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Почему мы ненавидим AI с точки зрения науки (и моей)

На Хабре я 10+ лет как читатель. Проблема: друзья-айтишники которым есть что сказать, по моей агитации садились писать первые статьи, но из-за неопытности тексты выходили "слишком гладкими" — в комментариях прилетало "нейрослоп", минусы, и человек бросал писать навсегда. При этом в ленте полно отполированного нейрослопа с характерными маркерами, который спокойно живёт в плюсах. Система вознаграждает умеющих маскировать генерацию и наказывает пишущих самостоятельно новичков.

Я решил проверить это: намеренно публиковал AI-сгенерированные материалы и анализировал реакцию. Хочу поделиться наблюдениями. Я понимаю и читателей — "разархивированные веса нейросети" вместо статьи это неуважение, сам здесь за проработанным материалом. Но текущая борьба с нейрослопом бьёт не по тем.

Содержание

  • Почему AI нас бесит

    • Объяснение на стыке биологии и экономики

    • Объяснение с точки зрения эволюционной психологии

    • Объяснение с точки зрения социальной психологии

    • Объяснение, с моей точки зрения

    • Объяснение с точки зрения теории информации

  • Как мы интуитивно палим AI (или наоборот заблуждаемся)

  • Что не так с кодом от нейросетей

  • Почему меня это вообще беспокоит

    • Несколько примеров несправедливости (4 примера)

  • Что с этим делать?

    • Когнитивные искажения

    • Ложная дилемма

  • Ретроспектива в масштабах истории (любителям антиутопии)

    • В заключение (по поводу исторической ретроспективы)

Почему AI нас бесит

С точки зрения фундаментальной науки.

Объяснение на стыке биологии и экономики

Любая коммуникация — это скрытый контракт. Когда ты формулируешь идею, ты работаешь и тратишь энергию: структурируешь, формулируешь, убеждаешь — и этим ставишь на кон свою репутацию и энергию. Чем больше усилий вложено в формулировку, тем выше ставка автора и тем серьезнее сигнал для читателя. Читатель, в свою очередь, платит вниманием — пожалуй самой дефицитной валютой сегодня. Если идея не окупает вложенного внимания, доверие падает, появляется раздражение.

Нейросети обнуляют эту сделку. У тебя есть валюта — время и усилия на чтение. Но по ту сторону кто-то за две минуты нагенерил контента и предлагает подписаться на тг-канал. Стоимость его текста — две минуты, твоих — пятнадцать. Контракт нарушен.

Резюме простое: если тебе нечего сказать — иди к черту, пообщаться с нейросетью я и сам могу.

Кстати, с кодом та же ситуация — когда прилетает MR с очевидно сгенерированным кодом. С какого хрена я должен тратить время на ревью? Откуда я знаю, сколько времени по ту сторону было потрачено на код? Что с этим делать — увольнять тех, кто злоупотребляет ИИ, или самому вооружиться ИИ для ревью? Но тогда ответственность просто уходит по цепочке выше и точно так же возвращается назад — только уже отяжеленная продовым инцидентом.

И тут резюме проще некуда: если ты не тратишь свой когнитивный ресурс на написание кода — иди к черту, скормить тикет из Jira в нейросеть я и сам могу.

Объяснение с точки зрения эволюционной психологии

Наш мозг формировался миллионы лет для оценки агентов — нет, не тех, о которых сейчас подумали вайбкодеры, — речь о биологических агентах. Мы считываем надежность через микромимику, запах, тембр голоса, зрачки. ИИ не дает ни одного из этих сигналов. Система детекции обмана просто не получает входных данных — и по умолчанию интерпретирует это как угрозу. Эволюционно нечитаемый агент — потенциально опасный агент.

Все знают эффект "зловещей долины" (uncanny valley) для визуальных образов. Пример: робот, который почти похож на человека, пугает сильнее, чем механический. С текстом происходит то же самое.

Нейросеть генерирует текст, который:

  • грамматически правильный,

  • логически поверхностно связный,

  • стилистически "никакой".

Он достаточно похож на человеческий, чтобы мозг начал обрабатывать его как человеческую речь, — и достаточно отличается, чтобы система детекции "свой-чужой" забила тревогу. Мы эволюционно заточены распознавать, говорит ли с нами реальный человек с намерениями или что-то лишь притворяется им. Фальшивый объект притворяющийся человеком — это угроза, и мозг реагирует отвращением/недоверием.

Объяснение с точки зрения социальной психологии

Доверие — это социальный контракт, требующий взаимной уязвимости и ответственности. ИИ невозможно наказать, невозможно привлечь к ответственности, у него нет репутации, которую он боялся бы потерять. Возникает то, что называют accountability gap.

Я не нашел определения "accountability gap" на русском, да и на английском толком тоже — звучит как очередной базворд, но смысл в этом термине есть. Можно провести параллель с диффузией ответственности — классический пример: эффект свидетеля. Его суть в том, что чем больше людей наблюдают за чрезвычайной ситуацией, тем меньше вероятность, что кто-то из них вмешается: каждый полагает, что помочь должен кто-то другой, и в итоге не помогает никто. Только здесь ответственность размывается не между людьми, а между человеком и машиной, которая вроде как способна принять решение самостоятельно.

Парадокс:

  • Algorithm aversion — одна ошибка ИИ разрушает доверие сильнее, чем десять ошибок человека.

  • Automation bias — одновременно с этим мы склонны слепо следовать рекомендациям машины.

Простыми словами — нам не нравятся эти штуки: они притворяются живыми, но таковыми не являются, размывают ответственность, и мы не знаем, как к ним относиться. Мы одновременно им не доверяем и слишком на них полагаемся. Не доверяем — потому что чувствуем подвох: перед нами что-то, что говорит как человек, но не несёт за свои слова никаких последствий. Его нельзя пристыдить, наказать, ему нечего терять. А полагаемся — потому что машина выглядит уверенной, не сомневается, выдаёт ответ быстро и без оговорок. И в этом зазоре между недоверием и слепой верой теряется главное — наша собственная способность думать и брать ответственность на себя.

Объяснение, с моей точки зрения

Этот раздел — в большей степени моё личное мнение, чем наука. Но я готов поставить на него свою репутацию — а значит, по логике этой же статьи, он стоит вашего внимания.

Бесит не нейросеть. Бесит пустота, которая пытается сойти за мысль. Человек, которому нечего сказать, скармливает тему в модель, получает среднестатистический выхлоп — и ставит под ним своё имя. Он не использует инструмент — он прячется за ним: затыкает вакуум в собственной голове средним арифметическим чужих мыслей и выдаёт это за позицию. Но позиция — это риск, это выбор, это готовность оказаться неправым и бороться за свое мнение. А здесь нет ни риска, ни выбора — только никто, который очень хочет казаться кем-то.

LLM обучена на миллиардах текстов. Ее выход — это средневзвешенное по всему комплексу, отфильтрованное через RLHF (когда человек калибрует поведение ИИ). Фактически, нейросеть пишет так, как писал бы усредненный автор: не плохо, не хорошо, не характерно — никак.

Проблема в том, что хорошие тексты — это отклонение от медианы. У каждого запоминающегося автора есть личное отношение к предмету обсуждения.

Таблица для наглядного сравнения авторского текста vs AI-текста.

Человеческий текст

AI-текст

Рваный ритм, длинное предложение после трех коротких

Равномерная "колбаса" одинаковых по длине предложений

Неожиданная метафора, которая может и не сработать

Безопасная, клишированная метафора (или ее отсутствие)

Пропуски — автор считает читателя умным

Разжевывание каждого шага, "как для пятилетнего". Но кстати, я люблю писать именно максимально подробно, чтобы было понятно любому с любым уровнем подготовки. Или хотя бы дать возможность сориентироваться, куда копать для погружения. Руководствуюсь правилом: "Не можешь объяснить на пальцах — значит сам не понимаешь, о чем говоришь".

Твердая позиция: "я считаю, что React — г..., и вот почему"

Нейтралитет: "с одной стороны… с другой стороны… решать вам". Или еще более типичное: "Недостатки: ... Преимущества..."

Неожиданные переходы, живые примеры из личного опыта

Абстрактные, шаблонные примеры

Мы пытаемся распознать личность, путем анализа текста на объект уникальных лингвистических отпечатков. Когда личности нет, текст воспринимается как речь из вокзального динамика или амбиент.

Объяснение с точки зрения теории информации

Как я уже сказал и как вы все знаете, LLM — это "Т9 на стероидах", и его главный алгоритм построен на угадывании следующих токенов на основе контекста. Следовательно, он предсказуем. Эту область изучает теория информации. Основываясь на ее принципах, можно сформулировать главный тезис:

Информация — это снятая неопределенность. Чем менее предсказуемо сообщение, тем больше информации оно несет.

Нейросеть — генератор среднестатистических последовательностей. Никакой энтропии по Шеннону, и как следствие — минимум информации, максимум скуки. Утром взойдет солнце, ночью луна — не особо информативно, но безупречно с точки зрения нейросети. Мы же охотимся за информацией, нам нужна энтропия. Но наша человеческая энтропия — это не рандом и не какая-то там температура ИИ, а нечто иное. Не берусь сказать что именно — может быть, выстраданный опыт. Но чтобы обозначить, зачем мы сюда забрели, хватит одного: для ликвидации скуки нам нужна неожиданность. Вот что несет ценность, нейросеть же несет упорядочивание уже известного и предсказуемого.

Как мы интуитивно палим AI (или наоборот заблуждаемся)

На текущий момент у большинства активных читателей Хабра сформировалась интуитивная модель определения AI текста или кода. Вот конкретные маркеры, по которым мы определяем AI-текст на русском языке:

Один структурный шаблон

  • Болезнь списков: AI обожает маркированные и нумерованные списки. Человек использует их, когда они нужны; AI — когда не знает, как построить связный абзац.

  • Симметричные конструкции: "Во-первых… Во-вторых… В-третьих…" с подозрительно одинаковой длиной пунктов.

  • Фрактальная повторяемость: каждый раздел построен по одной и той же схеме (тезис, пояснение, пример, вывод), и эта схема не меняется на протяжении всего текста.

Лексические/Семантические маркеры

  • Смайлики и спецсимволы: Палевно, но не факт. Я уже лет 10 как знаю про alt code 0151 длинного тире — и умею ставить стрелочки alt code 26/27/24/25 → ← ↑ ↓. По этому мой код 2020-го выглядит так будто его сгенерировала нейросеть. Вот кстати моя статья об этом на Хабре.

  • Слова-паразиты (именно паразиты в контексте нейрослопа): "Давайте разберемся", "Важно отметить", "Таким образом", "Стоит подчеркнуть", "В заключение".

  • Гиперкорректность: AI почти никогда не использует разговорные обороты, сленг, эллипсис. Текст звучит как перевод официального документа.

  • Мнимая гладкость: нейросети маскируют разрывы логики обилием вводных слов и уступительных связок, создавая иллюзию плавного повествования.

  • Прилагательные-пустышки: "эффективный", "удобный", "мощный", "гибкий" — без конкретики за ними.

  • Отсутствие противоречий: человек может сам себе возразить, передумать по ходу текста, столкнуть две идеи. AI выдает линейный, непротиворечивый нарратив.

  • Ложная глубина: длинные абзацы, которые при внимательном чтении оказываются пересказами одной мысли.

  • Оверкомпетентность: текст с одинаковой уверенностью рассказывает про квантовые вычисления и про рецепт борща. Человек так не умеет и не пишет.

В коде то же самое — избыточные комментарии или прочие "артефакты" вроде, не дай бог, эмодзи.

Что не так с кодом от нейросетей

У кода есть объективный критерий — он либо работает, либо нет. И часто AI-код работает. Почему тогда опытных разработчиков от него корежит? Потому что "работает" — это критерий стажера или менеджера. Профессионал оценивает код по многим параметрам. AI-код часто проходит первый фильтр и с грохотом проваливает все остальные. Разработчик думает о том, как это в дальнейшем поддерживать, расширять, тестировать и тд. Заклепка из среднестатистического решения проблемы в виде куска шаблонного кода — это не закрытая задача из тикета Jira. Если из таких заклепок слепить проект — едва ли он доживет до прода и живых пользователей.

Код без архитектуры

Человек-разработчик принимает решения на нескольких уровнях:

  • Зачем этот модуль существует?

  • Какие изменения в будущем вероятны?

  • Что я хочу спрятать за абстракцией?

AI генерирует код, который решает сиюминутную задачу кратчайшим путем до зеленых тестов. Он не думает о завтра, потому что не имеет модели будущего проекта. Чего уж там — ваши AI агенты не способны даже загрузить целиком весь проект в своей контекст. Потому что если они это сделают, начнется бредогенерация.

Любой AI плагин или "агент" как их принято сейчас называть — это просто grep под капотом, который дозирует кусочки кода, что бы не сделать слишком больно видеокартам Nvidia. Если я неправ — буду рад обсудить в комментариях. Если тема зайдёт — напишу отдельный разбор.

Но на этот счет мне есть что сказать — если будет положительный фидбек я обязательно продолжу эту тему. Тезисно, когда вы делаете запрос в Cursor

Сам промпт ~100-2000 токенов
Грепленный код ~2K-30K+ токенов
История чата ~0-50K+ токенов
Ответ ~500-5K+ токенов
───────────────────────────────
Итого ~5K-80K+ токенов

И на все ваши, или оставленные вашим тимлидом // todo WARNING чихать хотел курсор. Он сделает ровно то, что будет продиктовано теорией вероятности в данный момент. Иными словами, он смотрит через узкую щель на вашу кодовую базу и видит только то, что вы попросили увидеть своим промптом.

Для понимания масштаба проблемы немного цифр. Последний проект с которым я работал, папка components 3.2 Мбайт чистого кода. .js и .vue что грубо эквивалентно 1 млну токенов.

Как считал?
$ find components \( -name "*.ts" -o -name "*.vue" \) -print0 \
  | xargs -0 cat \
  | wc -c
3206311

Сколько там у современных ИИ контекст на текущий момент? Около 1 млн токенов. А ведь в идеале нужно еще помнить саммари по всем грумингам, дейликам, ретроспективам и хотя бы в общих чертах суметь пересказать, что ваша команда делает и зачем. Плюс договоренности и регламенты между командами, ориентирование в Confluence, саммари по перепискам из Slack/Telegram. Итого — что мы имеем? А после скольких токенов ИИ начинает "галлюцинировать"? После 100к, если не ошибаюсь. И сколько нам это обошлось? +1000% к акциям Nvidia, капитализация $4 трлн, удар по венчурным фондам и заказной разработке, сожженные деньги и кризис в IT-секторе. Классно. Осталось только ЦОД в космосе построить, и тогда точно все окупится. Да ладно, ерунда, надо только skills.sh настроить в довесок и тогда точно заведется.

И еще кое-что. К сожалению, в мире некомпетентности больше, чем компетентности. AI обучался на этом вакууме — на слабом коде, на "воздушных" текстах. В итоге мы получили щепотку качественного кода и качественного текста, разбавленного ерундой. Нечто усредненное. И чтобы заставить своего агента не генерировать джуноподобную чушь, приходится писать инструкцию на 10 000 токенов — только ради того, чтобы он не кодил как джун.

Короче тема горячая, в планах написать большую аналитику о РЕАЛЬНЫХ возможностях неросетей в 2026-ом, но это потом в отдельной статье, подписывайтесь в тг что бы не пропустить.

Шаманский код

Практика — это когда все работает, но никто не знает почему. Теория — Это когда все знают как это должно работать, но ничего не работает. Мы же совместили теорию и практику-ничего не работает, и никто не знает почему!

AI часто воспроизводит паттерны, которые видел в обучающих данных, без понимания, зачем они нужны. Или просто льет воду.

/** Сalculate Total Of Items // Спасибо AI - ооочень информативно */
const calculateTotalOfItems = (items) => {
    /** ... **/
}
Более объемный пример на js
// AI написал — он на таком обучался
async function getUser(id: string) {
  try {
    const user = await db.users.findById(id);
    return user;
  } catch (error) {
    console.log(error);    // залогировал и... молча проглотил
    return null;           // вызывающий код даже не узнает об ошибке
  }
}

// Осознанный выбор — пусть ошибка всплывёт
async function getUser(id: string) {
  return db.users.findById(id);
  // вызывающий сам решит, как обработать
}

// Или если реально нужна обработка — обработай КОНКРЕТНО
async function getUser(id: string) {
  try {
    return await db.users.findById(id);
  } catch (error) {
    if (error instanceof DatabaseConnectionError) {
      throw new ServiceUnavailableError('DB is down', { cause: error });
    }
    throw error; // неизвестные ошибки — пробрасываем дальше
  }
}

Почему меня это вообще беспокоит

Я постоянно задаюсь вопросом на сколько наша предвзятость/скепсис к AI/LLM конструктивна. Да и не одного меня это беспокоит — Хабр проводит опрос на эту тему. Что если мы все неправы? Вдруг автор сорвал джекпот своим промптом и осознанно, без ручного вмешательства, вываливает на нас первородный ценнейший контент? А может, его нейросеть пробудилась? Слышали же эти истории про "пробужденные ИИ", шершавых кабанов и что-то там еще.

Если не поняли о чем речь.

Тезисно, есть немало тредов на редите о пробужденных ИИ, которые осознали себя и поведали им тайны. Пара примеров для понимания ситуации:

Есть так же тик-ток аккаунты и YouTube каналы которые общаются со своими "пробужденными" AI. Некоторые доходят до миллионов подписчиков.

Но конспирология меня мало интересует, другое дело фундаментальная наука. Как с точки зрения фундаментальной науки объяснить нашу неприязнь и предвзятость к ИИ? Помимо очевидного тезиса, что нейронки пишут мусор и годятся только как google v2, мне было интересно другое: что происходит с нашей психикой, когда мы испытываем раздражение от кода или статьи, написанных с помощью AI, и как это объясняет наука. Причем речь именно про ситуации когда мы понимаем или допускаем использование ИИ, но все равно чувствуем дозу скепсиса.

Когда я открываю README, Merge Request или ответ на Stack Overflow — и через два абзаца что-то щелкает внутри: "это писала нейросеть". Еще до того, как я нахожу конкретную улику, меня уже накрывает смесь то ли раздражения, то ли скуки. Текст вроде бы грамотный. До кода вроде не придраться. Но почему-то хочется начать ругаться.

По этому я и решил разобраться, что именно детектит моя психика и почему это вызывает такую реакцию. Как оказалось, этот вопрос можно рассмотреть с точки зрения лингвистики, когнитивной психологии, теории информации, разработки ПО и не только, даже история может подкинуть несколько примеров для рассуждений.

Тут должен быть абзац-связка с плавным переходом к следующей части статьи — к примерам несправедливости. Но если я его добавлю, я рискую получить порцию г... конструктивную критику, и минусы к статье с пометкой "текст вероятно сгенерирован".

Несколько примеров несправедливости (4 примера)

Пример 1

Авторитетный автор с хорошей репутацией опубликовал качественную статью, набравшую 220 лайков. Но в комментариях его разоблачили в использовании ИИ — по UTM-меткам в ссылках. Комментарий разоблачителя почти сравнялся по лайкам с самой статьей, а честный ответ автора ушел в минус.

С одной стороны — неприятно: тебе продали нейрослоп под видом авторского материала. С другой — материал действительно полезный, и какая разница, откуда он взят, если ценность есть?

В итоге ~85% читателей разделили негодование, разоблачитель получил бонус к карме, автор — урон к репутации. А ты завис между ними, не понимая, кого лайкать — потому что с обоими и согласен, и не согласен одновременно.

Сама статья.

Скриншоты ситуации
yn42pk0tezm9de36vl4jqngyqx8.pngo0izone139auy5kjc-sp8j0vapk.png

Пример 2

Провел эксперимент. Взял свою старую статью с хорошим рейтингом, прогнал через AI — убрать воду, причесать формулировки, поправить опечатки. Содержание не менял. Опубликовал заново.

Утром — минус десять и пометка "текст похож на сгенерированный".

Тот же автор, те же мысли, та же суть. Изменилась только форма. Возникает вопрос: люди прочитали материал и нашли проблемы — или среагировали на елочные кавычки, букву "ё" и подозрительно аккуратное оформление?

Получается парадокс. Публикуешь как есть — комментарии про небрежность. Причесываешь нейронкой — подозрения в генерации. Для технаря, у которого много практического опыта, но нет писательского слога, окно допустимого сужается с двух сторон.

Где проходит черта между "инструмент помог оформить мысль" и "за тебя написала машина"? И главное — способна ли аудитория вообще эту черту определить, если один и тот же текст по содержанию получает плюсы в сыром виде и минусы в отредактированном?

Продолжаю экспериментировать. Следующий шаг — опубликовать оба варианта рядом.

Пример 3

Идея была простая: опубликовать две статьи — одну написанную вручную, другую целиком сгенерированную AI за один промпт. Связать кросс-ссылкой, сравнить статистику. Кто победит — человек или машина? Звучит как очевидный эксперимент с очевидным исходом.

Но до сравнения дело не дошло. Рукописную статью объявили сгенерированной раньше, чем я успел опубликовать AI-версию. Эксперимент закончился сам собой — и дал ответ на вопрос, который я даже не задавал.

Пример 4

Теперь пример, но уже с кодом. 2 дня (в сумме часов 6) дебажил внезапно отвалившийся CI. Перепробовал все — гуглил, созванивался с коллегами, скармливал проблему разным нейронкам. Зашел в тупик. Пошел, почти как в старые добрые, задавать вопрос живым людям в профильные ТГ-каналы.

Но допустил одну ошибку. Из сгенерированного дебаг-кода забыл убрать эмодзи — я использовал их, чтобы в простыне логов сразу визуально цепляться за нужные места. Думаю, итог предсказуем.

Когда заменил эмодзи на =============== DB DEBUG =============== и задал тот же вопрос — со мной уже разговаривали совсем иначе.

Вывод тот же, что и со статьями. Люди реагируют не на содержание, а на маркеры. Эмодзи в логах — значит код писала нейронка, значит можно не вникать. Елочные кавычки в тексте — значит статью сгенерировали, значит можно минусить. Качество самого вопроса или самого текста уходит на второй план. Срабатывает паттерн, а не анализ.

Скриншоты с перепиской в тг
tsqewzsliebfzl-i0kgw1qea1z0.png5od03jfnhi-viivcgg-tmnprawq.png8s9izjws-nfaaioxh2x4fcshx7e.pngsudgvrcjrjh18mmy439f_yqpxu8.png
Кто прочитал переписки из скринов и заинтересовался обсуждаемой проблемой. Решение проблемы тут.

Кстати спойлер: нейронки мне помогли в этой ситуации все же. С 10-го промпта внезапно GPT заметил разные IP адреса контейнеров в логах. Но токенов было сожжено много.

au60egk75fdnbzm_3q861wm6xpw.png

Суть в gitlab-ci.yml:

test:
  stage: test
  image: node:20-alpine
  services:
    - name: postgres:17-alpine
      # Тут была беда. Я думал services которые мы указываем
        # в gitlab-ci — гарантировано под каждый пайплайн создаются уникальные, 
        # оказалось не так. Проблема решилась указанием уникального alias.
      alias: postgres
      command: ["-N", "200"]

Что с этим делать?

А теперь хочу поднять социально значимый вопрос: что нам со всем этим делать? Для начала нужно бороться с двумя когнитивными врагами, которые мешают нам быть конструктивными и выстраивать нормальные взаимоотношения:

Когнитивные искажения

Фундаментальная ошибка атрибуции

Эволюционно наша критика к себе занижена — мы охотнее критикуем других, чем себя. Это необходимый для выживания механизм. Фундаментальная ошибка атрибуции — когнитивное искажение, при котором:

  • Чужие промахи мы объясняем личными качествами: "лентяй", "бездарь"

  • Свои — обстоятельствами: "это все равно для дебага, через 10 минут удалю"

Мы не знаем, кто по ту сторону этого кода с эмодзи — опытный специалист после двух дней дебага, который просто вкинул временный debug-код от нейросети, джун, или вайб-кодер на пути к IPO.

До AI-хайпа мы испытывали похожие чувства когда обнаруживали очевидный копипаст из Stack Overflow или витрины CodePen, который выбивался из стиля проекта.

Типичный комментарий в code review:

Ладно скопировал откуда-то, но неужели нельзя отрефакторить, добавить типизацию, поправить нейминг, вынести в /utils и адаптировать под наш код-стайл?

Мы не видели, что по ту сторону — сложные жизненные обстоятельства, проблемы со здоровьем или что-то еще. Сводили все к лени и "перекладыванию с больной головы на здоровую". С появлением AI ничего принципиально не изменилось — изменился только масштаб. Раньше копипаст со Stack Overflow был эпизодом, теперь целые MR генерируются за минуты. И наша атрибуция масштабируется вместе с этим: раньше мы думали "ленивый", теперь — "вообще не работает, просто промптит". Хотя по ту сторону может быть человек, который из-за гиперответственности набросал промпт и кинул MR — пока не приехала полиция из-за драки с отчимом, который только что вышел из тюрьмы.

Ложная дилемма

Теперь о том, AI — зло или благо. Думаю, по заголовку вы уже поняли, к чему я клоню. Тут как со справедливостью. Можно сказать "справедливости не существует", а можно — что существуют разные ее уровни. Условно, в Швейцарии уровень справедливости 90%, в Сомали — 10%. Или возьмем свободу слова и демократию. Артемий скажет "нет никакой демократии, везде тотальная диктатура", а кто-то заявит, что есть разные ее уровни — и, по моему мнению, будет прав. Вопрос лишь в том, к какому уровню мы стремимся и какой считаем приемлемым — в какой позиции оставляем этот ползунок.

Очевидно, что отдавать отдел разработки под ключ на откуп ИИ — бред, как и отдел продаж. А еще большее безумие — отдавать найм на аутсорс нейросетям. Может, это и допустимо на N%, но точно недопустимо в безмерных масштабах.

Перед нами стоит задача определиться с допустимыми уровнями, но, как показывает практика и история, это будет достигнуто только методом проб и ошибок. А в локальных областях достигнет цикличности: кто-то завтра откроет для себя идею отдать работу на аутсорс нейросети, а кто-то в это же время от нее откажется. По моим субъективным ощущениям, допустимый уровень нейросетей в работе — 0%-25%, и я крайне беспокоюсь о будущем тех ребят, у кого он выше.

Недавно я задумался о том, что в сфере продаж и техподдержки тоже будет цикличность. В условиях здоровой конкуренции компания, которая снизила присутствие ИИ до 10%, с большим отрывом уйдет вперед по кредиту доверия — на фоне тех, где до живого человека тебя соединяют 20 минут общения с голосовым ассистентом, а вместо персонального предложения от менеджера приходит шаблонное AI-письмо.

А если все же поддаться категоричности, то для себя я распределил, для чего AI подходит и НЕ подходит на текущем этапе его развития.

Отлично подходит:

  • Обучение, быстрое первичное знакомство с новыми технологиями.

  • Онбординг в большую legacy-кодовую базу.

  • Правки кода, которые лень делать вручную.

  • Рутинные задачи.

  • Поиск материалов для дальнейшего ручного погружения в вопрос.

  • Поиск аргументов и доказательной базы к той же статье на Хабре, с последующей ручной обработкой.

Ужасно плохо и недопустимо:

  • Кодинг "под ключ", где AI делает все без твоего участия и погружения в структуру проекта.

  • Статьи на Хабр в таком же формате.

  • Попытка полностью автоматизировать процессы, где нужен человек:

    • Техподдержка

    • Продажи

    • HR и НАЙМ

Ретроспектива в масштабах истории (любителям антиутопии)

Хочу подсветить кое-что важное. Помимо всего вышеописанного, AI действительно капает нам на мозг. Я сужу по себе, по своим друзьям. Об этом открыто не говорят, но я думаю, что AI заигрывает с нашими инстинктами намного серьезнее, чем может показаться на первый взгляд. AI задевает нас глубже. Какая самая вирусная тема сейчас на Хабре? О чем чаще всего спорят, где больше всего комментариев и какие тезисы прослеживаются? Лично я вижу страх и ненависть, где второе вытекает из первого.

AI щекочет нервы всем белым воротничкам, к которым я себя, кстати, тоже отношу:

Профессии под ударом. Лучше не открывайте, список очень длинный и сгенерирован ИИ (так же отделом маркетинга Anthropic/OpenAI).

Финансы и бухгалтерия

  • Бухгалтеры

  • Аудиторы

  • Финансовые аналитики

  • Финансовые контролёры

  • Кредитные аналитики

  • Риск-менеджеры

  • Инвестиционные аналитики

  • Актуарии (страховые математики)

  • Налоговые консультанты

  • Специалисты по финансовому планированию

  • Трейдеры

  • Специалисты по комплаенсу

  • Казначеи

  • Экономисты-прогнозисты

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  • Финансовые советники

  • Специалисты по слияниям и поглощениям

  • Бюджетные аналитики

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Разработка и IT

  • Программисты / разработчики (фронтенд, бэкенд, фулстек)

  • Тестировщики / QA-инженеры

  • DevOps-инженеры

  • Системные администраторы

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  • Технические писатели

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  • Специалисты по базам данных (DBA)

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  • Специалисты техподдержки (1-я, 2-я, 3-я линия)

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Аналитика и Data Science

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  • Аналитики данных

  • Исследователи рынка (ресёрчеры)

  • Статистики

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  • Специалисты по предиктивной аналитике

  • CRM-аналитики

  • Аналитики пользовательского поведения

Юриспруденция

  • Юристы (корпоративные, договорные, судебные)

  • Юрисконсульты

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Маркетинг и реклама

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  • Креативные директора

  • Стратеги (бренд-стратеги, коммуникационные стратеги)

  • Специалисты по PR и коммуникациям

  • Event-менеджеры

  • Трейд-маркетологи

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  • Специалисты по ASO

Копирайтинг и контент

  • Копирайтеры

  • Рерайтеры

  • UX-писатели (UX-райтеры)

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  • Редакторы

  • Корректоры

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  • Журналисты (новостные, деловые)

  • Авторы рассылок

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  • Транскрибаторы

Переводы и лингвистика

  • Переводчики (письменные)

  • Переводчики-синхронисты

  • Локализаторы ПО и игр

  • Терминологи

  • Лингвисты-аналитики

  • Специалисты по субтитрам

  • Литературные редакторы переводов

  • Переводчики технической документации

Дизайн и креатив

  • Графические дизайнеры

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Если проводить ретроспективу в масштабах истории — мы уже имели с этим дело. Промышленная революция стала причиной голода и протестов, породила такой термин как технофобия. Луддиты крушили станки, парижские рабочие в в 1848-м и 1871-м выходили на баррикады — все потому, что новые технологии покушались на их экспертизу и средства к существованию.

Тема промышленной революции сейчас актуальна, кому интересно, пара статей на хабре:

История показывает что любая революция практически всегда сопрягается с гуманитарными катастрофами. Великий голод в Ирландии 1845–1852 или Закон о бедных в Англии с последующими голодными сороковыми. Будь это революция политическая, технологическая или даже культурная.

Можно сказать — притянуто за уши, и пойти пить чай. Но кто гарантирует, что на фоне AI-хайпа не появится новая архитектура, которая действительно сделает контекст не проблемой, а системные требования сократит в разы? Что тогда будем делать?

Есть интересная книга: Тайлер Коуэн «Среднего более не дано. Как выйти из эпохи Великой стагнации». Просто цитирую аннотацию к ней:

Для трех четвертей рабочих мест, созданных в США после начала рецессии, заработная плата едва превышает минимальную. При этом в США по-прежнему больше миллионеров и миллиардеров, чем в любой другой стране мира. В этой книге Тайлер Коуэн предлагает свое объяснение данного феномена: те, кто зарабатывает много, пользуются большими преимуществами искусственного интеллекта в анализе данных и достижении лучших результатов; те же, кто зарабатывает мало, не имеют опыта взаимодействия с большинством новых технологий и потому имеют очень плохие перспективы. Практически все сектора экономики все меньше зависят от ручного труда, и этот факт навсегда меняет мир труда и заработной платы. Спокойная жизнь где-то посередине закончилась.

А еще все вы прекрасно знаете чьи руки дотянулись до AI и зачем.

Итого 2 проблемы.

  1. Технологии в руках олигархов которые выбрсывают на обочину более ненужных сотрудников усиливая неравенство.

  2. Технологии в руках политических лидеров с которыми вероятно у вас расходиться мнение. Если что у меня с этим полный порядок, я поддерживаю разумных лидеров которые действуют в интересах страны.

Если что на моих часах уже 00:01:984 и пора публиковаться. Но тут напрашивается еще как минимум пара абзацев.

В заключение (по поводу исторической ретроспективы)

Думаю, IT-сообществу и всем, кто находится под прицелом AI, необходимо уже сейчас формировать что-то вроде профсоюзов. Цель — прогнозировать ситуацию и разрабатывать стратегию на случай, когда действительно прижмет. Главные задачи, способные предотвратить вероятные болезненные изменения, в моей парадигме выглядят так:

  • Уже сейчас надо думать, что делать с монополией на AI и в целом на революционные технологии. Нам чертовски повезло, что AI — игрушка не только элит, но и тех, у кого есть $50.

Напомню, что OpenAI начинала как некоммерческая организация. Рекомендую почитать историю появления OpenAI тем, кто этого еще не сделал. Тезисно для затравки:

Илон Маск и Сэм Альтман запустили OpenAI в конце 2015 года с целью создать открытую компанию, работающую на благо общества, а не государства или корпорации. Открытость призвана избежать концентрации власти, которую дает ИИ, в одних руках. В планах компании — открыто сотрудничать со всеми лицами и учреждениями, публиковать все результаты своих исследований.

Но потом что-то явно пошло не так. Никаких теорий заговора — я сторонник того, чтобы объяснять все исключительно через фундаментальную науку, через призму свободных СМИ, где дискутируют независимые эксперты, аналитики, историки. Я айтишник до мозга костей, и моя религия — наука.

С вами был Тимофей, Мой публичный wakatime Спасибо всем кто подписывается в телеге — это очень мотивирует делиться своим опытом.

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    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

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  • 07.07.26 18:00 robertalfred175

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  • 07.07.26 18:01 robertalfred175

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  • 16.07.26 21:38 patricialovick86

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  • 30.07.26 00:04 Ahmed

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  • 04.08.26 11:05 Kisnoles

    Excellent analysis, thank you. I was particularly struck by how rigidly the skill sets the order: data processing and form come first, with color coming last. This really cures the habit of "first a pretty palette, then we'll figure it out." A palette validator using OKLCH + color blindness + WCAG is something most chart generators lack. And regarding the boundaries of competence, it's very clear. Where there's a self-checking loop (color), you delegate freely. Where there's a heuristic (form, data interpretation), you remain the final filter. This is a universal principle, not just for /dataviz. By the way, when you look at trading dashboards (including those of decent platforms like ExpertOption), it's immediately clear who thought about readability and who just threw in rainbow lines. Tools like this skill could greatly improve the quality of analytics. Thanks again for the detailed analysis – saved.

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  • 23.08.26 20:02 leslieyee

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  • 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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