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«Если бы LLM был сотрудником, его уволили бы через неделю»: техлид о реальности ИИ в разработке

Пока одни пророчат скорую замену всех программистов искусственным интеллектом, а другие скептически качают головой, Дмитрий Смирнов, основатель «Код Смирнов» и технический лидер, ежедневно работает с LLM в реальных проектах. В этом интервью он рассказал, почему мы находимся в «1994-м году развития интернета», как на самом деле использовать ИИ-инструменты безопасно, и почему обещания Сэма Альтмана — это «рекламные пугалки».

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Полную версию обсуждения можно посмотреть на канале Ai4Dev на Youtube. А еще у нас появился Telegram-канал для разработчиков, которые используют ИИ. В нем уже около 4 тысяч разработчиков, с которыми можно обмениваться мнениями и реальными кейсами.

«Говорить о том, что разработчиков полностью заменит ИИ, очень преждевременно»

Сейчас в стало модно озвучивать: «Мы внедрили LLM, мы уже пишем с LLM, мы сократили часть команды и отдали задачи LLM». Хочется понять, что на инженерном уровне происходит и к чему это в реальности уже привело?

Процесс внедрения технологии идет полным ходом. Это очень перспективная технология, все об этом знают. Насколько она перспективна, можно сопоставить с интернетом, когда он только зарождался. Тогда тоже было понятно издалека, что все будет использоваться через интернет, через мобильную связь. Но надо понимать: в 80-х и 90-х интернет активно внедряли на корпоративном уровне, везде об этом говорили, надували знаменитые пузыри dotcom. От момента, когда это все началось, до момента, когда вы смогли спокойно заказать пиццу через «Яндекс.Еду», прошло значительное количество времени.

С LLM происходит примерно то же самое. Сейчас на уровне ранних продуктов, MVP, внедряется эта технология, и она всем нравится. Это хороший маркетинговый ход и стратегическая инициатива, чтобы занять рынок, занять нишу. Но практическая отдача не всегда такая, как заявляется. Это абсолютно нормальный процесс, потому что для максимально эффективной работы LLM должно пройти значительное количество времени, итераций разработки, продуктового анализа. Сейчас на бумаге все звучит классно, но на практике встречается миллион нюансов с этой технологией. Хотя сама технология невероятная и очень мощная — LLM как слепок от всех знаний мира, истории человечества. Но это не значит, что можно сразу же извлекать из этого практическую пользу.

В IT-командах разработчики используют это в основном как инструмент, который помогает решать не очень любимые задачи: написать тесты, разобраться с документацией по API, сделать сортировку, группировку — задачи, которые часто приходится отлаживать. Но даже с этими задачами LLM не всегда сразу справляется. Когда работаешь с Cursor, например, все разработчики сталкиваются с тем, что с первого раза не всегда все работает. Бывает, что работает, но шансов не так много, чтобы все получалось с первого раза. Когда тратишь время на отладку, по сути занимаешься тем же, чем занимаешься, когда пишешь код сам. Разработчики сталкиваются с тем, что иногда проще самому написать с нуля, используя минимально подсказки как ассистента.

Что касается анализа данных, то здесь LLM вполне успешно показывает себя в задачах, которые всегда были очень специфичными. Например, понять контекст, понять смысл — отобрать пять перспективных новостей из тысяч по определенным критериям. LLM с этой задачей справляется. Трансформировать текст из одного формата в другой — LLM великолепно справляется. С переводом, с пониманием смысла, который может быть не суперинтеллектуальный, но все равно сложно извлекается из лингвистики, — LLM тоже справляется отлично. В сочетании с традиционными алгоритмами и метриками это может показывать хороший результат.

Почему крупные инвестиционные компании вкладывают миллиарды долларов в гонку развития LLM, заточенных именно на программировании?

Во-первых, инвестиционные фонды всегда во что-то вкладывают — у них такая работа. Это не всегда показатель того, что на выходе получится что-то невероятное. Технология перспективная, это понятно всем. Через 20-50 лет мир изменится абсолютно невообразимым для нас сейчас образом. Если сделать ставку на то, что мир изменится под влиянием искусственного интеллекта, наверняка не ошибемся.

Но говорить о том, что разработчиков полностью заменит ИИ, очень преждевременно. Любой специалист-разработчик, который занимается этим на серьезном уровне, прекрасно это понимает, когда видит, как эти системы работают. Последние опросы МТС на российском рынке показали: очень небольшой процент разработчиков — всего 4% — верит в то, что ИИ сможет заменить их работу.

А вот в то, что их работа претерпит изменения под влиянием ИИ, верят 58%. Это разумно, потому что рутинных операций станет меньше. Сокращение в разрезе повышения эффективности для корпораций — очень важный процесс. А вот сокращение ради сокращения абсолютно бессмысленно для любой компании, потому что люди — это производственная мощность. Люди — это льготы, рабочие места, налоги. Экономики устроены по принципу найма большого количества людей, чтобы все работало. Избавиться от людей, которые не производят ценности, — разумно. Избавиться от людей, которые производят ценности и делают это хорошо, — неразумно. А усилить их — очень даже разумно, чтобы они создавали еще больше ценности, могли повысить качество, безопасность.

Как вы оцениваете эффект от использования LLM в программной разработке? В чем выражается экономия времени, снижение количества багов? Как измерить усиление разработчика?

В первую очередь — это увеличение удовлетворенности разработчиков от работы за счет уменьшения времени на рутинных задачах, которые не представляют интеллектуального вызова. Это очень важно для продукта в целом, чтобы разработчик был вовлечен в написание кода и показывал свой интеллектуальный максимум. Лучше, чтобы он меньше занимался рутинными задачами, когда в одном окне документация, в другом ты вставляешь код без какого-либо отступления от парадигмы. С этой задачей LLM справляется неплохо, а разработчик контролирует процесс. В итоге у разработчиков будут расти управленческие навыки.

Скорость работы тоже важна. То, что раньше требовало два неприятных часа, может превратиться в 15-30 минут «легкого» времени. Новая технология — у тебя чат генерирует, агент сам делает, подменяет, коды определяет. Это интересно пытливому уму. Пока, конечно, через два года это всем не наскучит. Скорость реализации должна повышаться, и объемы кода вырастут тоже.

Вместе с тем традиционные метрики могут быть завышенными. Например, количество активности, пулл-реквестов, коммитов, контрибуций. За счет LLM эти метрики могут вырасти, и оценка их вне контекста может вводить в заблуждение.

Вы сказали, что вырастет объем кода. Не боитесь, что пока разработчик радуется генерации кода агентом, тот создает большой объем мусорного кода? Раньше, нанимая специалиста, можно было оценить качество его кода, был определенный стандарт. Не размоется ли это? Не уничтожит ли культуру качественного кода?

Code review никто не отменял. Давайте поговорим про код как таковой в больших технологических компаниях. Есть мобильные приложения, которые представляют примерно 100 тысяч строк кода. Над таким приложением работают 20 разработчиков прямо сейчас, а до этого уже сотни поработали. У каждого был свой почерк, школа, бэкграунд, путь — он обязательно привносит в код что-то свое.

Чтобы унифицировать код, разработчики больших команд работают в рамках определенных парадигм, архитектур и покрывают код линтерами, которые следят за код-стилем, единообразием и важнейшими подходами — например, SOLID Principles. Они принципиально важны, чтобы даже разнообразный код был унифицирован и поддерживаем в будущем, чтобы не превратился в Legacy.

Когда парадигма и архитектура не соблюдаются, даже код, написанный людьми, быстро превращается в Legacy, в котором никто ничего не понимает. Когда перекрасить кнопку из красного в зеленый цвет требует 40 часов работы — это проблема.

Поэтому и без LLM существуют подходы для контроля и унификации кода. LLM прекрасно умеет работать по документации. Если точно объяснить, что мы хотим в плане классовой структуры, определенных подходов и принципов, он справляется — LLM знает эти принципы лучше людей иногда, может пройти любое интервью по этим вопросам. Он умеет заполнять спецификацию, документацию по промтам.

В плане архитектуры, когда я работаю с LLM, мне проще попросить его придумать модули, разбитые по определенным принципам классы. Он сам создаст файлы, опишет их, предварительно создаст документацию, абстракцию. При итерационном подходе, как у разработчика, результат будет качественным и с выигрышем по времени.

«Если пишете софт для подводных лодок — использовать Cursor не стоит»

Какими ИИ-инструментами не должен пользоваться разработчик?

Прежде всего бесплатными или инструментами у которых нет защиты от попадания отправленной информации в аналитические базы данных. Эти данные могут не только использоваться для обучения — они могут попадать в определенные базы данных, сливаться третьим компаниям, которые тоже будут использовать их для обучения. Это все продается, ведь эта информация представляет ценность. Потом можно обнаружить эти данные в даркнете. Если в данных будут токены, endpoints, специфика — это потенциальная уязвимость.

Огромное количество людей уже работает над тем, чтобы майнить эту информацию — хакеры, спецслужбы. Поэтому взять и скопировать свой код с токенами и секретными ключами в ChatGPT — все равно что опубликовать эти данные на своей странице ВКонтакте. Это серьезное нарушение безопасности.

Например, Cursor на платном тарифе имеет галочку Privacy Mode. Если ее включить, Cursor гарантирует, что он и вендоры не используют данные в аналитике, не хранят их, не накапливают. Если что-то временно хранится в кеше, то безлично или зашифровано. Можно почитать эту политику — это относительно безопасный способ работы с кодом.

Но надо понимать: в Cursor нужно настраивать выделение всех токенов в отдельный файл и прописывать правила, чтобы он этот файл не трогал, не сливал, не смотрел, чтобы агенты его не трогали. Тогда это безопасный подход.

Достаточно ли компаниям-заказчикам гарантий политики безопасности того же Cursor? Принимают ли клиенты использование облачных LLM при разработке и считают ли это безопасным?

Если говорить про предприятия где нужно проходить через шесть пунктов охраны по бейджикам, где даже флешку вынести нельзя, то безопасность разработки - это критично. Если пишете софт для подводных лодок — использовать Cursor не стоит, это точно.

Для стратегически важных сервисов надо понимать: это потенциально интересно государственным структурам других стран. Они майнят эту информацию на всякий случай, и никакие политики приватности для них не преграда. На коммерческом уровне все будет нормально, но на уровне спецслужб это легко обходится. Там сидят специалисты, которые занимаются внедрением и отслеживанием определенных типов информации.

Дмитрий Смирнов
Дмитрий Смирнов

Поэтому примерно 9% компаний принципиально говорят, что никаких ассистентов использовать нельзя. Еще для 18% — разрешено для всех проектов. Клиентам по умолчанию неважно, кто или что пишет код — они хотят получить качественный результат. Конечно, они не захотят увидеть исходный код своего проекта где-то еще. Надо понимать: если выкладываете исходный код в GitLab, вы также компрометируете его во внешний сервис.

Как вы обучаете программистов работать с LLM? В Cursor много настроек — можете поделиться опытом?

Это стандартный онбординг. Собираемся, созваниваемся, показываем, смотрим, обмениваемся опытом. Не всегда я обучаю — иногда мне показывают новые возможности. «Памятка бойца» включает: обязательно включить Privacy Mode, использовать рекомендуемую модель ChatGPT 5 Pro, Claude Sonnet 4 — самые удачные из тех, что мы пробовали. Настройки для проекта — в ignore поставить файлы с токенами, чтобы они не улетали. Этот файл не должен попадать в репозиторий, должен быть в .gitignore и ни в коем случае не храниться в облачных сервисах.

Если это все сделано, дальше — творчество. Иногда интереснее самому что-то найти и понять, как работает. Промпт-инжиниринг естественный. Предпочитаю, чтобы разработчики сами проходили свой путь — так они учатся думать. Чуть-чуть подтолкнуть, подсказать, но ничего не навязывать.

«Когда пишу с Cursor, не полагаюсь на него полностью»

Может ли ваш текущий продукт целиком написать LLM? Можете оценить трудозатраты и рассказать, как бы проектировали под LLM?

Проектирование под LLM практически ничем не отличается от проектирования для человека. Единственная разница — вместо инструкций, понятных человеку, больше будут инструкции, специализированные для LLM.

LLM — это как достаточно начитанный, очень прилежный человек, но немного наивный, все воспринимает в лоб и не любит что-то добавлять от себя. Но если в промпт добавить достаточное количество различных требований, он прекрасно понимает требования безопасности — знает OWASP Top-10, требования PCI DSS, даже российские федеральные законы. То, что многие разработчики не знают. Если насытить промпт различными требованиями, код будет генерироваться хороший.

Требования нужно насытить и архитектурными принципами. LLM помогает разрабатывать архитектуру — нужно сказать «разрабатывай Clean Architecture или VIPER, соблюдай SOLID принципы, продумай структуру файлов, напиши абстракцию для классов, реализуй их, задокументируй, напиши документацию для архитектуры, уточни эту документацию для LLM, чтобы LLM сам написал необходимые базовые системные промпты».

Но когда вы все запустите, работать ничего не будет. Вы будете кидать информацию из отладочной консоли, сами все протыкивать, по сути станете продвинутым QA. Не всегда LLM будет правильно мыслить о том, где находится баг и в чем проблема — такая проблема есть и у разработчиков.

Проблема в том, что ИИ может очень сильно уводить при отладке в сторону, переписывая целые классы, не понимая, что уходит далеко от изначальной архитектуры. Он может закопаться в баг и сильно менять код. Это нужно контролировать.

Когда пишу с Cursor, не полагаюсь на него полностью. Пишу с помощью, сам пишу код, пользуюсь автокомплитом — Copilot делает это прекрасно, сокращает рутину. А ассистентами стараюсь не злоупотреблять, чтобы не превращаться в AI-кодера.

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«LLM может делать первичный код-ревью»

LLM не способна исправить ваш код или быстро найти ошибку, которую вы не видите?

Многие проекты реализовать не способна. Например, делаете проект, связанный со звонками — условно пишете Skype. Как LLM проверит, правильно идет звук или нет, прошел звонок или нет? Огромное количество вещей LLM может реализовать разве что на заглушках, но когда снимете заглушки, работать не будет абсолютно точно. Это касается и человека.

Огромное количество взаимодействий с интерфейсом, анимациями, физическими ограничениями, звонками, картами, токенизацией. А еще взаимодействие с коллегами — когда пишешь им «у вас не работает», а они отвечают «у нас все работает», и начинается два дня выяснений, в чем проблема. Это LLM тоже не сможет.

Командная разработка — точно ничего не сможет сделать самостоятельно и полностью. Но под руководством, если взял на себя роль ментора, это возможно, но очень трудоемко.

Какие задачи LLM решает хорошо? Есть зоны, где LLM вне конкуренции в разработке?

Хорошо справляется с шаблонизированными задачами, которые абсолютно рутинные. Создать файлы, следуя определенной архитектуре, описать абстрактные классы, решить задачи сортировки, группировки. Кстати, это очень нелюбимые задачи для разработчиков — нужно обязательно проверять процесс, писать, и обязательно что-то напутаешь.

Задачи с датами — если говоришь «мне нужно отформатировать дату в таком ключе» — LLM прекрасно справится. Регулярные выражения написать, документацию для метода, Swagger сгенерировать. Кинуть документацию, описание API метода, объяснить, что хочешь сделать — справится прекрасно.

Это рутинные неприятные задачи. При этом можно сфокусироваться на более творческих моментах — сделать красивую анимацию, обсудить с продуктом детали верхнего уровня, повысить скорость работы, подумать о базе данных, логах, масштабируемости, отказоустойчивости. У разработчиков ограничен фокус внимания — если думаешь про рутину, вытесняется остальное. Освобождаешь ресурс и с помощью LLM можешь решать эти задачи.

Код-ревью можно отдать LLM?

Под контролем — если используешь LLM для экономии времени, это поможет. Мы создали продукт Codes Git AI, который отработали в больших технологических компаниях на множестве команд. LLM может отслеживать активность разработчиков через GitLab API — в реальном времени подтягивать количество коммитов команды, contribution, комментарии, merge requests, diff кода.

Все это подгружается с контекстными данными в LLM, и он оценивает базово с определенным системным промптом. Например, в случае с комментариями LLM оценивает: есть ли токсичность, выглядят ли комментарии полезными или формальными.

LLM очень помогает — можно проверить, как проводится код-ревью в командах на десятках продуктов за 10 минут. Фокусируешься на местах, где LLM говорит «здесь комментарии токсичные и неполезные, формальные, лишенные контекста». Смотришь и видишь — действительно есть. Можно обусдить с разработчиком почему так происходит.

Докопаться до этого самостоятельно через интерфейс GitLab — часы работы руководителя. LLM превращает это в 10-30 минут. Это масштабируемое решение. Главное — может работать в режиме алертинга, сообщать только по необходимости.

Если у тебя 10 продуктовых команд и пытаешься понять, что происходит, это сложно. Даже если посещаешь все демо, лично смотришь — фокус ограничен вниманием, и что-то может уплывать.

LLM может делать первичный код-ревью, проверять, как проводится код-ревью в команде, проверять merge requests — что происходило, что менялось, какого объема работа, насколько сложная, затрагивались ли архитектурные моменты. Более того, это можно уточнять в режиме чата — не обязательно доверять системному промпту, можно задавать уточняющие вопросы. Через GitLab API управляется по временным диапазонам — по месяцам, неделям, можно посмотреть за прошлую неделю, прошлый месяц. Это действительно экономит время, особенно если знаешь, что в команде результаты не очень, и можно узнать, что происходило некоторое время назад.

Вы рассматриваете LLM как надстройку над разработкой — скорее алертинг-систему, чем часть цикла разработки. Можно ли глубже погрузить LLM в код-ревью, чтобы ускорить разработку и повлиять на качество?

Механизм, который я описал, прямо влияет на качество и скорость разработки, если окажется в руках тимлида продуктовой команды. За счет того, что тимлид может сократить свое время, он может больше внимания уделять продуктовым вопросам, общению по бизнес-моментам и эффективно справляться с контролем качества кода.

Понимая, что разработчики не всегда все говорят, не всегда все получается, все работают в нагрузке — это происходит не из-за того, что кто-то плохой, а потому что все работают в авральном режиме. Это нормально. Иногда продукт на финальной стадии, вдруг меняются требования — мало никому не покажется.

Не нужен LLM, чтобы вычислить плохого разработчика. Человека, который потерял мотивацию, не работает, будет видно сразу. А на ближайшем демо станет окончательно заметно, что разработчик выгорел или у него проблемы.

А вот выделить человека, который действительно активный, вкладывается — такого пропустить не хочется, иначе он подумает, что никто его не заметил. LLM очень может помочь в этом. Выделив вовремя такого человека — это достижение, которое повлияет на скорость команды, дух и качество продукта в целом. LLM насыщает информацией, избавляет от рутины и фокусирует на том, на чем хочешь. У хорошего человека он обострит и усилит способности.

LLM поменяла роль тимлида в команде? Возникает ли размывание ответственности, когда часть контроля и управленческих решений принимает LLM?

Нет, ни в коем случае. В индустрии LLM воспринимается не так, как на публику. Когда вы слышите, что Сэм Альтман говорит «завтра всех заменят», он говорит это не потому, что так считает. Очень может быть, что он говорит так, чтобы напугать вас, и вы побежали использовать GPT как можно скорее, потому что «ИИ завтра всех заменит». Это полезно с точки зрения маркетинга и рекламы, это хорошо работает.

Доверять экспертному мнению «завтра всех заменит» не стоит — это рекламное обещание, маркетинговый трюк. Маркетинг прекрасно работает на угрозах. Вспомните Илона Маска, который обещает что-то там про Тесла, астероиды, что нужно срочно лететь на Марс. Это прекрасно работает — люди готовы нести миллиарды на основе определенных эмоций, акции растут.

Нам, инженерам, легко проверить рекламные обещания и посмотреть на практике, как это работает. Руководители тем более прекрасно знают, что LLM ошибается очень часто — 10-20%. Если бы LLM был сотрудником, его уволили бы через неделю по ошибкам, которые он допускает.

Когда сидим в эхокамере, разговариваем с LLM и думаем «он такой умный» — это не LLM умный, это ты умный. Ты смотришься как в зеркало. Сам по себе без инструкций, промптов, направления каждую минуту он не особенно эффективен. Это угадывающая система, которая угадывает последующее слово. Очень важно, какие слова ты скажешь ему, чтобы он угадал то, что ты хочешь услышать. В этом плане он блестяще работает. Но сам по себе без человека — это не то.

Руководить компанией с помощью LLM? Такая компания долго не продержится. Сколько данных ни скорми, LLM не сможет понять без тебя, какие данные важны, какие нет. В лингвистике содержатся подсказки в речи — LLM поймет, что важно, что нет, смысл поймет. Но в конкретных ситуациях, в конкретной компании в конкретный момент времени у него будут большие проблемы.

Мы далеки от момента, когда можно будет загрузить в LLM пожелание «разработай программу» и получить готовый работающий результат?

Вы хотите, чтобы компания-производитель LLM сказал что-то другое? Они сильно заинтересованы продавать, и будь все отлично, продавали бы роли разработчиков не по 20 долларов в месяц, а значительно дороже.

LLM — невероятная технология, перспективный потенциал которой понятен всем: топ-менеджерам, государственным лидерам, обычным разработчикам, домохозяйкам. Это технология, которая изменит наше представление о продуктах, не говоря о разработке. Изменит общественные устои, экономику, государство — много чего. Но не прямо сейчас, это точно.

Мы, условно, находимся где-то в 1994-95 году развития интернета. Вроде все уже было — вы могли в 1995-м позвонить, email отправить в пиццерию, и вам привезли бы пиццу. Но полноценно это сделать смогли, наверное, только в 2015 году. То есть, 20 лет — нормальный цикл для любой технологии.

Огромное количество людей будет адаптировать эту технологию. Огромное количество экономических принципов могут быть нарушены, если внедрять LLM бездумно. Увольнять сотрудников — нехорошая практика для государства. Любой сотрудник — платежеспособный потенциал на рынке. Люди с зарплатами сами покупают то, что производят. Также они налогоплательщики. На налоги существует все хорошее в государстве — армия, здравоохранение, образование. Корпорации тоже налогоплательщики. Им важно, чтобы на рынке были платежеспособные люди.

Поэтому мы очень далеки от того, чтобы кто-то что-то внедрил и всех уволил. А те 20-30% которые мы видим - это оптимизация расходов, абсолютно нормальная практика. Это случилось бы в любом случае, потому что компаниям нужен резерв. В определенный момент они перенасыщают рынок предложением и набирают много разработчиков. После этого выпускают их на рынок, особенно, если разработчики плохо зарекомендовали себя. Это нормальный процесс. LLM немного на это влияет, безусловно. Может, где-то эмоционально кто-то распустил команды, но через два года снова наберет.

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С появлением LLM меняется ли подготовка программистов? Как бы вы советовали начинать с нуля в программировании с учетом AI-кодинга?

Cursor обязательно можно поставить — это первое, что ставишь. Неплохо прочитать какую-нибудь классическую книгу по программированию —Можно и без книжек, но современные инструменты молодым людям обязательно нужно осваивать, потому что через 20 лет, когда они будут на пике формы, все эти навыки будут очень востребованы. Отслеживать эти технологии критически важно для молодых специалистов. Для 40-летнего разработчика это не так важно уже — когда это все будет, там уже будет другая ситуация, другая ветка профессионального развития.

Молодым специалистам обязательно нужно осваивать эти инструменты.

Учиться на программиста имеет смысл сейчас? В классическом виде, в котором происходит обучение в вузе? Или это все потеряно?

Казалось бы, образование потеряло смысл еще когда появился Google с Wikipedia в определенном плане получения знаний — это не проводник в библиотеку, где тебе карточку выдали и ты пошел умных книжек начитался. Тем не менее образование сохранило другие смыслы — как именно тебя выпустили в общество, насколько подготовленный ты, где крутился.

Смысл в образовании пока еще есть. Даже если это кажется нефункциональным — ты понимаешь, что тебя там учат ерунде, — но если заканчиваешь престижный университет, скорее всего, это поможет в будущем. Но при этом знания можно получить дома за компьютером, совершенно спокойно обучить себя без профессоров и учителей, если есть способности и таланты. Это абсолютно точно. Для этого есть все инструменты.

Что сейчас в свете развития LLM становится наиболее важным качеством для разработчика? Предполагаете ли, что появятся тесты на применение LLM в разработке? Ты приходишь на работу, тебе говорят: «Покажи, как умеешь работать с Cursor, составь промпт».

Я к собеседованиям всегда относился очень скептично. Дело в том, что собеседование проводит человек, которого самого было неплохо прособеседовать. Появляются интересные практики, которые очень сомнительны.

Скорее всего, да, на LLM будут проверять — как настроить в Cursor такую-то функцию, знаешь ли что такое безопасность. Такой кандидат скажет: «Блин, я не задумывался, я курсовые работы до этого писал». Понятно, хорошо, до свидания.

Но я не задаю таких вопросов на собеседовании. Все, что гуглится за три секунды, я не спрашиваю. Это каверзные вопросы. Я и так пойму, когда общаюсь с человеком про опыт — где работал, что делал, какую роль занимал. Мне не надо, я достаточно проницательный для этого, чтобы использовать какую-то механику подлога.

Если человек этого не знает, значит, скорее всего, не было опыта вообще. Не факт, что он действительно мог работать и не уделять внимание безопасности. Если его за пять минут этому научить, он будет блестящим разработчиком и принесет огромную пользу компании.

Поэтому незнание чего-то для меня лично не означает, что разработчик плохой. Может быть обратный эффект — если он знает, как работать с LLM и готов вас научить, это позитив. Если он умный, талантливый — это неплохо. Главное, чтобы был умный и талантливый, а уж как распорядиться этим — тоже не важно.

Что с LLM будет дальше в разработке?

Он будет внедряться так, как и внедряется. Кто-то будет использовать на свой страх и риск, кто-то будет выводить в общие командные процессы. Смотря какие инструменты LLM — есть облачные, есть бесплатные, есть облачные платные, есть сервисы США, России, Китая. В зависимости от этих конфигураций будет сильно влиять на процесс.

Есть локальные, разные модели локальные, разные инструменты локальные. Кто-то будет их использовать. Я в основном использую для критически важных проектов локальные сервисы — есть аналог Cursor, например, называется Void, и много других появилось, которые прекрасно работают с локальными моделями, не тратят токены и абсолютно безопасны с точки зрения утечки данных в облако. .

Развиваться все это будет, активно внедряться. На перспективу 20 лет это, конечно, очень сильно изменит наше представление о продуктах, процессах и всем остальном. Но на ближайшее время экономическая и политическая ситуация будет влиять значительно сильнее, чем LLM.

Не стоит сильно обращать внимание на рекламные пугалки. Не нужно терять сон из-за того, что Альтман что-то сказал. Спокойно — это просто реклама.

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  • 05.09.25 15:39 micheal1219

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  • 06.09.25 09:21 Young Felix

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  • 06.09.25 09:22 Young Felix

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  • 06.09.25 18:52 michaeldavenport218

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  • 06.09.25 18:52 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

  • 08.09.25 14:26 bajo171

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  • 08.09.25 18:04 marcushenderson624

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  • 08.09.25 18:04 marcushenderson624

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  • 08.09.25 19:21 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 09.09.25 02:34 wendytaylor015

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  • 09.09.25 02:34 wendytaylor015

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  • 09.09.25 02:34 wendytaylor015

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  • 09.09.25 11:48 Moises Velez

    I strongly advise using this very reputable Recovery Hacker101for anyone looking to recover any type of crypto currencies assets from online frauds, Wallet hackers, or BTC transferred to the wrong address. After I lost a lot of money to those terrible con artists posing as recovery specialists, this recovery specialist was great in aiding me in getting my Bitcoin back. After I gave Recovery Hacker101 the relevant details and prerequisites, a total of 1.4170 BTC was eventually recovered. I was overjoyed that I had been able to recover this much after having lost even more to the problems I had dealt with before discovering Recovery Hacker101. So don’t hesitate to get in touch with recoveryhacker101 AT gmail com. if you find yourself in this scenario and need help recovering from an online bitcoin scam

  • 09.09.25 15:05 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

  • 09.09.25 15:05 patricialovick86

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  • 09.09.25 15:05 patricialovick86

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  • 09.09.25 20:23 Bramfloris

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  • 09.09.25 20:37 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 10.09.25 00:45 robertalfred175

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  • 10.09.25 00:45 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

  • 11.09.25 03:31 DAVEortega1010

    Be wary of fraudulent cryptocurrency recovery services. Many promise to recover your lost digital currency. These services often provide excuses or fail to deliver any results. This only adds to your distress. After several unsuccessful attempts with others, I discovered a genuine expert. This individual was highly capable and provided excellent assistance. They successfully recovered my stolen cryptocurrency. I was finally able to find peace of mind. If you have lost crypto, you should contact them. talk to [email protected] for help. You can also send a text message via WhatsApp to +447366445035, Stop losing time on scams. They can help you get your money back.

  • 11.09.25 13:44 grace

    i fell for an investment scam also and lost $250k worth of bitcoin luckily i found anthonydavies01 on telegram with his assistance i got back over 85% of my money. him and his team are top notch

  • 11.09.25 15:03 stevensjonas

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  • 11.09.25 18:51 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

  • 11.09.25 18:51 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

  • 11.09.25 18:51 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

  • 12.09.25 13:11 grace

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  • 12.09.25 15:06 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

  • 12.09.25 15:06 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

  • 13.09.25 20:45 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to Recoveryfundprovider(@)gmail(.)com).) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 00:54 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

  • 14.09.25 00:54 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

  • 14.09.25 02:37 luciajessy3

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  • 14.09.25 12:44 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

  • 14.09.25 12:44 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

  • 14.09.25 15:13 estherfords

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  • 14.09.25 15:13 estherfords

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  • 14.09.25 17:48 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

  • 14.09.25 17:48 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

  • 14.09.25 20:49 Clinton

    I know firsthand how devastating it feels to lose money to a scam. When it happened to me, I was left frustrated, hopeless, and unsure where to turn. Complaining to apps about being scammed on their platforms didn’t change anything it felt like no one cared. But through a friend’s advice, I connected with a recovery professional who gave me real hope. With their help, I was able to get my funds back, something I thought was impossible. I’m sharing this because I don’t want anyone else to feel as lost as I once did. Whether you’ve been scammed through crypto platforms, dating scams, real-estate or mortgage fraud, or even fake ICOs, please know there’s still a way forward. If you’ve lost money, reach out to ([email protected]) or (WhatsApp) at (+)44 7366445035 for consultation and recovery services.

  • 14.09.25 22:16 Berrysmith

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  • 15.09.25 12:49 robertalfred175

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  • 15.09.25 12:49 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

  • 15.09.25 12:49 robertalfred175

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  • 16.09.25 12:25 aliceforemanlaw

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  • 18.09.25 11:55 Mundo

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  • 18.09.25 11:55 Mundo

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    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

  • 18.09.25 12:22 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

  • 18.09.25 13:04 Mundo

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 18.09.25 16:46 carolinehudso83

    I noticed a lot of online recommendations, and it’s clear that some of them are bad eggs that will just make уour mуsterу worse. I can onlу suggest one, and if уou need assistance getting back the moneу уou lost to scammers, уou can contact them bу email at: [email protected] Whats app or text +1 518 468 2985 Website https://bestrecoveryagent.com/

  • 19.09.25 00:54 frank2025

    Anthony davies played a crucial role in successfully recovering my stolen USDT, which was valued at more than $300,000. His expertise and dedication made the recovery process smooth and efficient. Throughout the entire time, he demonstrated himself to be a reliable recovery agent. His professionalism and commitment to his clients are evident in the results he achieves. If you find yourself in a similar situation or need assistance, he is available for contact. You can reach anthony through email at (anthonydaviestech AT gmail dot com). Alternatively, he is also accessible via telegram at anthonydavies01. Reaching out to him could be the first step toward recovering your lost assets

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 10:02 faithlawrence

    Sylvester Bryant recovered £400,000 in Ethereum for me. I strongly advise using his services. He focuses on retrieving money lost to fraudulent schemes. Scams cause immense worry. Mr. Bryant's expert knowledge and calm approach in getting funds back reassured me. If you have lost money to scams, contact him via email at [email protected]. You can also reach him on WhatsApp at +1 512 577 7957. He is committed to helping people recover their stolen assets. His support was invaluable in my situation.

  • 19.09.25 15:27 tonykith01477

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

  • 19.09.25 17:12 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

  • 19.09.25 17:12 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

  • 20.09.25 15:05 faithlawrence

    I can’t recommend Sylvester Bryant enough. He successfully recovered €210,000 in Ethereum for me after I had lost hope. His expertise in tracing and reclaiming funds from scams is truly remarkable. What stood out most was his calm, professional approach and deep technical knowledge, which gave me complete confidence throughout the process. If you’ve lost money to a scam, I strongly encourage you to reach out to him. You can contact him via email at [[email protected] ] or on WhatsApp at +1 512 577 7957. He is genuinely dedicated to helping people recover what they’ve lost, and his support has been invaluable to me.

  • 20.09.25 15:53 blessing1198

    It is distressing to lose USDT due to a bitcoin wallet hack. Although it is challenging, stolen USDT can be recovered. Taking prompt, wise action increases your chances. Marie can help you with reporting the theft, what to do right away, and USDT recovery. Contact her on WhatsApp at +1 7127594675, or email [email protected].

  • 21.09.25 12:05 star1121

    Consider this: In cryptocurrency, you see what appears to be a fantastic opportunity. After investing your hard-earned money, you see it disappear into the wallet of a con artist. Your bank account seems empty as rage and regret merge in this stomach punch. These days, cryptocurrency frauds are very common, however recovering your cryptocurrency from scammers is still possible. You can track down and possibly recover what you lost with shrewd actions. Marie can help; contact her at [email protected] and on WhatsApp at +1 7127594675.

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:23 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

  • 23.09.25 03:54 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

  • 23.09.25 14:45 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 23.09.25 19:27 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 23.09.25 22:38 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 12:22 beverlyalex010

    In 2022, I lost 1.5 ETH in what I thought was a promising Twitter investment. I reached out to the so-called brokers behind it, but they vanished and stopped replying. For years, I carried the heavy belief that my crypto was gone forever. Then, by chance, I discovered RecoveryFundProvider [email protected] WhatsApp at +44 736-644-5035 through a finance podcast. That moment changed everything. Their team didn’t lure me in with false promises or flashy guarantees. Instead, they explained their process clearly specializing in advanced blockchain tracing, smart contract forensics, and even transaction reversal in certain cases. Skeptical but hopeful, I allowed them to review my case. What followed was beyond my expectations. They dug deep into the blockchain ledger, followed the coin’s complex movements across multiple addresses, and even collaborated with global nodes to trace every trail. Two weeks later, I received an alert I never thought I’d see again: my crypto had been fully recovered and safely transferred back to me. I cried tears of relief. What sets RecoveryFundProvider apart isn’t just their cutting-edge expertise, but their unwavering ethics and dedication. They treat every client like more than just another case number even years after a loss. Today, I can confidently say they live up to their name, and I’m endlessly grateful.

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 15:50 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

  • 24.09.25 19:08 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:50 Raymondkrisitina

    Sylvester Bryant gets my full recommendation. He helped me get back €230,000 in Ethereum when I thought it was gone forever. His skills in tracking and retrieving scam-lost funds amaze me. I appreciated his steady, expert manner and strong tech know-how. That built my trust every step of the way. If a scam has taken your money, get in touch with him right away. Email him at yt7cracker@gmail. com or message on WhatsApp at +1 512 577 7957. He truly commits to aiding folks in regaining their assets. His help meant everything to me.

  • 24.09.25 19:55 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 19:56 Athea5130

    ETHICAL BITCOIN HACKER/ BEST WAY RECOVERY BITCOIN I believed I was completely lost. I was unable to withdraw money from my investment wallet after making a dubious investment, and until I discovered Best Way Hacker Company, no one could assist me in unfreezing it. This group handled my matter with attention and urgency. In a matter of days, they were able to retrieve my frozen investment and transfer it to a new wallet that I owned. They restored my hope in a big way. Best Way Hacker restored my money and my peace of mind, and for that I will always be grateful. Email.. [email protected] WhatsApp..+39-(350)-967-(1925)

  • 24.09.25 20:52 elizabethrush89

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

  • 24.09.25 20:52 elizabethrush89

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

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