelmed me. What started as a tempting opportunity had turned into a stressful ordeal, but Techy Force Cyber Retrieval transformed it into a successful resolution.
21.08.25 21:17 monte5757

I went through one of the most painful experiences of my life I lost over $850,000 to scammers. They had no mercy,things got so bad that I even sold some of my properties just to keep up with their demands. At one point, I felt completely hopeless and trapped. But everything changed when I came across a legit recovery agent who actually helped me recover my funds and return them safely to my wallet. It was like getting my life back. If you’ve ever been scammed, please don’t give up. Reach out to Recoveryfundprovider [at] gmail [dot] com WhatsApp at +{44 736-644-5035}.she’s professional, reliable, and truly knows how to get results. I’m genuinely grateful I found her, and I believe you’ll thank me later too.
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
22.08.25 08:00 wendytaylor015

My name is Wendy Taylor, I'm from Los Angeles, i want to announce to you Viewer how Capital Crypto Recover help me to restore my Lost Bitcoin, I invested with a Crypto broker without proper research to know what I was hoarding my hard-earned money into scammers, i lost access to my crypto wallet or had your funds stolen? Don’t worry Capital Crypto Recover is here to help you recover your cryptocurrency with cutting-edge technical expertise, With years of experience in the crypto world, Capital Crypto Recover employs the best latest tools and ethical hacking techniques to help you recover lost assets, unlock hacked accounts, Whether it’s a forgotten password, Capital Crypto Recover has the expertise to help you get your crypto back. a security company service that has a 100% success rate in the recovery of crypto assets, i lost wallet and hacked accounts. I provided them the information they requested and they began their investigation. To my surprise, Capital Crypto Recover was able to trace and recover my crypto assets successfully within 24hours. Thank you for your service in helping me recover my $647,734 worth of crypto funds and I highly recommend their recovery services, they are reliable and a trusted company to any individuals looking to recover lost money. Contact email [email protected] OR Telegram @Capitalcryptorecover Call/Text Number +1 (336)390-6684 his contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1
23.08.25 05:11 ramiroalcazar

A hacker skillfully impersonated one of our clients’ trusted suppliers and manipulated their finance department into transferring $180,000 worth of Bitcoin. The request appeared authentic, reinforced by falsified documents and meticulously crafted communication that mirrored the supplier’s established style. By the time the company uncovered the deception, the funds had already been funneled through numerous digital wallets. When they appealed to their bank for assistance, they were told recovery was impossible since cryptocurrency transactions are irreversible. The company suddenly faced the prospect of financial ruin. Confronted with this devastating loss, the client sought a specialized solution and turned to Techy Force Cyber Retrieval. From the initial consultation, our team demonstrated that hope remained. Unlike the bank, which dismissed their plea, Techy Force Cyber Retrieval meticulously analyzed every aspect of the fraud and assured the client that our blockchain specialists had the tools to trace and potentially reclaim the stolen assets. Our investigation began with a comprehensive audit of the fraudulent transactions. Using advanced blockchain forensics, Techy Force Cyber Retrieval’s analysts traced the stolen Bitcoin across a labyrinth of wallets and exchanges. Every development was documented with precision, and regular updates were delivered to the client, ensuring transparency and trust. This combination of technical mastery and clear communication provided reassurance during an otherwise overwhelming crisis. After persistent tracking and strategic intervention, Techy Force Cyber Retrieval achieved a remarkable outcome. From the original $180,000 that had been siphoned away, our team successfully recovered the equivalent of $160,000 in USDT. This restitution enabled the company to meet payroll obligations, stabilize its operations, and avert what had seemed like an inevitable collapse. What distinguished Techy Force Cyber Retrieval in the eyes of the client was not only our technical expertise but also our dedication and professionalism. We approached the case with urgency, maintained open communication at every stage, and treated the recovery effort with the utmost seriousness. At a moment when the client felt powerless, Techy Force Cyber Retrieval restored both their assets and their confidence. Now, victims of cryptocurrency fraud do not have to accept total loss. With the right expertise, recovery is achievable. Techy Force Cyber Retrieval stands as proof that even in situations deemed hopeless, we can deliver tangible results and provide businesses and individuals with a genuine second chance. CONSULT TECHY FORCE CYBER RETRIEVAL FOR A GREAT SOLUTION RECOVERY......... WHATSAPP.......... +15617263697 WEBSITE......... https://techyforcecyberretrieval.com
01:05 samshaffer

Have been on the quest for a way to recover my $195,000 from a forex broker. I was fortunate to meet Darek at ([email protected]) through a friend who was recommended as the best crypto recovery specialist he was the one who assisted me and restore my money back to my atomic wallet. I did reach him at [email protected] and it was an amazing experience. Never knew there was an expert who could trace back crypto until I met this great team. Don’t think twice, get connected with the right personnel now to avoid been fooled again..