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«ИИ — убийца образования или его второе дыхание?» Честный разговор с преподавателем

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Галина Череватенко

Инженер по разработке в Домклик

Привет, Хабр! Меня зовут Галина, я бэкенд-разработчик в компании Домклик. Так вышло, что значительную часть карьеры я работала в сфере высшего образования и научных исследований, поэтому тема образования мне по-прежнему небезразлична.

Недавно я прошла курс повышения квалификации по микросервисной архитектуре. Это был мой первый опыт обучения с активным использованием искусственного интеллекта (ИИ). Впечатления остались неоднозначные. Возникли вопросы:

  • Получила ли я те знания, которые могла бы получить без ИИ?

  • Могла ли я вообще завершить этот курс без использования нейросети?

  • Как вообще меняется образование в разработке программного обеспечения (ПО)?

При подготовке этой статьи я наткнулась на исследование PNAS (академический журнал Национальной академии наук США). В ходе эксперимента с участием почти 1 тыс. человек выяснилось, что студенты, использовавшие GPT-4 при решении задач, показали рост успеваемости на 48% в базовой версии и на 127% в версии с «педагогическими ограничениями». Однако когда доступ к ИИ отключили, первая группа написала экзамен на 17% хуже тех, кто вообще не пользовался нейросетями. То есть «улучшили выполнение» вовсе не означает «улучшили обучение». Пугающая статистика, как мне кажется. Подробнее об этом — в обзоре доклада на Хабре.

Вопросов и опасений накопилось много. Чтобы разобраться и не быть голословной, я пригласила к разговору преподавателя одного из ведущих вузов страны — Санкт-Петербургского политехнического университета Петра Великого, доцента Высшей школы программной инженерии. Встречайте — Игорь Никифоров. Он сочетает академический подход (является автором более 100 рецензируемых публикаций) с многолетним практическим опытом в таких компаниях, как EMC, Dell и OpenText. Игорь руководит корпоративной магистерской программой 09.04.04_04 «ИТ-инфраструктура предприятия», реализуемой совместно с ООО «Газпромнефть-ИТО». Он обучает студентов лучшим практикам промышленной разработки программного обеспечения, современным инструментам разработки ПО и методологиям, верифицированным на реальных проектах. Его педагогический подход основан на интеграции фундаментальной теории в инженерную культуру производства качественного кода.

В этой статье мы обсудим:

  • Как трансформируется классическое и курсовое образование под натиском ИИ

  • Как вузовские преподаватели сами используют нейросети и насколько сложнее стало контролировать студентов

  • Что происходит с фундаментальными знаниями, когда код пишет машина

  • Куда инвестировать время разработчику, чтобы не оказаться на обочине

  • И нужно ли вообще высшее образование в IT в 2026 г.

Погнали!

«Тебе страшно?»

Галина: Игорь, начнём с эмоционального вопроса. Вокруг много разговоров о том, что ИИ захватывает мир и лишает людей работы. Многие впадают в панику или ступор. Но мне кажется, главная проблема не в технологиях, а в психологии: люди боятся, что уже слишком поздно начинать и нет времени разбираться. Как ты считаешь, с чем связан этот страх и есть ли в нём какой-то смысл?

Игорь: Страха перед ИИ нет ни у меня, ни у моих коллег. Я не слышал, чтобы кто-то боялся начинать использовать новые технологии. Есть немного другая особенность, связанная с консерватизмом и психологическим барьером в изучении нового.

Мне приходится работать с разными людьми. Одни очень быстро и инициативно изучают новые популярные вещи. У них и настроенные агенты, и собственные окружения, и инфраструктура для ИИ, а также есть время сидеть на различных ресурсах, самостоятельно изучать возможности систем и даже предлагать новые функции для тех или иных инструментов.

Другие, напротив, сильно загружены. На работе они становятся экспертами: к ним постоянно обращаются за консультациями, много организационной работы, отвлекающей от задач, требующих сосредоточенности. В быту тоже много дел. В итоге на саморазвитие и изучение новых инструментов остаётся очень мало времени.

В определённый момент человек начинает «немного опаздывать», но всё ещё может изучать новые вещи. Но если «опоздание» растягивается на 10—20 лет, то разрыв между тем, чем ты хорошо владеешь, и тем, что «новое» появляется сейчас, сильно увеличивается. Это порождает страх не освоить новое. У меня есть знакомые, которые не могут научиться использовать элементарные вещи, связанные с ИИ, считая это чем-то сложным. Хотя на базовом уровне «чата» работать с ИИ очень легко — это то же самое, что открыть браузер и воспользоваться поисковиком.

В конечном счёте ИИ придёт в каждый дом. Вопрос времени.

Трансформация образования: курсы или вузы

Галина: Мой личный опыт показывает, что курсы пока не готовы к тому, что обучающиеся используют ИИ. Раньше контроль знаний осуществлялся посредством проверки решения задачи и анализа скринов, однако сейчас это легко генерируется искусственно. Можно выполнить задание от начала до конца, и курс это никак не проконтролирует. Вопрос: какую ценность представляет этот курс, если его так просто обмануть? Что происходит в университете? Как вы контролируете студентов и контролируете ли их понимание?

Готово ли образование?
Готово ли образование?

Игорь: Трансформация образования происходит прямо сейчас. Если два-три года назад вузы только услышали про ИИ, не понимая, как с ним работать, то сегодня они столкнулись с его влиянием в полной мере. Причём вызовы уникальны для каждой специальности. Я могу говорить только о программной инженерии.

В программной инженерии есть следующие проблемы:

  1. Студенты перестают изучать фундаментальные и базовые вещи. Написать программу, которая реализует какой-либо алгоритм, стало очень просто. Студенту не нужно задумываться над каждой строчкой кода — он за одну минуту получает черновик лабораторной работы. В итоге студенты делятся на два лагеря: одни изучают и разбираются, что сделал ИИ, вносят исправления и доводят программу до ума (таких меньшинство), а другие просто сдают лабораторную работу преподавателю (таких большинство).

  2. Написание отчётов по лабораторным и курсовым работам тоже стало очень простой задачей. Качество отчётов существенно выросло, поскольку ИИ генерирует грамотный, логически понятный и структурированный текст.

  3. При написании научных статей, дипломов и диссертаций студенты используют ИИ как профессиональный редактор текста. Но часть из них использует его не просто для редактуры, но и для «генерирования» смысла, выдавая эти «новшества» за свои.

Всё перечисленное (кроме выдачи чужого за своё) ускоряет работу и повышает качество. Однако есть серьёзный риск утратить способность самостоятельно мыслить, рассуждать, созидать и изобретать. Всегда должна быть «физкультура» для мозга — нужно заставлять себя думать. Но человек по своей природе ленив, поэтому заниматься этим может не каждый. ИИ способен сгенерировать программу, но он не заменит знание математики и физики, умение логически мыслить, которые развиваются за счёт собственного труда и стараний.

А что касается курсов... На курсах сдача лабораторных работ прокатывает, потому что цель, особенно на платных курсах, — прибыль. Обучающийся заплатил — отлично! А дальше — «хоть потоп». У курсов нет цели дать обучающемуся работу.

Учить стало сложнее, потому что преподавателю нужно выработать новые методики подачи материала, проверки на читерство и наличие реальных знаний. Роль педагога сместилась от классического источника знаний и экспертизы по предмету в сторону «конструктора знаний» и «методолога».

Галина: А что насчёт государственного образования? Оно тоже зациклено на деньгах или всё-таки есть разница?

Игорь: В государственных вузах всё ещё работают люди, которые хотят учить и впоследствии жить в интеллектуальной среде. Там действительно стараются вкладывать знания в головы студентов.

Сейчас в вузы активно приходят компании, желающие участвовать в образовательном процессе, чтобы получить различные налоговые преференции. И это хорошо, потому что индустриальные компании, которые в 1990-е и нулевые годы смотрели на вузы свысока, считая, что образование — это что-то совсем не нужное бизнесу, наконец сами включаются в процесс подготовки кадров и меняют своё мировоззрение.

Всё встаёт на свои места: вуз и индустрия начинают работать в связке. Вуз понимает вызовы индустрии, а индустрия понимает, что процесс обучения — это очень сложно.

Итог: активно развиваться будет тот, кто использует ИИ как инструмент, но при этом занимается «физкультурой» для мозга. Тот же, кто решение всех задач делегирует искусственному интеллекту, в долгосрочной перспективе проиграет.

Галина: Используешь ли ты модели в своей преподавательской работе?

Игорь: Я их использую каждый день. Вот основные задачи:

  • Поиск синонимов и перефразирование

  • Перевод текстов с русского языка на английский, и наоборот

  • Редактура текстов, писем, новостей для публикации в каналах, документации для проектов и продуктов

  • Генерация расширенного содержания текста (черновой промпт → чистовой текст)

  • Реализация собственных ИИ-агентов на базе LLM в рамках заказных НИОКР

В основном использование ИИ — это быстрый поиск информации и редакторская работа над текстом.

Как распознать использование ИИ и когда это необходимо

Галина: Всегда ли просто выявить использование ИИ? Как делать это в потоке и как контролировать понимание?

Игорь: Я не ставлю перед собой целью необходимость выявления ИИ как такового. Для меня важнее содержательная часть и качество текста.

ИИ удобен для редактуры, но он оставляет после себя очень много маркеров, свидетельствующих о его использовании. Квалифицированный специалист напишет лучше, чем машина. Поэтому, чтобы работа прошла моё ревью, студент должен устранить недочёты ИИ.

К маркерам ИИ в текстах я отношу:

  • Очень длинные и размытые фразы, в которых отсутствует конкретика

  • Двусмысленность в тексте

  • Слишком красивые литературные обороты: обилие эпитетов, метафор и противопоставлений (у технарей обычно другой стиль изложения)

  • Фразы вроде «эффективность существенно повысилась» без подкрепления конкретными цифрами

Если говорить про код, то это:

  • Изобилие комментариев, поскольку хороший код не требует комментариев

  • Длинные методы

  • Отсутствие обработки ошибок и некорректных значений входных параметров

  • Отсутствие логирования

Тот, кто сам использует ИИ, всегда увидит текст и программу, сгенерированные нейросетью.

На крайний случай есть ИИ-детекторы. Например, система «Антиплагиат» позволяет определить, сгенерирован текст с использованием ИИ или нет. Существуют и сервисы, которые искусственно делают ошибки в текстах, делая их более человечными, но на выходе получается очень некачественный текст .

Галина: В одной из статей ты упоминал, что студент, выполняя задачу с помощью ИИ, обманывает сам себя. Много ли студентов, по твоему мнению, осознают это и готовы бить себя по рукам?

Игорь: У нас всегда неплохой набор студентов. Средний балл поступающих высокий, то есть идут люди, которые хотят учиться и получить знания.

Я бы сказал, что 60% — осознанные студенты, которые учатся и стараются, а 40% — слабые игроки, не понимающие, что сейчас ИИ облегчает им работу, но потом им будет очень сложно.

Галина: Что скажешь про уже состоявшихся разработчиков? Стоит ли им ограничивать себя и до какого-то момента не запускать агента, а стараться сделать самому?

Игорь: Ни в коем случае нельзя запрещать себе использовать ИИ и агентов. Нужно уметь работать с нейросетями. Искусственный интеллект не заменит человека, но человек, умеющий пользоваться им и выполнять ту же работу быстрее, заменит того, кто не умеет им пользоваться. Это простая конкуренция и причина, почему следует внедрять эти инструменты в повседневную жизнь.

Наверное, уже со старших классов школы важно объяснять ученикам, что такое ИИ: что он даёт, что скрывает, а что выпячивает. Человек должен понимать преимущества и риски новой технологии. Для этого надо вырабатывать новые методики преподавания — свои для каждой дисциплины.

Если дать безопасный совет, то я бы сказал так:

  • Используем ИИ везде, где он повышает эффективность

  • Параллельно осваиваем «базу» и «фундаментальные дисциплины» настолько глубоко, насколько позволяет интеллект

Второй пункт обязателен для контроля качества и понимания результатов работы ИИ: человек отвечает за качество, и он должен точно знать, что именно было сгенерировано.

Галина: А как быть со студентами? Стоит ли запрещать использование ИИ до третьего курса? Видеорегистрация, код на листочках? И нужно ли это, если профессия из написания кода переходит к менеджменту агентов?

Игорь: Да, код на листочках — отличный способ проверки фундаментальных знаний.

Вспомните калькуляторы. Почему бы второклассникам не выдать их? Пусть складывают и умножают. Но это приведёт к тому, что в 11 классе лишь двое из 30 смогут умножить числа в столбик. То же самое и здесь: нужно заставлять студента изучать фундаментальные дисциплины.

Тот, кто нацелен на подготовку сильных специалистов, будет заставлять писать код на листочках. А тот, кто хочет просто заработать на образовании, закроет на это глаза и не будет перетруждать себя. Другой вопрос в том, что студента нужно учить пользоваться ИИ и агентами, объясняя, как они устроены.

Профессия инженера-программиста не исчезнет, изменятся лишь инструменты. Раньше код писали в NotePad, потом появились IDE с подсветкой синтаксиса и другими функциональными возможностями, и скорость разработки увеличилась. Теперь появились агенты, которые встраиваются в IDE и работают независимо — этому нужно учить студента!

Галина: Игорь, хочу поделиться наблюдением, которое меня насторожило. На курсе по микросервисам я заметила, что ревью моих домашних заданий было крайне сухим. У меня возникло ощущение, что работы проверяли тоже с помощью ИИ.

Я сама использую нейросети для решения задач, но всегда стараюсь вникнуть в логику, проверить код и понять, что именно было сгенерировано. Однако обратной связи от преподавателя — эксперта в своей области — я не получила. Вместо этого приходилось довольствоваться автоматическим ответом, который не давал уверенности в правильности решения и не указывал на потенциальные архитектурные ошибки.

Возникает вопрос: если и студент, и проверяющий используют ИИ, не превращается ли это в замкнутый цикл, где нейросеть фактически обучает саму себя? Где в этой цепочке место преподавателю как носителю экспертизы? Если я не могу получить содержательную оценку от человека, способного не только заметить формальные ошибки, но и предложить альтернативные подходы, то какова ценность такого образования? Может быть, в этом случае сам процесс преподавания становится имитацией, а не передачей знаний?

Игорь: Очень точное наблюдение. Это фундаментальная проблема современного образования: когда обе стороны процесса (студент и проверяющий) делегируют свои функции ИИ, возникает риск образования замкнутого цикла, в котором человеческое участие сведено к минимуму. Но исключать человека из этого уравнения всё же нельзя.

Человек в этой цепочке выполняет роль «дирижёра» и «конструктора знаний»: он задаёт контекст, формулирует критерии оценки и интерпретирует результаты. Качественное ревью — это не только поиск синтаксических и семантических ошибок. Это анализ архитектурных решений, понимание логики, лежащей в основе кода, и способность дать содержательную обратную связь, которая стимулирует рост. Искусственный интеллект пока не способен на это в полной мере.

Именно поэтому я бы сказал так: «Человек использует ИИ, чтобы сделать его ещё мощнее и удобнее, но при этом сохраняет за собой контроль над содержательной стороной процесса».

Если курс заменяет живое общение с экспертом автоматической проверкой, то это не образование в классическом смысле, а лишь тренажёр с ограниченной ценностью. Студент лишается главного: возможности задать вопрос, услышать альтернативное мнение и понять, где рассуждения были неверны, а где он проявил нестандартное мышление.

Поэтому скептицизм абсолютно оправдан. Отсутствие человеческого участия в процессе проверки и обратной связи снижает образовательную ценность курса, превращая его в формальность. Настоящее обучение всегда требует диалога, а не просто передачи информации, даже если она генерируется самой современной нейросетью.

Важно помнить: какой бы контент ни выдавала модель (решение или комментарии проверки), ответственность за принимаемые решения и их последствия всегда несёт только человек.

Галина: Получается, нужно постоянно общаться со студентами. Но в условиях больших потоков это звучит утопично. Как вы справляетесь?

Игорь: Всё верно, в больших потоках и группах уделить время каждому студенту физически невозможно. Иногда на то, чтобы что-то объяснить одному студенту, требуется 15—30 минут.

В качестве примера приведу дисциплину «Введение в язык программирования Go»: 230 студентов, восемь групп. Если такой поток ведёт только один преподаватель, то у него физически не получится уделить внимание каждому. Это система массового обслуживания.

Как мы решаем эту проблему? У нас есть команда, состоящая из меня и шести моих выпускников, трудоустроенных в университетскую лабораторию. У каждого из нас по одной (или максимум две) группе студентов. Это позволяет повысить качество общения с ними и выделить на одного человека больше времени.

К этому добавляем автоматизацию проверки лабораторных работ: стандартные тесты, линтеры, чекеры — и всё это автоматизировано в Git CI. Только после того, как у студента появляется зелёный MR, его допускают до «тела» преподавателя, чтобы пообщаться и ответить на вопросы лично.

Также мы стараемся перейти с примитивных лабораторных работ на какую-нибудь одну структуру данных (таких уже практически нет). Мы делаем немного лабораторных, но сложных, которые ИИ не может решить «в лоб».

Есть направления и вузы с группами по 12—14 человек (мы работали с такими в текущем году). Ситуация с нагрузкой на преподавателя там лучше, но, думаю, что и стоимость обучения несколько выше, чем у нас.

Итог: Чем больше времени преподаватель уделяет одному студенту, тем дороже образование, но тем качественнее кадры на выходе. Сделать образование дорогим для всех система не может и, наверное, этого нельзя делать: образование должно быть доступным. Поэтому, к сожалению, получается система массового обслуживания, к которой современному преподавателю нужно подстраиваться и повышать свою эффективность — в том числе за счёт внедрения ИИ в повседневную преподавательскую жизнь.

Куда идти учиться и нужно ли высшее образование

Галина: Среди разработчиков бытует мнение, что высшее образование в IT не обязательно: курсов достаточно, а университет — это потеря времени, особенно если учиться по «устаревшим» программам. Так нужно ли вообще высшее образование сегодня и как получить необходимые для работы навыки?

Игорь: Давай разберем этот миф. Конечно, в IT действительно есть примеры успешных специалистов без высшего образования, но это скорее исключение, чем правило. Такой путь требует самодисциплины и природного аналитического склада ума. К тому же такие люди часто имеют ограниченный кругозор, бреши в фундаментальных дисциплинах и сложности с карьерным ростом. Для подготовки качественных кадров в масштабах индустрии система высшего образования по-прежнему необходима.

Высшее образование расширяет кругозор. В конечном счёте нужно знать, что спросить у ИИ и как написать правильный промпт. И чем больше в промпте будет исходной информации и требований, тем более качественным будет результат. Без фундаментальной базы (математики, физики, алгоритмов, архитектурных паттернов, методик разработки и существующих подходов) не получится сформулировать запрос на уровне, необходимом для создания сложных систем. Ценность высшего образования не только в знаниях, но и в профессиональных связях. В процессе обучения формируется профессиональное комьюнити, а университет выступает в качестве площадки для установления контактов, в том числе с потенциальными работодателями, участвующими в жизни вуза.

Что касается программы, то изучать нужно как базовые, так и фундаментальные дисциплины в том же виде, в котором их преподают сейчас. Но её необходимо дополнить: в каждой дисциплине должен быть спецраздел, посвящённый применению ИИ в конкретной области. А в учебный план стоит добавить отдельный курс по ИИ, агентам, где будут разбирать не только «как пользоваться», но и риски, которые несёт использование ИИ: технические, правовые и юридические.

Галина: На курсах был мастер-класс, где мы решали архитектурную задачу. Нас разделили на две команды, и эксперт задал наводящие вопросы, по которым мы поняли, что не знаем технологию, о которой идёт речь. Тогда мы воспользовались подсказкой ИИ: разобрались, как работает этот инструмент, смогли объяснить логику и в итоге выиграли у команды, которая пыталась «изобрести велосипед» с нуля.

Получается, мы победили с допингом, по аналогии со спортом. Но вопрос остался: кто из нас на самом деле сильнее?

Игорь: Отличный пример, который идеально иллюстрирует ключевой вопрос современного образования и разработки.

Многие думают, что использование ИИ аналогично допингу и что это нечестно. Но посмотрим глубже: если команда использовала ИИ как подсказку, разобралась в технологии и смогла объяснить её, то это не допинг, а использование современного инструмента. Это как переход от ручного ткацкого станка к механическому: умельцы, работающие на ручных станках, кричали, что это нечестно, но промышленная революция уже началась.

Твоя команда выиграла не потому, что у вас был ИИ, а потому, что вы сумели правильно сформулировать запрос, обработать полученную информацию и применить её. Это навык XXI в. Другая команда, пытаясь сделать всё самостоятельно, показала не силу, а неумение пользоваться доступными инструментами.

Однако здесь есть важный нюанс: если бы вы просто скопировали ответ ИИ, выдав его за свой, не понимая сути, это был бы провал. Вы же разобрались в логике, а значит, у вас был фундамент. Искусственный интеллект лишь помог вам быстрее добраться до нужной информации, однако для полной честности следовало указать, что вы его использовали.

Сильнее тот, кто умеет сочетать базу и технологии. Однобокость и крайности здесь не подходят. Тот, кто знает теорию, но не умеет работать с ИИ, будет медленнее. А тот, кто полагается только на нейросети без понимания базы, будет генерировать красивый, но архитектурно неверный код. А специалист, владеющий и тем, и другим, будет на порядок эффективнее.

Галина: А что происходит с программами по ИИ? В США запускают новые инициативы, а как обстоят дела у нас?

Игорь: У нас тоже есть движение в этом направлении. Например, в Политехе на направлении «Программная инженерия» сейчас как раз готовят новые изменения в соответствующие дисциплины. Всё очень динамично развивается.

Примечание: В США наблюдается настоящий бум ИИ‑образования. Google выделил $1 млрд на трёхлетнюю инициативу по обучению студентов ИИ‑инструментам, делая их доступными для всех студентов колледжей страны. Университет штата Огайо запустил программу «AI Fluency», обязывающую студентов, начиная с первого курса, изучать ИИ в рамках своей специальности, чтобы стать «билингвами» в профессии и применении ИИ. Колумбийский университет ввел минор по ИИ для студентов не‑CS‑специальностей с акцентом на этику и ответственность, а NYU Tandon предлагает магистерскую программу Emerging Technologies, позволяющую студентам самим составлять учебный план с упором на ИИ. В России этот процесс также идёт, хотя, возможно, не такими быстрыми темпами — во многом из‑за ограничений в финансировании.

Вымирающий вид

60db0e6c30cae94595b3f08f48d9d893.webp

Галина: Многие мои знакомые опасаются, что из-за ИИ мы «отупеем», перестав генерировать решения самостоятельно. Как ты оцениваешь влияние нейросетей на разработчиков?

Игорь: Положительно. Работа инженера-программиста стала в разы быстрее.

Можно провести аналогию с переходом от программирования на ассемблере к языкам высокого уровня. Наверняка апологеты ассемблера в своё время в штыки принимали тот же Pascal и Basic. Сейчас мы просто поднимаемся на следующий уровень.

Если заглянуть за горизонт, то в будущем программный комплекс, возможно, будет представлен набором промптов на естественном языке: один промпт — один файл. И всё это будет компилироваться в Java, Go, Python, параллельно генерируя тесты, документацию для пользователя, сборки и скрипты для CI/CD. Подобные разработки уже ведутся, хотя пока они находятся на стадии НИР и ещё не перешли на этап внедрения в индустрию.

Галина: А что, если завтра ИИ отключат? Сможем ли мы вернуться к «ручному» программированию или пути назад уже нет?

Игорь: А что будет, если завтра исчезнет интернет или закончится бензин? ИИ становится критической инфраструктурой, которая должна быть спроектирована так, чтобы исключить риск коллапса.

Галина: Что посоветуешь рядовому разработчику, чтобы не стать «вымирающим видом»? Куда инвестировать время: в углубление фундаментальных знаний или в освоение новых ИИ-инструментов?

Игорь: Если у тебя уже есть база, инвестируй в изучение ИИ и доводи владение этими инструментами до совершенства. Технологии развиваются семимильными шагами, и отстать очень легко. Нужно постоянно держать руку на пульсе.

Процесс обучения в университете должен опираться на науку и передовые технологии, а в колледжах — на актуальные рыночные инструменты. Через три года всё снова изменится. В выигрыше окажется не тот, кто инвестировал в базу или фундамент, а тот, кто «научился быстро учиться».

Есть социальные и профессиональные навыки, а сейчас начали выделять «метакомпетенции», в которые входит умение учиться. Вообще, задача образования — от школы до вуза — заключается в том, чтобы научить человека учиться.

Раньше считалось, что высшего образования хватает на 30—50 лет карьеры. Сегодня его «срок годности» — десять лет, затем нужно изучать новые технологии, инструменты и подходы. Если ты освоил навык обучения, то освоение новых технологий, включая ИИ, станет для тебя быстрым и увлекательным процессом.

Галина: Что бы ты сказал родителям, которые думают, стоит ли отдавать ребёнка в IT в 2026 г.? «Иди в сантехники» — это шутка или реальный совет?

Игорь: Делайте упор на математику, физику и фундаментальную теорию. Изучить язык программирования легко, а вот логически мыслить и решать сложные, нетривиальные задачи — это искусство, которое ни один ИИ не сделает за человека.

Заключение

Мы пришли к выводу, что внедрение ИИ в образование — это не катастрофа, а новый этап эволюции. И вот как меняются роли в этой новой реальности:

  • Преподаватель перестаёт быть единственным источником знаний, превращаясь в «конструктора знаний» и методолога

  • Студент получает мощный инструмент, но сталкивается с риском потерять фундаментальные навыки, если не будет практиковать «физкультуру для мозга»

  • Разработчик вынужден быстро учиться и инвестировать время в новые инструменты, не забывая про базу

  • Высшее образование по-прежнему нужно, поскольку оно даёт фундамент, расширяет кругозор и погружает человека в профессиональное сообщество. Никакие платные курсы не заменят высшее образование.

Хочется верить, что мы стоим на пороге времени, когда роль преподавателя и его вклад вновь будут оценены по достоинству, когда нейросети возьмут на себя рутину, а педагог сможет сфокусироваться на главном: живом диалоге, развитии критического мышления и вдохновении.

Мы живём в переломную эпоху, где главный вызов — не сами технологии, а наша способность адаптироваться.

6b360e36bb06f8b45f94bcb04b3a4cc4.webp

Игорь, спасибо за честный диалог. И отдельное спасибо модели DeepSeek — без неё я бы писала этот текст в 2 раза дольше.

А что думаете вы, хабровчане? Чувствуете рост эффективности или опасаетесь, что ИИ делает нас ленивее? Пишите в комментариях!

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    If you believe you have been the victim of an investment scam, it is important to act promptly and gather all relevant information. Keep records of transaction receipts, wallet addresses, communication logs, account details, and any other evidence related to the incident. Providing accurate documentation can help investigators, financial institutions, legal professionals, or recovery specialists review your case and determine what options may be available. Be cautious of anyone who guarantees the recovery of lost funds or requests large upfront payments. For additional information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 15:33 Júlia Castro

    If you have fallen victim to an investment scam, it is important to act quickly and gather all available evidence related to the incident. This may include transaction records, wallet addresses, screenshots of conversations, emails, account details, and any information connected to the individuals or entities involved. Having complete documentation can help professionals assess your situation and explore possible recovery options. Always exercise caution when seeking assistance and carefully verify the credentials of any service provider before proceeding. For further information, you may contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 (985) 296-9146

  • 24.06.26 22:01 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

  • 24.06.26 22:01 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

  • 25.06.26 21:13 Emilie Safi

    A fraudulent investment scheme operated by BTCMining.limited functions as a fake return scam. In this setup, scammers lure victims with false promises of high returns. Through manipulative tactics, they gain individuals' trust and convince them to invest, ultimately leading to financial loss. If you have ever faced a cyber threat or fallen victim to an online crypto scam and need to reach the authorities, I recommend contacting [email protected], [email protected], WhatsApp +19852969146, telegram @resqprofirm. They are a legitimate team that helps victims of online crypto scams using advanced tools.

  • 25.06.26 21:25 Emilie Safi

    So I ended up losing $38,000 to this platform. At first, they kept asking me to put in more money so I could get into my portfolio. I did that, but then they wouldn’t let me withdraw anything—just kept asking for more deposits. It got way too suspicious, so I stopped. I found this company called ResQProfirm on Google and told them what happened. They got in touch, asked me to walk them through everything, and I gave them all the proof I had. They did an amazing job tracking down my money and getting it back. Big thanks to them at [email protected] and on WhatsApp at +19852969146. Please be careful out there and always research before investing.

  • 26.06.26 01:04 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

  • 26.06.26 01:04 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

  • 26.06.26 02:48 Miriam Rocha

    I trusted this platform with $120,000 of my hard-earned money. Then they started asking for more deposits just so I could access my own portfolio. I paid, but every withdrawal request was denied. They kept pushing for more money. I finally stopped it just felt wrong. Desperate, I found ResQProfirm on Google. They didn't just hear me out; they truly listened. I shared all my proof, and they launched an investigation. Thanks to their hard work, they tracked and returned my funds. From the bottom of my heart, thank you to [email protected] and their WhatsApp +19852969146. Please stay safe and always verify a platform before investing

  • 26.06.26 02:52 Miško Bakić

    I got my $232,000 refund thanks to [email protected] and WhatsApp +19852969146. Highly recommended for anyone in a similar situation.

  • 26.06.26 02:56 Asunción Herrera

    A recovery of $48,330 was facilitated by [email protected]. Individuals who have experienced financial fraud may consider contacting this service.

  • 26.06.26 15:05 Riley Stephens

    If withdrawals keep getting denied, stay calm. I went through the same, and this firm helped me recover everything. Their assistance was outstanding. Contact: [ResQProFirm @Gmail|•|com], Telegram: ResQprofirm, WhatsApp: <+198> <5296> <9146>.

  • 26.06.26 15:09 Antonio Riley

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  • 28.06.26 00:37 kimberlyhebertt673

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  • 28.06.26 00:37 kimberlyhebertt673

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] Call/Text Number: +1 (336) 390-6684

  • 29.06.26 11:57 Lisadonato0726

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  • 29.06.26 22:37 riley777

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  • 30.06.26 15:08 wendytaylor015

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  • 30.06.26 15:08 wendytaylor015

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  • 02.07.26 01:22 Lieneke Bonnema

    I highly recommend ResQprofirm for their professional asset recovery services of my $120,000 scammed funds. Their expertise, professionalism, and commitment to achieving results make them a reliable choice for anyone seeking dependable recovery assistance. [email protected], WhatsApp +19852969146, telegram @resqprofirm

  • 02.07.26 01:26 Clara Morin

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  • 02.07.26 01:31 Robin Hale

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  • 04.07.26 15:32 Fraddy Pual

    There are few companies I trust as much as FUNDSRETRIEVER. When I lost $653,000 in Ethereum to a ruthless scam, I thought my life would never be the same. The betrayal cut deep, but I refused to give up. I searched tirelessly for a legitimate way to recover what was stolen, and finally found FUNDSRETRIEVER—the most competent and compassionate recovery team I could have imagined. They handled my case with precision and care, and in the end, my entire ETH wallet was restored. More than the money, they gave me back my hope and happiness. I'm sharing my story because I want others to know that recovery is possible. If a scam has taken from you, don't hesitate—contact FUNDSRETRIEVER today. Email: FUNDSRETRIEVER1@ Gmail.com | WhatsApp: +1 603-512-1448 | Telegram: @FUNDSRETRIEVER

  • 05.07.26 14:44 lydiassmith567

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  • 05.07.26 14:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/Text: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.07.26 16:20 Olga Ognjanović

    Having trouble withdrawing funds from an investment platform? ResQprofirm provides fund recovery assistance for individuals seeking help with investment-related disputes. I reached out to them after experiencing problems with an investment platform, and I appreciated their professionalism and support throughout the process. If you're facing a similar situation, act promptly, keep records of your transactions and communications, and seek assistance from a qualified recovery service or the appropriate authorities. Contact: Email: [email protected] Telegram: @ResQprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:31 Joseph Weigl

    Invest wisely and stay cautious. Don't be influenced by promises of unusually high returns or convincing sales pitches from brokers. I learned this the hard way after falling victim to an investment scam that promised huge profits. Fortunately, I acted quickly and reported the incident to a recovery firm for assistance. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 06.07.26 16:33 Jaran Løvlien

    A heartfelt thank you to RESQPRO FIRM for their commitment and professionalism throughout the investigation of my case. Their team worked diligently and helped recover assets valued at $88,000, which were returned to my wallet. I truly appreciate their support, clear communication, and dedication, and I'm grateful for the assistance I received. Contact: Email: [email protected] Telegram: @Resqprofirm WhatsApp: +1 985 296 9146

  • 07.07.26 18:00 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

  • 07.07.26 18:01 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

  • 09.07.26 19:06 Toivo Walli

    I lost 8.56btc to a fake Bitcoin mining site, I tried withdrawing but couldn't approved my process, I reported to !R£SQPROFIRM! via °R£SQproFirm°àt°gmail•com° °tEL£°gram=R£SQprofirm °whaT°Zap+198°52°96°91°46

  • 09.07.26 19:10 Misty Alexander

    Ongoing messages demanding more money before approving withdrawals are a major red flag. Stop engaging and report the incident to a trusted re­covery team. For professional support, you can contact R£sQprofirm using °ResQproFirm°àt°g,*ma'il(•)¢m°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 09.07.26 19:13 Clara Soto

    Anyone receiving continued requests for additional deposits from a scam platform should immediately cut off communication and submit the case to a reputable re­covery service for investigation. R£sQprofirm is a dependable firm you can reach at °ResQproFirm°àt°g,*ma'il(•)¢om°, TEL£gram ResQprofirm, or |whaTZap| +1-985-296-9146.

  • 12.07.26 03:30 Kora Baltacha

    Time is critical. Act now by reaching out to a reputable, seasoned recovery specialist who will guide you every step of the way. You'll need to submit transaction proof, scammer details, and any other useful information. Armed with this, the experts can trace and attempt to pull your money back from the scammers' hidden accounts or wallets. Best of all, R£sQprofirm provides recovery help without charging any upfront fees. Contact them immediately via Telegram @ResQprofirm, WhatsApp +19852969146, or email [email protected].

  • 12.07.26 03:33 Pahal Mathew

    It's important to move proactively by engaging an experienced recovery specialist. They will assist you throughout the process. To help them, provide: · Transaction evidence · Scammer information · Any additional relevant details The experts will then track and try to retrieve your funds from the scammers' hidden accounts or wallets. R£sQprofirm offers recovery assistance with no upfront fees. Contact: Telegram: @ResQprofirm WhatsApp: +19852969146 Email: [email protected]

  • 13.07.26 23:49 [email protected]

    One of the biggest concerns I have about cryptocurrency is the lack of regulation. It creates opportunities for scammers to invent convincing stories and fraudulent investment schemes. Unfortunately, some social media platforms continue to display these ads because they profit from them, even after users report them.I personally clicked on a Facebook advertisement for a company called Chickenfastmining and ended up losing more than $120,000 in a scam. I reported the ad, but nothing was done. Later, through a Reddit community, I found a recovery service called CYBERBERSPY that, in my personal experience, they helped me recover $110,000 of my lost funds. If you've been a victim of a cryptocurrency scam, don't lose hope. Explore your options carefully, and always verify the legitimacy of any recovery service before trusting them or paying any fees. Based on my own experience, CYBERBERSPY was helpful to me and i was able to recover my funds back, but I encourage everyone to do their own research before using any recovery service.i highly recommend: ([email protected])

  • 15.07.26 11:53 Sarah Green

    Thank you for showing that success is possible regardless of where someone starts. Your encouragement, valuable advice, and continuous support have inspired me throughout my $160,457k crypto investment recovery journey. I truly appreciate your kindness and dedication. Resqprofirm @gmail.com Telegram: Resqprofirm

  • 15.07.26 11:58 Lily Gagné

    I sincerely appreciate you for proving that anyone can overcome challenges and achieve success. Your unwavering support throughout my trading investment scam of $88,890 recovery journey has been truly inspiring, and your guidance and wisdom have meant a great deal to me. Thank you for everything ResQprofirm@ gmail.com, ResQprofirm on the telegram.

  • 16.07.26 21:38 patricialovick86

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  • 16.07.26 21:38 patricialovick86

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  • 04.08.26 11:05 Kisnoles

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  • 19.08.26 14:50 BAYER7043

    My account was locked, and I couldn’t access my own information until [email protected] +447476618364 whats?up? helped me recover it. This lady hacker was kind and professional, but this experience showed me how risky account lockouts can be. If you’re facing the same problem, do not panic consult her A. S. A. P. Be careful with recovery agents outchea, and research their name, business, and reviews before sharing any details. Never send passwords, security codes, banking information, or copies of your ID unless you’ve confirmed who you’re dealing with. Be wary of promises that sound too good to be true, especially claims that require little information or guarantee instant access with outrageous fees.

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 20.08.26 11:32 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 WhatsApp Number +1 (336)390-6684 via email: [email protected] you can visit his website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 23.08.26 20:02 leslieyee

    Excellent analysis by /dataviz! I was particularly struck by how strictly the order is defined: "data meaning first, color last" and how the validator actually adjusts the palette according to OKLCH, color blindness, and WCAG standards. These rules greatly improve the quality of charts. By the way, a similar approach to clean and legible charts is highly valued in trading—for example, on the ExpertOption platform, the interface and price visualization are designed to ensure information is read instantly and without unnecessary noise.

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 25.08.26 13:44 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 30.08.26 15:37 [email protected]

    Discovering I had been defrauded, I searched online for services claiming to recover stolen ETH. I contacted several companies, but none succeeded. Although some claimed they could trace assets or recover funds, I could not verify their success or recover my money. I later found SYLVESTER BRYANT Recovery through Google. After contacting him, he recovered 450,000,00. He can be reached at [email protected] or WhatsApp at +1 512 577 7957.

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 11:16 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 01.09.26 17:34 Garry42

    Really crazy world. These fraudsters go at any length to steal your hard earned funds. I have been a victim of a bitcoin scam about 7 months back. A Con artist gained access to my cashapp account through a phishing scam. They stole $409,000. I was really devastated. I did everything to get back my funds by contacting the FBI but they claimed there was nothing they could do. A friend told me about a recovery expert. He helps fight against various phishing and investment scams and they were able to help trace and recover my funds even though it took over 2 days. you can reach out to him through recoverydarek@gmail. com . I can guarantee his services are still active.

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 02.09.26 03:43 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 04.09.26 21:51 Kovengray

    Recovering your lost investment funds as the case might be, is not what you can do alone, you’d require the service of a trained recovery specialist. A recovery specialist is a person or a group of people who are well equipped to work around the brokerage network. They have vast knowledge about the whole network and have the right software and private keys to follow any transaction. I was ripped off trading online to an investment broker, good thing I got every penny back through the help of Gavin ray he’s a genius Contact : Gavinray78 at gmail com or WhatsApp +1 352 322 2096 It is also important to be patient and really calm during the process.

  • 05.09.26 21:38 [email protected]

    I invested 45,000  Euro, and later aggreviated to 198,000 Euro.  I requested  to place ‎Withdrawal of my funds to be paid to my Bank account. But nothing happened I was subjected to pay more fee until I can get my funds on my account, i got in touch with Theodore ryan here on this platform who had helped a lot of people, I followed all instructions and he legally got back my withheld funds, I got threatened by the company that if I don’t pay they will get my account frozen, all thanks to Theodore ryan and I highly recommend him to anyone dealing with an unregulated broker company… contact him on his Gmail - theodoreryan318@  gmail .  com

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 21:31 lisawerth897

    My Experience With Cryptocurrency — CAPITAL CRYPTO RECOVER I lost over $82,000 in Bitcoin after falling victim to a fraudulent online investment scheme. After realizing I had been scammed, I spent considerable time researching possible ways to recover my funds. During my research, I came across CAPITAL CRYPTO RECOVER and decided to contact them after reading their reported success record and encouraging client positive reviews and testimonials. Their team guided me through the recovery process, and I was grateful to successfully recover my lost cryptocurrency. The experience was challenging, but I appreciated the assistance and support I received throughout the process. I’m sharing my experience in the hope that it may encourage other victims to carefully research their options and verify any recovery service before proceeding. I will forever be thankful to you CAPITAL CRYPTO RECOVER 📧 [email protected] 🌐 Website: recovercapital.wixsite.com/capital-crypto-rec-1 📧 [email protected] 📞 Call/WhatsApp: +1 (336) 390-6684

  • 09.09.26 23:22 Fraddy Pual

    Hearing that these individuals are focusing on other people makes me very sad. I had a similar situation with them and lost a lot of money, but after learning about (Cruxcipherteam @ proton DoT me), whataqq:+168160-15021, telegram: @Cruxcipherteam I was able to get my money back. It's critical that we all be watchful and keep reporting these occurrences.

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 11.09.26 03:23 kimberlyhebertt6877

    I invested in bitcoin trading After losing $78.4 USDT) linked to a romance fraud scam worth of cryptocurrency through an online investment platform and later discovered it was a scam. After extensive research for recovery options, I contacted CAPITAL CRYPTO RECOVER based on positive client reviews and recommendations. Their professional security team guided me through the recovery process using advanced technology, and I was able to recover my lost cryptocurrency successfully. I am truly grateful for their support and assistance during such a difficult experience. I will advise you to contact CAPITAL CRYPTO RECOVER helped me recover my funds. For anyone facing similar issues, Website: https://recovercapital.wixsite.com/capital-crypto-rec-1 Email: [email protected] Telegram: @Capitalcryptorecover Contact: [email protected] WhatsApp/Text Number: +1 (336) 390-6684

  • 15.09.26 03:35 elioduncan

    I fell victim to a freelance web development contract scam that ultimately cost me CAD 4,000. It all started when I came across a job posting on Indeed Canada, a popular online job portal. The position seemed perfect: a freelance web developer role for an established company looking for someone to design and build a fully functional e-commerce website. The job promised a high payment of CAD 20,000 upon successful completion, which sounded like a great opportunity for me to gain experience and earn decent pay.The employer, who introduced himself as a project manager from a "well-known" tech company, was very persuasive and professional in our initial communication. He explained that the project involved developing a user-friendly, responsive online store for their client and that they had a strict timeline to meet. He assured me that the payment would be made promptly after completing the tasks. However, before starting the work, he told me that I would need to pay an upfront fee of CAD 4,000 to cover certain software tools and licensing fees required for the project. This was supposedly a part of their company policy for freelance contractors, ensuring access to their premium resources. The idea of working on a professional project, coupled with the promise of a substantial payout, convinced me to pay the upfront fee.As soon as I made the payment, the project manager became increasingly difficult to reach. He initially responded to my emails and provided some vague instructions on what the project would entail, but as time went on, communication slowed to a complete halt. I never received the required tools or any proper project details. My emails went unanswered, and any attempts to contact the company were met with silence. After waiting for weeks, I realized that I had been scammed.Desperate to recover my money, I turned to TechY Force Cyber Retrieval, a service that specializes in helping victims of online scams. They helped me track the payment and took legal steps to pursue the fraudsters. Through their guidance, I was able to recover the full CAD 4,000. TechY Force Cyber Retrieval worked with my bank to reverse the transaction and liaised with the authorities to trace the scammer's details.This was a hard lesson, and I now know to be highly cautious about online job offers that require upfront payments. It is crucial to research companies thoroughly and avoid any job that seems too good to be true, especially when it involves paying money upfront. WhatsApp https://wa.link/2x6ktp Mail. [email protected]

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.09.26 15:45 lydiassmith567

    HIRE A HACKER YOUR STOLEN CRYPTO RECOVERY / BTC / USDT / ETH WITH THE HELP OF CAPITAL CRYPTO RECOVER. I want to share my experience publicly regarding cryptocurrency wallet recovery, I highly recommend you to contact CAPITAL CRYPTO RECOVER, a professional private investigator in the Bitcoin world. They have a certified expert security team specializing in Bitcoin Recovery Services and have helped many people worldwide recover their lost funds. My wife and I were defrauded by an online manipulator posing as an experienced crypto investment professional. We lost $9.2 Million Stolen BTC in cryptocurrency and were left feeling homeless. After spending hours searching for a reliable crypto recovery service, I discovered CAPITAL CRYPTO RECOVER online. By patiently explaining my situation to their team, I was able to recover all my funds. Remarkably, my money was returned to my wallet in less than 24 hours. I am extremely grateful to CAPITAL CRYPTO RECOVER for their excellent assistance—they truly were a godsend in my difficult situation. If you have fallen victim to a cryptocurrency scam, you can reach CAPITAL CRYPTO RECOVER through the following channels Email: [email protected] OR Call/WhatsApp: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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