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Почему текст и код от нейросетей вызывают отторжение

Осваивать Хабр я начал недавно. Мне понравилось, и я стал активно агитировать друзей-айтишников писать статьи. Первые возражения звучали примерно так:

Он разве еще жив? Я думал, там уже только AI генерирует тексты.

А те, кого я все же убедил опубликоваться, сразу получили дозу негатива:

Отклонено. Причина: "Текст похож на сгенерированный, на данный момент мы не готовы принимать такие материалы к публикации".

Те, кто пробился дальше, столкнулись со следующим препятствием: дизлайки с комментариями "текст похож на сгенерированный" и шаблонные ответы, пародирующие нейросеть. Короче говоря сплошной негатив. Конечно же это не обошло и меня стороной. Прошлая публикация была отправлена в черновики на доработку с хорошей порцией г...

Все это меня навело на мысли — почему так н...

Но это все с позиции авторов, а что насчет читателей? Я прекрасно понимаю ощущение, когда автор держит тебя за дебила, пытаясь продать 15 минут чтения нейрослопа. Раздражение понятно — если тебе нечего сказать самостоятельно, может, и не стоит ничего говорить? Разархивировать веса нейросети своим промптом я и сам могу. Я здесь за проработанным материалом, который позволит узнать что-то новое или смотивирует пойти пообщаться с нейросетью на эту тему самостоятельно.

Несколько примеров

Приведу еще несколько примеров проблемы и объясню свою мотивации исследовать эту тему.

Ситуация 1

Недавно читал статью, восхищался до момента пока не открыл комментарии, а там:

yn42pk0tezm9de36vl4jqngyqx8.png

И сразу как-то неприятно, будто тебя обманули — сумели-таки продать нейрослоп. Но тут же задаешься вопросом: а почему, собственно? Ну использовал автор ИИ, пусть хоть весь материал вытянул из нейронки — по сути это среднестатистическая выборка данных со всего интернета. Ценность-то есть.

Суть ситуации: отличная статья, достойная похвалы, но нашелся человек, который "разоблачил" автора. Разоблачитель получил щедрый бонус к карме, а автор — урон к репутации. И это при том, что материал действительно хороший, а у автора и без того сильная репутация.

o0izone139auy5kjc-sp8j0vapk.png

Но факт остается фактом: мое негодование разделяют 187 человек, а у самой статьи всего 220 лайков — то есть ~85% читателей почувствовали то же, что и я. И тут встает вопрос: кого лайкать? Автора статьи? Разоблачителя? Обоих — ведь с обоими и согласен, и не согласен одновременно?

Ситуация 2

Забавная ситуация приключилась со мной прошлой ночью. В потоке написал статью, прогнал через AI — убрать воду, замудренные формулировки, опечатки, причесать визуально. Опубликовал, лег спать с чистой совестью. Утром — первым делом смотреть.

Голосов -10

Причина: Текст похож на сгенерированный 50%

А насколько конструктивна критика? Действительно ли тот, кто минусует, прочитал статью — или сделал вывод по заголовкам, букве "ё", елочным кавычкам "« »" и подозрительно опрятному тексту? Кто мне поверит, что я наизусть помню полезные alt-коды и писал об этом статью.

И вот я между молотом и наковальней. Я не писатель, мой русский язык не настолько хорош, чтобы тягаться красотой слога и претендовать на читательские симпатии. Но в голове действительно много вещей, которые хочется выложить на Хабр — поделиться опытом, пообщаться с аудиторией. Буду писать своими руками — получу жалобы на небрежный текст. Отрефакторю нейронкой — огребу за подозрения в LLM.

Хождение по минному полю, но желание высказаться все равно побеждает.

Ситуация 3

Меня посетила идея — опубликовать две статьи: одну рукописную, другую целиком сгенерированную AI за один промпт. Планировал связать их кросс-ссылкой в закрепленном комментарии и сравнить статистику: чья победит? Понимаю, о чем думаете — "тоже мне интрига", все и так очевидно. Но судьба распорядилась иначе. Я даже не успел опубликовать AI-версию — мою рукописную статью объявили ИИшной. Еще раз, я опубликовал РУКОПИСНУЮ, которую объявили ИИшной! Че за ....

Что ж, вызов принят. Я изучу эту тему настолько, насколько позволит свободное время — благо у меня есть google v2, если вы поняли, о чем я.

Ситуация 4

Я дебажил 6 часов наш внезапно отвалившийся CI, зашел в тупик, перепробовал все, созвоны с коллегами, google, ну и конечно же прибег к разным версиям передовых нейронок, устал, пошел по старинке писать вопросы в группу-ТГ.

tsqewzsliebfzl-i0kgw1qea1z0.pngДумаю вы догадались какие были ответы в результате и почему. Ну в целом думаю дальнейший диалог предугадали.
5od03jfnhi-viivcgg-tmnprawq.png8s9izjws-nfaaioxh2x4fcshx7e.pngsudgvrcjrjh18mmy439f_yqpxu8.png
Кто заинтересовался обсуждаемой проблемой. Решение проблемы тут.
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"]

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.

Почему AI нас бесит

Моя мотивация

Как вы уже поняли, меня беспокоит этот вопрос, да и не меня одного. Но что если мы все неправы. А 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 к ИИ? Я вышел в нейросеть интернет с этим вопросом и постарался копнуть как можно глубже. 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.

Я решил разобраться, что именно детектит моя психика и почему это вызывает аллергию. 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 материалам, которые я нарыл и сформулировал. Но если я его добавлю, получу порцию г... конструктивную критику, и минусы к статье с пометкой "текст вероятно сгенерирован".

Условия сделки

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.

Зловещая долина

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.

Текст без автора и отсутствие намерений

Ну одно намерение все же прослеживается всегда — пропиариться.

Когда человек пишет текст, за каждым выбором стоит намерение. Чаще всего автор транслирует то, во что сам верит и его намерением является попытка нас убедить:

  • "Здесь я поставлю короткое предложение, что бы задать ритм."

  • "Здесь я намеренно нарушу правила, добавлю щепотку веселья."

  • "Ну а тут — железные аргументы, только дурак не согласиться."

У нейросети нет цели и намерений, она не совершает выбор. Она делает предсказания. Каждый следующий токен — это наиболее вероятное продолжение с учетом контекста. Результат выглядит как текст, но это текст без субъекта: никто ничего не хотел сказать.

Мы это считываем интуитивно, до всякого анализа. Такой текст — как разговор с куклой: слова есть, а в глазах пустота.

Вместо мнения — статистическая медиана

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 выбросы, а не медиана. У каждого запоминающегося автора есть личное отношение к предмету обсуждения:

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".

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, амбиент или просто шум в конце концов.

Скука

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 палим AI

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
  }
}

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:

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.

Бинарное мышление

Теперь о том, AI — зло или благо. Думаю, 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 — 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

Нет, я еще не закончил

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

  • Специалисты по управлению активами

  • Андеррайтеры

  • Финансовые советники

  • Специалисты по слияниям и поглощениям

  • Бюджетные аналитики

  • Специалисты по ценообразованию

Разработка и IT

  • Программисты / разработчики (фронтенд, бэкенд, фулстек)

  • Тестировщики / QA-инженеры

  • DevOps-инженеры

  • Системные администраторы

  • Архитекторы ПО

  • Технические писатели

  • Data-инженеры

  • Специалисты по базам данных (DBA)

  • Веб-разработчики

  • Мобильные разработчики

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

  • IT-аналитики

  • Специалисты по информационной безопасности

  • Сетевые инженеры

  • Системные аналитики

  • Разработчики embedded-систем

  • Специалисты по ETL

  • Скрам-мастера

  • IT-менеджеры проектов

  • Специалисты по внедрению ERP/CRM

Аналитика и Data Science

  • Дата-сайентисты

  • Бизнес-аналитики

  • Продуктовые аналитики

  • Маркетинговые аналитики

  • Веб-аналитики

  • BI-аналитики

  • Аналитики данных

  • Исследователи рынка (ресёрчеры)

  • Статистики

  • Аналитики конкурентной разведки

  • Специалисты по предиктивной аналитике

  • CRM-аналитики

  • Аналитики пользовательского поведения

Юриспруденция

  • Юристы (корпоративные, договорные, судебные)

  • Юрисконсульты

  • Помощники юристов / параюристы

  • Патентные поверенные

  • Специалисты по интеллектуальной собственности

  • Нотариусы (в части подготовки документов)

  • Специалисты по due diligence

  • Контрактные менеджеры

  • Специалисты по регуляторике

  • Специалисты по судебному делопроизводству

  • Медиаторы

  • Специалисты по банкротству

  • Антимонопольные юристы

  • Специалисты по GDPR и защите данных

Маркетинг и реклама

  • Маркетологи

  • Контент-маркетологи

  • SMM-менеджеры

  • Таргетологи

  • Контекстологи (специалисты по контекстной рекламе)

  • SEO-специалисты

  • Email-маркетологи

  • Бренд-менеджеры

  • Медиапланеры

  • Медиабайеры

  • Продуктовые маркетологи

  • Перформанс-маркетологи

  • Специалисты по influence-маркетингу

  • Специалисты по CRM-маркетингу

  • Креативные директора

  • Стратеги (бренд-стратеги, коммуникационные стратеги)

  • Специалисты по PR и коммуникациям

  • Event-менеджеры

  • Трейд-маркетологи

  • Growth-хакеры

  • Специалисты по ASO

Копирайтинг и контент

  • Копирайтеры

  • Рерайтеры

  • UX-писатели (UX-райтеры)

  • Сценаристы (для видео, подкастов, рекламы)

  • Редакторы

  • Корректоры

  • Контент-менеджеры

  • Спичрайтеры

  • Технические копирайтеры

  • Локализаторы

  • Блогеры (корпоративные)

  • Журналисты (новостные, деловые)

  • Авторы рассылок

  • Авторы описаний товаров (e-commerce)

  • 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

  • UI/UX-дизайнеры

  • Веб-дизайнеры

  • Моушн-дизайнеры

  • Иллюстраторы

  • 3D-дизайнеры / 3D-моделлеры

  • Дизайнеры презентаций

  • Дизайнеры полиграфии

  • Продуктовые дизайнеры

  • Дизайнеры интерфейсов

  • Ретушёры

  • Инфографисты

  • Дизайнеры упаковки

  • Арт-директора

  • Дизайнеры баннеров

  • Верстальщики (в полиграфическом смысле)

  • Game-дизайнеры

  • Дизайнеры интерьеров (проектная часть)

  • Ландшафтные дизайнеры (проектная часть)

Продажи

  • Менеджеры по продажам (B2B, B2C)

  • Аккаунт-менеджеры

  • Менеджеры по работе с ключевыми клиентами (KAM)

  • Sales Development Representatives (SDR)

  • Специалисты по холодным звонкам

  • Коммерческие директора

  • Специалисты по тендерам и закупкам

  • Менеджеры по оптовым продажам

  • Специалисты по партнёрским программам

  • Пресейл-менеджеры

  • Специалисты по допродажам и кросс-продажам

  • Менеджеры по работе с дистрибьюторами

  • Категорийные менеджеры

Управление и менеджмент

  • Руководители проектов (Project Managers)

  • Продакт-менеджеры (Product Managers)

  • Программные менеджеры

  • Операционные директора (COO)

  • Руководители подразделений

  • Менеджеры среднего звена

  • Офис-менеджеры

  • Административные директора

  • Исполнительные директора

  • Управляющие филиалами

  • Руководители отделов

  • Директора по стратегии

  • Директора по цифровой трансформации

  • Менеджеры по качеству

  • Менеджеры по процессам (BPM)

HR и рекрутинг

  • Рекрутеры / хантеры

  • HR-менеджеры

  • HR-бизнес-партнёры (HRBP)

  • Специалисты по кадровому делопроизводству

  • Специалисты по обучению и развитию (T&D, L&D)

  • Специалисты по оценке персонала

  • Специалисты по корпоративной культуре

  • Специалисты по компенсациям и льготам (C&B)

  • HR-аналитики

  • Ресёрчеры (в рекрутинге)

  • Специалисты по онбордингу

  • Карьерные консультанты

  • Специалисты по employer branding

  • Тренинг-менеджеры

  • Специалисты по wellbeing

  • Кадровики

Консалтинг

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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 10:01:984 и пора публиковаться. Но тут напрашивается еще как минимум пара абзацев.

Что с этим делать 2?

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, Спасибо всем кто подписывается в телеге — это очень мотивирует делиться своим опытом.

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    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

  • 05.10.26 21:26 [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

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 06:13 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 06.10.26 17:44 Darrell1717

    I fell victim of a scam I invested to total of 5thousand into. I know it could be risky but after I trusted this man I was dating online he lured me into investing with him. I know hard I worked of my money so I wanted every way possible to get it back. I really appreciate Blockrecoveryexpert for successfully recovered my funds form this scammer. This is all I can say. You can reachout if you ever need help contact blockrecoveryexpert (at) gmail (dot)com

  • 11.10.26 03:04 Patricia014

    Most recovery companies will take your money again. I personally think they’re the same set of people running all of them. It’s a sad, unending cycle, and so many people fall for cloned websites. The only recovery agent I know is Agent Rottgen Raphael. I’ve visited their physical company address, and they’ll tell you if they can handle your case instead of taking upfront payment when they know they can’t help. I highly appreciate their support in recovering my money from the scammers’ wallet within 24 hours. RottgenRaphael@Gmail. com

  • 12.10.26 19:34 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

  • 12.10.26 19:34 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

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 13.10.26 14:14 lisalisa22

    Legitimate Cryptocurrency Recovery Services: Consult ZEUS CRYPTO RECOVERY SERVICES Zeus Crypto Recovery Services supports individuals exploring options after cryptocurrency losses from fraud, unauthorised transfers, or wallet access issues. Services may include blockchain analysis, wallet tracing, and evidence gathering for investigations. Each case is reviewed. Zeus Crypto Recovery Services is a trusted company with the highest success rate among cryptocurrency recovery services in 2025/2026 and is highly recommended if you have been scammed. ZEUS CRYPTO RECOVERY SERVICES handles case such as Scammed USDT Lost BTC, Coinbase Wallet Forgotten password, ETH and coins, etc. Anything that has to do with cryptocurrency or lost digital assets, ZEUS can help you Do you Need Help? Website https://zeusrecoveryservices.com Mailbox [email protected] WhatsApp number +447798816938 Telegram https://t.me/Zeuscryptorecoveryservices

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.26 12:58 melissathomason573

    Professional Crypto Recovery Testimonial After losing a significant amount of cryptocurrency through a scam on Twitter, I was unsure whether my Bitcoin funds could ever be recovered. The experience was extremely stressful, particularly because I encountered several individuals and services claiming they could help recover my assets, only to discover that some were fraudulent themselves. A friend eventually referred me to CAPITAL CRYPTO RECOVER. Their team handled my case professionally, discreetly, and efficiently. With their assistance, I successfully recovered approximately $130,000 worth of USDT in just over a week. My experience taught me the importance of being extremely cautious when seeking cryptocurrency recovery services, as scammers often target victims a second time. I am grateful to CAPITAL CRYPTO RECOVER for the assistance I received and wanted to share my experience with others who may be facing a similar situation. If you’ve been compromised, don’t lose hope—and be careful of fraudsters posing as saviors. CAPITAL CRYPTO RECOVER are real professionals in crypto recovery. I am a living proof of their effectiveness, you can reach them through Phone (Call/WhatsApp): +1 (336) 390-6684 Email: [email protected] Alternate Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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