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[Перевод] Конец программирования в том виде, в котором мы его знаем

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Тим О’Райли

Американский издатель, основатель издательства O’Reilly.

В СМИ много говорят о том, что разработчики ПО скоро потеряют работу из-за ИИ. Я в это не верю.

Это не конец программирования. Это конец программирования в том виде, в котором мы его знаем сегодня. Первые программисты соединяли физические цепи для выполнения каждого вычисления. Их сменили программисты, писавшие машинные инструкции в виде двоичного кода, который вводился по одному биту за раз с помощью переключателей на передней панели компьютера. Затем программирование на языке ассемблера положило этому конец. Оно позволяло программисту использовать язык, похожий на человеческий, чтобы указать компьютеру перемещать данные в определенные области памяти и выполнять над ними вычисления. Затем развитие еще более высокоуровневых компилируемых языков, таких как Fortran, COBOL и их последователей C, C++ и Java, привело к тому, что большинство программистов больше не писали ассемблерный код. Вместо этого они могли выражать свои пожелания компьютеру, используя абстракции более высокого уровня.

Бетти Джин Дженнингс и Фрэнсис Билас (справа) программируют ENIAC в 1946 году.
Бетти Джин Дженнингс и Фрэнсис Билас (справа) программируют ENIAC в 1946 году.

В конце концов, нормой стали интерпретируемые языки, которые гораздо проще отлаживать.

BASIC, один из первых, кто добился большого успеха, сначала воспринимался как игрушка, но вскоре оказалось, что он стал новой волной. Программирование стало доступно детям и предпринимателям в гаражах, а не только сотрудникам бэк-офисов крупных компаний и государственных учреждений.

Потребительские операционные системы также сыграли большую роль в истории. На заре персональных компьютеров каждому производителю компьютеров требовались инженеры-программисты, которые могли бы писать низкоуровневые драйверы, выполняющие работу по чтению и записи на схемы памяти, жесткие диски и периферийные устройства, такие как модемы и принтеры. Windows положила этому конец. Она стала успешной не только потому, что предоставляла графический пользовательский интерфейс, который значительно упростил использование компьютеров для неподготовленных людей, но также то, что Марк Андрессен, чью компанию Netscape собиралась раздавить Microsoft, пренебрежительно (и ошибочно) назвал «просто мешок драйверов». Этот мешок драйверов, скрытый за API Win32, означал, что программистам больше не нужно было писать низкоуровневый код для управления машиной. Эта задача была эффективно реализована в операционной системе. Из-за Windows и macOS, а также iOS и Android (для мобильных устройств) сегодня большинству программистов больше не нужно знать многое из того, что знали предыдущие поколения программистов.

Программистов было больше, а не меньше

Это был еще далеко не конец программирования. Программистов было больше, чем когда-либо. Сотни миллионов пользователей потребляли плоды их творчества. Классический пример эластичности спроса: поскольку создавать программное обеспечение становилось проще, его цена падала, что позволяло разработчикам создавать решения, за которые больше людей были готовы платить.

Интернет стал еще одним «концом программирования». Внезапно пользовательский интерфейс стал состоять из понятных человеку документов, отображаемых в браузере со ссылками, которые, в свою очередь, могли вызывать программы на удаленных серверах. Любой мог создать простое «приложение» с минимальными навыками программирования. «No code» стало модным словечком. Вскоре всем понадобился веб-сайт. Такие инструменты, как WordPress, позволили непрограммистам создавать веб-сайты без программирования. Однако по мере того, как возможности технологий росли, успешные веб-сайты становились все более и более сложными. Наблюдалось все большее разделение между «фронтенд» и «бэкенд» программированием. Новые интерпретируемые языки программирования, такие как Python и JavaScript, стали доминирующими. Мобильные устройства добавили новый, вездесущий фронтенд, требующий новых навыков. И снова сложность была скрыта за фреймворками, библиотеками функций и API, которые изолировали программистов от необходимости знать столько о низкоуровневой функциональности, сколько им было необходимо знать всего несколько лет назад.

Большие данные, веб-сервисы и облачные вычисления создали своего рода «операционную систему Интернета». Такие сервисы, как Apple Pay, Google Pay и Stripe, сделали возможным выполнение ранее сложных, высокорисковых корпоративных задач, таких как прием платежей, с минимальными знаниями в области программирования. Все виды глубоких и мощных функций стали доступны через простые API. Однако этот взрыв интернет-сайтов и сетевых протоколов и API, соединяющих их, в конечном итоге создал потребность в большем количестве программистов.

Программисты больше не создавали статические программные артефакты, обновляемые каждые пару лет, а непрерывно разрабатывали, интегрировали и поддерживали долгоживущие сервисы. Что еще важнее, большая часть работы в этих огромных сервисах, таких как Google Search, Google Maps, Gmail, Amazon, Facebook и Twitter, была автоматизирована в огромных масштабах. Программы были разработаны и созданы людьми, а не ИИ, но большая часть самой работы была сделана специализированными предшественниками сегодняшних ИИ общего назначения. Работники, которые выполняют большую часть тяжелой работы в этих компаниях, уже являются программами. Программисты-люди — их менеджеры. Сейчас сотни тысяч программистов выполняют такую ​​надзорную работу. Они уже живут в мире, где работа заключается в создании и управлении цифровыми коллегами.

Google, Facebook, Amazon или множество более поздних стартапов Кремниевой долины… нанимают десятки тысяч рабочих. Если вы мыслите с фабричным мышлением двадцатого века, то эти рабочие проводят свои дни, перемалывая продукты, как и их промышленные предшественники, только сегодня они производят программное обеспечение, а не физические товары. Если же вы отступите назад и посмотрите на эти компании с точки зрения 21-го века, вы поймете, что большая часть работы этих компаний — предоставление результатов поиска, новостей и информации, обновлений статуса в социальных сетях и соответствующих продуктов для покупки — выполняется программами и алгоритмами. Это настоящие рабочие, а программисты, которые их создают это их менеджеры. Тим О’Ра́йли "Управление ботами, которые управляют бизнесом" MIT Sloan Management Review, May 21, 2016
Google, Facebook, Amazon или множество более поздних стартапов Кремниевой долины… нанимают десятки тысяч рабочих. Если вы мыслите с фабричным мышлением двадцатого века, то эти рабочие проводят свои дни, перемалывая продукты, как и их промышленные предшественники, только сегодня они производят программное обеспечение, а не физические товары. Если же вы отступите назад и посмотрите на эти компании с точки зрения 21-го века, вы поймете, что большая часть работы этих компаний — предоставление результатов поиска, новостей и информации, обновлений статуса в социальных сетях и соответствующих продуктов для покупки — выполняется программами и алгоритмами. Это настоящие рабочие, а программисты, которые их создают это их менеджеры. Тим О’Ра́йли "Управление ботами, которые управляют бизнесом" MIT Sloan Management Review, May 21, 2016

В каждой из этих волн старые навыки становились устаревшими. Все еще полезными, но уже не необходимыми, и новые становились ключом к успеху. Есть еще несколько программистов, которые пишут компиляторы, тысячи, которые пишут популярные фреймворки JavaScript и библиотеки Python, но десятки миллионов, которые пишут веб- и мобильные приложения и бэкэнд для них. Миллиарды пользователей потребляют то, что они производят.

Может ли в этот раз быть по-другому?

Внезапно оказалось, что непрограммист может просто поговорить с LLM или специализированным программным агентом на простом английском языке (или на человеческом языке по вашему выбору) и получить в ответ полезный прототип на Python (или на языке программирования по вашему выбору). Для этого даже появилось новое модное словечко: CHOP, или «чат-ориентированное программирование». Рост продвинутых моделей начинает демонстрировать ИИ, способный генерировать даже сложные программы с высоким уровнем подсказок, объясняющих задачу, которую нужно выполнить. В результате многие говорят: «На этот раз все по-другому», что ИИ полностью заменит большинство программистов-людей и, по сути, большинство работников умственного труда. Они говорят, что мы сталкиваемся с волной всепроникающей безработицы среди людей.

Я все еще не верю в это. Когда происходит прорыв, который дает передовые вычислительные мощности в руки гораздо большей группы людей, да, обычные люди могут делать то, что когда-то было прерогативой высококвалифицированных специалистов. Но тот же самый прорыв также открывает новые виды услуг и спроса на эти услуги. Он создает новые источники глубокой магии, которую понимают лишь немногие.

Магия, которая наступает сейчас, самая мощная из всех. И это значит, что мы начинаем глубокий период исследований и творчества, пытаясь понять, как заставить эту магию работать и извлечь новые преимущества из ее силы. Умные разработчики, которые примут эту технологию, будут востребованы, потому что они могут сделать гораздо больше, сосредоточившись на более высоком уровне креативности, которая добавляет ценность.

Обучение на практике

ИИ не заменит программистов, но он преобразит их работу. В конечном итоге многое из того, что делают программисты сегодня, может оказаться таким же устаревшим (для всех, кроме программистов встроенных систем), как и старый навык отладки с помощью осциллографа. Программист и провидец в области технологий Стив Йегге замечает, что будут заменены не программисты младшего и среднего звена, а те, кто цепляется за прошлое и не принимает новые инструменты и парадигмы программирования. Те, кто приобретают или изобретают новые навыки, будут пользоваться большим спросом. Младшие разработчики, которые владеют инструментами ИИ, смогут превзойти старших программистов, которые этого не делают. Йегге называет это «Смертью упрямого разработчика».

Мои идеи сформированы не только моим собственным 40-летним опытом работы в компьютерной индустрии и наблюдениями разработчиков, таких как Йегге, но и работой историка экономики Джеймса Бессена, который изучал, как первая промышленная революция разыгралась на текстильных фабриках Лоуэлла, Массачусетс, в начале 1800-х годов. Поскольку квалифицированных ремесленников заменили машины, управляемые «неквалифицированным» трудом, заработная плата людей действительно снизилась. Но Бессен заметил нечто странное, сравнив показатели заработной платы рабочих на новых промышленных фабриках с показателями бывших надомных ремесленников. Подмастерью ремесленника требовалось примерно столько же времени, чтобы достичь полной заработной платы квалифицированного подмастерья, сколько требовалось новому неквалифицированному фабричному рабочему начального уровня, чтобы достичь полной заработной платы и производительности. Рабочие в обоих режимах были фактически квалифицированными рабочими. Но у них были разные виды навыков.

Бессен обнаружил, что существуют две основные причины, по которым заработная плата оставалась на прежнем уровне или была низкой большую часть первых 50 лет промышленной революции прежде чем она взлетела и привела к повсеместному росту благосостояния. Первая заключалась в том, что владельцы фабрик копили выгоды от новой производительности, а не делились ими с рабочими. Но вторая проблема заключалась в том, что для достижения наибольшего прироста производительности потребовались десятилетия, поскольку знания о том, как лучше всего использовать новую технологию, еще не были широко распространены. Изобретателям потребовались десятилетия, чтобы сделать машины более надежными, тем, кто их использует, чтобы придумать новые виды рабочих процессов, чтобы сделать их более эффективными, чтобы создать новые виды продуктов, которые можно было бы производить с их помощью, чтобы более широкий круг предприятий принял новые технологии, а рабочим — чтобы приобрести необходимые навыки, чтобы воспользоваться ими. Рабочим нужны были новые навыки не только для использования машин, но и для их ремонта, улучшения, изобретения будущего, которое они подразумевали, но еще не сделали полностью возможным. Все это происходит посредством процесса, который Бессен называет «обучением на практике».

Недостаточно, чтобы несколько человек были впереди всех в освоении новых навыков. Бессен объясняет, что «для завода, отрасли и общества в целом важно не то, сколько времени требуется для обучения отдельного работника, а то, сколько времени требуется для создания стабильной, обученной рабочей силы» (Learning by Doing, 36). Сегодня каждая компания, которая будет затронута этой революцией (то есть каждая компания), должна подставить плечо. Нам нужна рабочая сила, владеющая ИИ. Что такое программирование, в конце концов, как не способ, которым люди заставляют компьютеры выполнять наши приказы? Тот факт, что «программирование» становится все ближе и ближе к человеческому языку, что наши машины могут понимать нас, а не нам приходится говорить с ними на их родном языке нулей и единиц или на каком-то специализированном языке программирования, должен быть поводом для празднования.

Люди будут создавать, использовать и совершенствовать больше программ, и появятся новые отрасли, чтобы управлять и развивать то, что мы создаем. Уроки истории говорят нам, что когда автоматизация делает дешевле и проще поставку продуктов, которые хотят или в которых нуждаются люди, рост спроса часто приводит к росту занятости. Только когда спрос удовлетворяется, занятость начинает падать. Мы далеки от этой точки, когда дело касается программирования.

Парадокс Джевонса снова наносит удар! По мере того, как ИИ становится все более эффективным и доступным, мы увидим, как его использование резко возрастет, превращая его в товар, которым мы просто не сможем насытиться. https://t.co/omEcOPhdIz

— Сатья Наделла (@satyanadella) 27 Января, 2025

Неудивительно, что профессор Уортонской школы бизнеса и евангелист ИИ Итан Моллик также является поклонником работы Бессена. Вот почему он так убедительно доказывает, что нужно «всегда привлекать ИИ», вовлекать его в каждый аспект вашей работы и исследовать «острые края» того, что работает, а что нет. Вот почему он также призывает компании использовать ИИ для расширения прав и возможностей своих работников, а не для их замены. Нужно так много узнать о том, как применять новые технологии. Лучшим исследованием для бизнеса является исследование ваших сотрудников, пользующихся ИИ для решения своих проблем и поиска новых возможностей.

Что есть программирование изменится

Сэм Шиллес, один из заместителей технического директора Microsoft, согласился с моим анализом. В недавнем разговоре он сказал мне: «Мы находимся в процессе изобретения новой парадигмы программирования вокруг систем ИИ. Когда мы перешли от настольных компьютеров к эпохе Интернета, все в стеке изменилось, хотя все уровни стека остались прежними. У нас по-прежнему есть языки, но они перешли от компилируемых к интерпретируемым. У нас по-прежнему есть команды, но они перешли от каскадной к Agile, к CI/CD. У нас по-прежнему есть базы данных, но они перешли от ACID к NoSQL. Мы перешли от одного пользователя, одного приложения, одного потока ко всему распределенному. Мы делаем то же самое с ИИ прямо сейчас».

Вот некоторые из технологий, которые собираются в новый стек ИИ. И это даже не включает в себя множество моделей ИИ, их API и их облачную инфраструктуру. И это уже устарело!

«Ландшафт инженерии ИИ», Marie-Alice Blete, GitHub
«Ландшафт инженерии ИИ», Marie-Alice Blete, GitHub

Взрыв новых инструментов, фреймворков и практик — это только начало того, как меняется программирование. Одна из проблем, отметил Шиллес, заключается в том, что у моделей нет памяти, как у людей. Даже с большими контекстными окнами им трудно делать то, что он называет «метапознанием». В результате он видит необходимость в том, чтобы люди по-прежнему предоставляли большую часть контекста, в котором работают их соразработчики ИИ.

Шиллес развил эту идею в недавнем посте. «Большие языковые модели (LLM) и другие системы ИИ пытаются автоматизировать мышление», — написал он. «Параллели с автоматизацией движения во время промышленной революции поразительны. Сегодня автоматизация все еще груба: мы выполняем когнитивный эквивалент перекачивания воды и ударов молотком — базовые задачи, такие как создание краткой версии, распознавание образов и генерация текста. Мы еще не придумали, как построить надежные двигатели для этого нового источника энергии — мы еще даже не на локомотивной стадии ИИ».

Даже стадия локомотива была в значительной степени расширением грубой силы, которую люди могли использовать для перемещения физических объектов. Существенным следующим прорывом было увеличение средств контроля над этой силой. Шиллес спрашивает: «А что, если традиционная разработка программного обеспечения здесь не совсем уместна? А что, если создание ИИ требует принципиально иных практик и систем управления? Мы пытаемся создать новые виды мышления (наш аналог движения): высокоуровневые, метакогнитивные, адаптивные системы, которые могут делать больше, чем просто повторять заранее разработанные шаблоны. Чтобы использовать их эффективно, нам нужно будет изобрести совершенно новые способы работы, новые дисциплины. Так же, как проблемы ранней паровой энергетики породили металлургию, проблемы ИИ приведут к появлению новых наук о познании, надежности и масштабируемости — областей, которые еще не полностью существуют».

Проблема внедрения технологий ИИ в бизнесе

Брет Тейлор, бывший содиректор Salesforce, бывший главный технический директор Meta и в прошлом руководитель команды, создавшей Google Maps, теперь является генеральным директором компании-разработчика ИИ-агентов Sierra, которая находится в центре разработки и внедрения технологий ИИ в бизнесе. В недавнем разговоре Брет сказал мне, что, по его мнению, ИИ-агент компании станет ее основным цифровым интерфейсом, таким же значимым, как ее веб-сайт, таким же значимым, как ее мобильное приложение, возможно, даже более. ИИ-агент компании должен будет кодировать все её ключевые бизнес-политики и процессы. Это то, что ИИ в конечном итоге сможет делать сам, но сегодня Sierra приходится назначать каждому из своих клиентов инженерную команду, которая помогает с внедрением.

«Эта последняя миля, когда вы берете крутую платформу и кучу своих бизнес-процессов и создаёте агента, на самом деле довольно сложна», — объяснил Брет. «Сейчас появляется новая роль, которую мы называем агент-инженером, разработчиком программного обеспечения, который немного похож на разработчика веб-интерфейса. Это архетип, который наиболее распространен в программном обеспечении. Если вы разработчик React, вы можете научиться создавать агентов ИИ. Какой замечательный способ переквалифицироваться и сделать свои навыки актуальными».

Кто захочет продираться через дерево телефонов службы поддержки клиентов, когда они могли бы поговорить с агентом ИИ, который действительно может решить их проблему? Но сделать этих агентов правильными будет настоящим вызовом. Сложно не программирование, сложно глубоко понимать бизнес-процессы и думать о том, как новые возможности могут их преобразовать, чтобы воспользоваться преимуществами новых возможностей. Агент, который просто воспроизводит существующие бизнес-процессы, будет таким же неловким, как веб-страница или мобильное приложение, которые просто воссоздают бумажную форму. (И да, такие все еще существуют!)

Эдди Османи, руководитель отдела пользовательского опыта Google Chrome, называет это проблемой 70%: «В то время как инженеры сообщают о значительном повышении производительности с ИИ, фактическое программное обеспечение, которое мы используем ежедневно, не кажется, становится заметно лучше». Он отмечает, что непрограммисты, работающие с инструментами генерации кода ИИ, могут выпустить отличное демо или решить простую проблему, но они застревают на последних 30% сложной программы, потому что они недостаточно знают, чтобы отладить код и направить ИИ к правильному решению. Между тем:

Когда вы смотрите, как старший инженер работает с инструментами ИИ, такими как Cursor или Copilot, это похоже на магию. Они могут создавать целые функции за считанные минуты, с тестами и документацией. Но смотрите внимательно, и вы заметите нечто важное: они не просто принимают то, что предлагает ИИ... Они применяют годы с трудом завоеванной инженерной мудрости, чтобы сформировать и ограничить вывод ИИ. ИИ ускоряет их реализацию, но их опыт — это то, что делает код поддерживаемым. Младшие инженеры часто пропускают эти важные шаги. Они принимают вывод ИИ более охотно, что приводит к тому, что я называю «карточным домиком из кода» — он выглядит завершенным, но рушится под давлением реального мира.

В этой связи Чип Хуен, автор новой книги «AI Engineering», сделал в электронном письме мне следующее проницательное наблюдение:

Я не думаю, что ИИ вводит новый тип мышления. Он показывает, что на самом деле требует мышления.

Неважно, насколько это ручная работа, если ее может выполнить только горстка наиболее образованных людей, она считается интеллектуальной. Одним из примеров является письмо, физический акт копирования слов на бумагу. В прошлом, когда грамотной была лишь небольшая часть населения, письмо считалось интеллектуальным. Люди даже гордились своей каллиграфией. В наши дни слово «письмо» больше не относится к этому физическому акту, а к более высокой абстракции упорядочивания идей в читаемом формате.

Аналогичным образом, как только физический процесс кодирования станет автоматизированным, значение слова «программирование» изменится и будет означать процесс организации идей в исполняемые программы.

Мехран Сахами, глава кафедры вычислительной техники Стэнфордского университета, выразился просто: «Компьютерная наука — это систематическое мышление, а не написание кода».

Когда ИИ-агенты начинают общаться с агентами…

…точность в правильной формулировке проблемы становится еще важнее. Агент как корпоративный фронтенд, который обеспечивает доступ ко всем бизнес-процессам компании, будет общаться не только с потребителями, но и с агентами этих потребителей и агентами других компаний.

Вся эта сторона уравнения агента гораздо более спекулятивна. Мы еще не начали разрабатывать стандарты для сотрудничества между независимыми агентами ИИ! В недавней статье о необходимости инфраструктуры агента отмечается:

Текущие инструменты в значительной степени недостаточны, поскольку они не предназначены для формирования того, как агенты взаимодействуют с существующими институтами (например, правовыми и экономическими системами) или субъектами (например, поставщиками цифровых услуг, людьми, другими агентами ИИ). Например, методы согласования по своей природе не гарантируют контрагентам, что какой-то человек будет привлечен к ответственности, когда пользователь поручает агенту выполнить незаконное действие. Чтобы заполнить этот пробел, мы предлагаем концепцию инфраструктуры агентов: технические системы и общие протоколы, внешние по отношению к агентам, которые предназначены для посредничества и влияния на их взаимодействия с их окружением и воздействия на него. Инфраструктура агентов включает в себя как новые инструменты, так и перенастройки или расширения существующих инструментов. Например, для облегчения подотчетности протоколы, связывающие пользователей с агентами, могут основываться на существующих системах аутентификации пользователей, таких как OpenID. Так же, как Интернет полагается на инфраструктуру, такую ​​как HTTPS, мы утверждаем, что инфраструктура агентов будет столь же незаменима для экосистем агентов. Мы выделяем три функции для инфраструктуры агентов: 1) присвоение действий, свойств и другой информации конкретным агентам, их пользователям или другим субъектам; 2) формирование взаимодействий агентов; и 3) обнаружение и устранение вредоносных действий агентов.

Здесь нужно решить огромные проблемы координации и проектирования. Даже самые лучшие ИИ-агенты, которых мы можем себе представить, не решат такие сложные проблемы координации без человеческого руководства. Здесь нужно столько программирования, что даже программисты с поддержкой ИИ будут заняты по крайней мере следующее десятилетие.

Короче говоря, есть целый мир нового программного обеспечения, которое нужно изобрести, и оно будет изобретено не только ИИ, но и людьми-программистами, использующими ИИ как суперсилу. И этим программистам нужно приобрести много новых навыков.

Мы находимся на раннем этапе изобретения будущего

Так много нового нужно узнать и сделать. Так что да, давайте наберемся смелости и предположим, что соразработчики ИИ делают программистов в десять раз продуктивнее. (Ваш показатель может отличаться в зависимости от того, насколько ваши разработчики стремятся освоить новые навыки.) Но давайте также предположим, что как только это произойдет, «программируемая поверхность» бизнеса, науки, нашей построенной инфраструктуры будет расти параллельно. Если будет в 20 раз больше возможностей для программирования, чтобы что-то изменить, нам все равно понадобится вдвое больше этих новых 10-кратных программистов!

Ожидания пользователей также возрастут. Компании, которые просто используют большую производительность для сокращения расходов, проиграют компаниям, которые инвестируют в освоение новых возможностей для создания лучших услуг.

Саймон Уиллисон, опытный разработчик программного обеспечения, который был в авангарде того, чтобы показать миру, как программирование может быть проще и лучше в эпоху ИИ, отмечает, что ИИ позволяет ему «быть более амбициозным» в своих проектах.

Возьмите урок из другой области, где возможности резко ворзасли: рендеринг одного кадра одного из сегодняшних фильмов о супергероях Marvel может занять столько же времени, сколько и рендеринг всего первого фильма Pixar, хотя цена и производительность CPU/GPU выиграли от закона Мура. Оказывается, киноиндустрия не довольствовалась тем, чтобы быстрее и дешевле поставлять грубую анимацию с низким разрешением. Дополнительные циклы пошли на тысячи крошечных улучшений в реалистичности меха, воды, облаков, отражений и многих-многих других пикселей разрешения. Технологическое улучшение привело к повышению качества, а не просто к более дешевой/быстрой доставке. Есть некоторые отрасли, которые стали возможны благодаря выбору более дешевого/быстрого вместо более высоких производственных значений (вспомним взрывной рост количества созданного пользователями видео в Интернете), поэтому не будет выбора или-или. Качество будет иметь свое место на рынке. Так происходит всегда.

Представьте себе десятки миллионов программистов-любителей, работающих с помощью ИИ, которые работают с такими инструментами, как Replit и Devin, или корпоративными решениями, такими как те, что предоставляются Salesforce, Palantir или Sierra. Какова вероятность того, что они наткнутся на варианты использования, которые понравятся миллионам? Некоторые из них станут предпринимателями этого следующего поколения программного обеспечения, созданного в партнерстве с ИИ. Но многие из их идей будут приняты, улучшены и масштабированы существующими профессиональными разработчиками.

Путешествие от прототипа к производству

В предпринимательстве ИИ значительно повысит возможности создания решений теми, кто ближе всего к любой проблеме. Но лучшим из этих решений все равно придется пройти оставшуюся часть пути, который Шьям Санкар, технический директор Palantir, назвал «путешествием от прототипа к производству». Санкар отметил, что ценность ИИ для предприятия заключается «в автоматизации, в автономности предприятия». Но, как он также отметил, «автоматизация ограничена крайними случаями». Он вспомнил уроки Stanley, беспилотного автомобиля, который выиграл DARPA Grand Challenge в 2005 году: он способен делать что-то выдающееся, но требует еще 20 лет разработки, чтобы полностью справиться с крайними случаями вождения в городе.

«Рабочий процесс по-прежнему важен», — утверждает Санкар, и работа программиста будет заключаться в том, чтобы понять, что может быть сделано традиционным программным обеспечением, что может быть сделано ИИ, что все еще должно быть сделано людьми, и как связать все вещи вместе, чтобы фактически выполнить рабочий процесс. Он отмечает, что «цепочка инструментов, которая позволяет вам получать обратную связь и изучать пограничные случаи, чтобы достичь цели как можно быстрее, является выигрышной цепочкой инструментов». В мире, который представляет себе Санкар, ИИ «фактически освободит разработчиков, чтобы они могли гораздо больше вникать в бизнес и быть гораздо более вовлеченными в оказываемое ими влияние». Между тем, ведущие специалисты в предметной области станут программистами с помощью помощников ИИ. Это не программисты останутся без работы. Это будут люди, на каждой должности, которые не станут программистами с помощью ИИ.

Это не конец программирования. Это начало его следующего переосмысления.

Источник

  • 07.09.23 16:24 CherryTeam

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

  • 08.10.23 01:30 davec8080

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

  • 24.06.24 04:31 tashandiarisha

    Web-site. https://trustgeekshackexpert.com/ Tele-Gram, trustgeekshackexpert During the pandemic, I ventured into the world of cryptocurrency trading. My father loaned me $10,000, which I used to purchase my first bitcoins. With diligent research and some luck, I managed to grow my investment to over $350,000 in just a couple of years. I was thrilled with my success, but my excitement was short-lived when I decided to switch brokers and inadvertently fell victim to a phishing attack. While creating a new account, I received what seemed like a legitimate email requesting verification. Without second-guessing, I provided my information, only to realize later that I had lost access to my email and cryptocurrency wallets. Panic set in as I watched my hard-earned assets disappear before my eyes. Desperate to recover my funds, I scoured the internet for solutions. That's when I stumbled upon the Trust Geeks Hack Expert on the Internet. The service claimed to specialize in recovering lost crypto assets, and I decided to take a chance. Upon contacting them, the team swung into action immediately. They guided me through the entire recovery process with professionalism and efficiency. The advantages of using the Trust Geeks Hack Expert Tool became apparent from the start. Their team was knowledgeable and empathetic, understanding the urgency and stress of my situation. They employed advanced security measures to ensure my information was handled safely and securely. One of the key benefits of the Trust Geeks Hack Expert Tool was its user-friendly interface, which made a complex process much more manageable for someone like me, who isn't particularly tech-savvy. They also offered 24/7 support, so I never felt alone during recovery. Their transparent communication and regular updates kept me informed and reassured throughout. The Trust Geeks Hack Expert Tool is the best solution for anyone facing similar issues. Their swift response, expertise, and customer-centric approach set them apart from other recovery services. Thanks to their efforts, I regained access to my accounts and my substantial crypto assets. The experience taught me a valuable lesson about online security and showed me the incredible potential of the Trust Geeks Hack Expert Tool. Email:: trustgeekshackexpert{@}fastservice{.}com WhatsApp  + 1.7.1.9.4.9.2.2.6.9.3

  • 26.06.24 18:46 Jacobethannn098

    LEGAL RECOUP FOR CRYPTO THEFT BY ADRIAN LAMO HACKER

  • 26.06.24 18:46 Jacobethannn098

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  • 04.07.24 04:49 ZionNaomi

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  • 13.07.24 21:13 michaelharrell825

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

  • 17.07.24 02:26 thompsonrickey

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

  • 18.07.24 20:13 austinagastya

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  • 27.08.24 12:50 James889900

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  • 27.08.24 13:06 James889900

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  • 02.09.24 20:24 [email protected]

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

  • 06.09.24 01:35 Celinagarcia

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

  • 06.09.24 01:44 Celinagarcia

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

  • 16.09.24 00:10 marcusaustin

    Bitcoin Recovery Services: Restoring Lost Cryptocurrency If you've lost access to your cryptocurrency and unable to make a withdrawal, I highly recommend iBolt Cyber Hacker Bitcoin Recovery Services. Their team is skilled, professional, and efficient in recovering lost Bitcoin. They provide clear communication, maintain high security standards, and work quickly to resolve issues. Facing the stress of lost cryptocurrency, iBolt Cyber Hacker is a trusted service that will help you regain access to your funds securely and reliably. Highly recommended! Email: S u p p o r t @ ibolt cyber hack . com Cont/Whtp + 3. .9 .3. .5..0. .9. 2. 9. .0 .3. 1 .8. Website: h t t p s : / / ibolt cyber hack . com /

  • 16.09.24 00:11 marcusaustin

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  • 23.09.24 18:56 matthewshimself

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

  • 01.10.24 14:54 Sinewclaudia

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

  • 02.10.24 22:27 Emily Hunter

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

  • 18.10.24 09:34 freidatollerud

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

  • 31.10.24 00:13 ytre89

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

  • 02.11.24 14:44 diannamendoza732

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

  • 12.11.24 00:50 TERESA

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  • 17.11.24 09:31 Vivianlocke223

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  • 18.01.25 12:41 michaeldavenport218

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

  • 18.01.25 12:41 michaeldavenport218

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

  • 20.01.25 15:39 patricialovick86

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

  • 22.01.25 21:43 DoraJaimes23

    Recovery expert. I lost my bitcoin to fake blockchain impostors on Facebook, they contacted me as blockchain official support and i fell stupidly for their mischievous act, this made them gain access into my blockchain wallet whereby 7.0938 btc was stolen from my wallet in total .I was almost in a comma and dumbfounded because this was all my savings i relied on . Then I made a research online and found a recovery expert , with the contact address- { RECOVERYHACKER101 (@) GMAIL . COM }... I wrote directly to the specialist explaining my loss. Hence, he helped me recover a significant part of my investment just after 2 days he helped me launch the recovery program , and the culprits were identified as well , all thanks to his expertise . I hope I have been able to help someone as well . Reach out to the recovery specialist to recover you lost funds from any form of online scam Thanks

  • 23.01.25 02:36 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 02:37 [email protected]

    After falling victim to a fraudulent Bitcoin mining scam, I found myself in a desperate situation. I had invested $50,000 into a cloud mining website called Miningpool, which turned out to be a complete scam. For months, I tried reaching out to the company, but I was unable to access my funds, and I quickly realized I had been taken for a ride. In my search for help, I came across TrustGeeks Hack Expert, a service that claimed to help people recover lost funds from crypto scams. Though skeptical at first, I decided to give them a try. Here’s my experience with their service.When I initially contacted TrustGeeks Hack Expert Email.. Trustgeekshackexpert{At}fastservice{Dot}com , I was understandably hesitant. Like many others, I had been tricked into believing my Bitcoin investments were legitimate, only to discover they were locked in a non-spendable wallet with no way of accessing them. However, after sharing my story and details about the scam, the team assured me they had handled similar cases and had the expertise to help. They requested basic information about my investment and began their investigation immediately. The recovery process was nothing short of professional. Unlike many other services that promise quick fixes but fail to deliver, TrustGeeks Hack Expert kept me informed at every stage. They regularly updated me on their progress and were completely transparent about the challenges they faced. There were moments when I wondered if the process would work, but the team’s professionalism and reassurance gave me hope. They were honest about the time it would take and did not make any unrealistic promises, which I truly appreciated. After several weeks of work, TrustGeeks Hack Expert successfully recovered not just my $50,000 investment, but also the so-called profits that had been locked away in the scam's non-spendable wallet. This was a huge relief, as I had resigned myself to the idea that I had lost everything. The entire recovery process was discreet and handled with the utmost care, ensuring that the scam company remained unaware of the recovery efforts, which helped prevent further complications. TeleGram iD. Trustgeekshackexpert & What's A p p +1 7 1 9 4 9 2 2 6 9 3

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT

  • 23.01.25 14:20 nellymargaret

    DUNAM CYBER SOLUTION BTC-ETH RECOVERY EXPERT I had tried to secure my Bitcoin wallet, maybe a bit too aggressively, enabling every security feature imaginable: two-factor authentication, biometric verification, intricate passwords-the whole shebang. I wanted to make it impossible for anybody to get to my money. I tried to make this impregnable fortress of security and ended up locking myself out of my wallet with $700,000 in Bitcoin. It wasn't until I tried to access my wallet that I realized the trap I had set for myself. I was greeted with an endless series of security checks-passwords, codes, facial recognition, and more. I could remember parts of my multi-layered security setup but not enough to actually get in. In fact, my money was behind this digital fortress, and the more I tried to fix it, the worse it seemed to get. I kept tripping over my own layers of protection, unable to find a way back in. Panic quickly set in when I realized I had made it almost impossible for myself to access my own money. That is when I called DUNAMIS CYBER SOLUTION From that very first call, they reassured me that I wasn't the first person to make this kind of mistake and certainly wouldn't be the last. They listened attentively to my explanation and got to work straight away. Their team methodically began to untangle my overly complicated setup. Patience and expertise managed to crack each layer of security step by step until they had restored access to my wallet. [email protected] +13433030545 [email protected]

  • 26.01.25 03:54 [email protected]

    Losing access to my crypto wallet account was one of the most stressful experiences ever. After spending countless hours building up my portfolio, I suddenly found myself locked out of my account without access. To make matters worse, the email address I had linked to my wallet was no longer active. When I tried reaching out, I received an error message stating that the domain was no longer in use, leaving me in complete confusion and panic. It was as though everything I had worked so hard for was gone, and I had no idea how to get it back. The hardest part wasn’t just the loss of access it was the feeling of helplessness. Crypto transactions are often irreversible, and since my wallet held significant investments, the thought that my hard-earned money could be lost forever was incredibly disheartening. I spent hours scouring forums and searching for ways to recover my funds, but most of the advice seemed either too vague or too complicated to be of any real help. With no support from the wallet provider and my email account out of reach, I was left feeling like I had no way to fix the situation.That’s when I found out about Trust Geeks Hack Expert . I was hesitant at first, but after reading about their expertise in recovering lost crypto wallets, I decided to give them a try. I reached out to their team, and from the very beginning, they were professional, understanding, and empathetic to my situation. They quickly assured me that there was a way to recover my wallet, and they got to work immediately.Thanks to Trust Geeks Hack Expert , my wallet and funds were recovered, and I couldn’t be more grateful. The process wasn’t easy, but their team guided me through each step with precision and care. The sense of relief I felt when I regained access to my crypto wallet and saw my funds safely back in place was indescribable. If you find yourself in a similar situation, I highly recommend reaching out to Trust Geeks Hack Expert. contact Them through EMAIL: [email protected] + WEBSITE. HTTPS://TRUSTGEEKSHACKEXPERT.COM + TELE GRAM: TRUSTGEEKSHACKEXPERT

  • 28.01.25 21:48 [email protected]

    It’s unfortunate that many people have become victims of scams, and some are facing challenges accessing their Bitcoin wallets. However, there's excellent news! With Chris Wang, you can count on top-notch service that guarantees results in hacking. We have successfully helped both individuals and organizations recover lost files, passwords, funds, and more. If you need assistance, don’t hesitate—check out recoverypro247 on Google Mail! What specific methods does Chris Wang use to recover lost funds and passwords? Are there any guarantees regarding the success rate of the recovery services offered? What are the initial steps to begin the recovery process with recoverypro247? this things i tend to ask

  • 02.02.25 20:53 Michael9090

    I lost over $155,000 in an investment trading company last year; I was down because the company refused to let me make withdrawals and kept asking for more money…. My friend in the military introduced me to a recovery agent Crypto Assets Recovery with the email address [email protected] and he’s been really helpful, he made a successful recovery of 95% of my investment in less than 24 hours, I’m so grateful to him. If you are a victim of a binary scam and need to get your money back, please don’t hesitate to contact Crypto Assets Recovery in any of the information below. EMAIL: [email protected] WHATSAPP NUMBER : +18125892766

  • 05.02.25 00:04 Jannetjeersten

    TECH CYBER FORCE RECOVERY quickly took action, filing my case and working tirelessly on my behalf. Within just four days, I received the surprising news that my 40,000 CAD had been successfully refunded and deposited back into my bank account. I was overjoyed and relieved to see the money returned, especially after the stressful experience. Thanks to TECH CYBER FORCE RECOVERY’s professionalism and dedication, I was able to recover my funds. This experience taught me an important lesson about being cautious with online investments and the importance of seeking expert help when dealing with scams. I am truly grateful to EMAIL: support(@)techcyberforcerecovery(.)com OR WhatsApp: +.1.5.6.1.7.2.6.3.6.9.7 for their assistance, which allowed me to reclaim my money and end the holiday season on a much brighter note.

  • 06.02.25 19:42 Marta Golomb

    My name is Marta, and I’m sharing my experience in the hope that it might help others avoid a similar scam. A few weeks ago, I received an email that appeared to be from the "Department of Health and Human Services (DHS)." It claimed I was eligible for a $72,000 grant debit card, which seemed like an incredible opportunity. At first, I was skeptical, but the email looked so professional and convincing that I thought it might be real. The email instructed me to click on a link to claim the grant, and unfortunately, I followed through. I filled out some personal details, and then, unexpectedly, I was told I needed to pay a "processing fee" to finalize the grant. I was hesitant, but the urgency of the message pushed me to make the payment, believing it was a necessary step to receive the funds. Once the payment was made, things quickly went downhill. The website became unreachable, and I couldn’t get in touch with anyone from the supposed DHS. It soon became clear that I had been scammed. The email, which seemed so legitimate, had been a clever trick to steal my money.Devastated and unsure of what to do, I began searching for ways to recover my lost funds. That’s when I found Tech Cyber Force Recovery, a team of experts who specialize in tracing stolen money and assisting victims of online fraud. They were incredibly reassuring and quickly got to work on my case. After several days of investigation, they managed to track down the scammers and recover my funds. I can’t express how grateful I am for their help. Without Tech Cyber Force Recovery, I don’t know what I would have done. This experience has taught me a valuable lesson: online scams are more common than I realized, and the scammers behind them are incredibly skilled. They prey on people’s trust, making it easy to fall for their tricks. HOW CAN I RECOVER MY LOST BTC,USDT =Telegram= +1 561-726-36-97 =WhatsApp= +1 561-726-36-97

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