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Как ИИ изменит рынок ИТ-вакансий. Спойлер: не апокалипсис, но революция

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Привет, Хабр! Меня зовут Саша Бардаш, я CTO в MWS Octapi. В прошлых постах я рассказывал про архитектуру нашей интеграционной платформы, а сегодня хочу обсудить, как ИИ влияет на рынок вакансий. Все мы помним панику: «Фреймворки заменят программистов!», «Ноу-код убьет разработку!». В итоге — пронеслось и не задело. Но грядет волна Generative AI — и это не просто новый инструмент, а вызов для когнитивной деятельности: возможно, ИИ будет обладать компетенциями, которые раньше мы считали исключительно человеческими. И теперь это не ложная тревога.

Почему на этот раз все по-настоящему?

Исследование Стэнфорда и MIT «GPTs are GPTs» ввело ключевую метрику — Exposure, или степень воздействия. Согласно ему, около 80% рабочей силы США имеет хотя бы 10% задач, подверженных Exposure. ИТ-специалисты находятся в зоне максимального влияния, но паниковать рано. Ведь речь не только про замещение функций инженеров роботами, но и про снятие рутины и переформатирование рабочих задач. Так что это не конец профессии, а ее трансформация. Давайте разбираться, что нас с вами ждет.

Кризис джунов: почему войти в ИТ станет в разы сложнее

Традиционная модель: джуны делают рутину, сеньоры учат через код-ревью. ИИ ломает эту картину.

Экономика против новичков

ИИ-агенты встраиваются в код и легко решают простые задачи — порой качественнее джунов. Согласно данным GitHub, Copilot ускоряет выполнение задач разработчиков на 55%. Также в академической статье Microsoft Research «The Impact of AI on Developer Productivity: Evidence from GitHub Copilot» сказано, что программистам с Copilot понадобилось на решение задачи в среднем 1 ч 11 мин = 71 мин, тогда как без Copilot — 2 ч 41 мин = 161 мин, что дает аналогичные ~55,8% ускорения.

Это значит, что один мидл с ИИ легко может выполнять объем работы двух-трех джуниоров. Экономическая целесообразность в массовом найме начинающих программистов исчезает. Компании будут оптимизировать команды, оставляя самых эффективных.

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Пример из практики: если раньше джуна-аналитика нанимали для работы с документацией, то сейчас он стал не нужен, ведь эту функцию отдали на откуп GPT и иже с ним. А от разработчика, вне зависимости от грейда, требуют глубокого понимания доменной области. У джуна таких знаний пока нет, да и получить их без джуновских задач будет попросту негде.

Обучение сломано?

Исследование Knowing About Knowing рассматривает в числе прочего эффект переоценки собственных навыков при взаимодействии с ИИ-системами. Еще в одном исследовании — Human-AI Experience in Integrated Development Environments — тоже отмечают, что джуны с помощью ИИ зачастую работают быстрее, нагрузка воспринимается как более низкая. Но в этом скрывается риск: у джунов благодаря этому формируется не такое глубокое понимание темы, отсутствие возможности глубоко вникнуть и прокачать навыки, а также чрезмерное доверие ИИ, результаты работы которого все еще надо проверять. В общем, сочетание так себе.

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А еще если ИИ генерирует код по best practices, то код-ревью от сеньора не содержит замечаний об этом. Джун не допускает ошибок, которые совершил бы без помощи модели, и не понимает, почему нужно делать именно так. Ценность код-ревью и обратной связи от наставника падает. Ведь он теперь проверяет и комментирует результаты нейросети, а не своего падавана.

Реинкарнация классических ролей

Итак, ИИ меняет процессы: какие-то ломает, какие-то ускоряет, а в ряде кейсов снимает с нас рутину. Естественное последствие — трансформация ролей. Рассмотрим несколько конкретных примеров, но помним, что видоизменяться благодаря генеративному ИИ рано или поздно предстоит всем.

Ручное тестирование

Конечно же, ручное тестирование уйдет в сторону автоматизации. Опыт Diffblue показал, что ИИ может генерировать до 80% юнит-тестов. И чем глубже ИИ будет прорастать в процессы тестирования (а он будет), тем больше роль QA-инженера будет смещаться в сторону QA-лида или SDET, проектирующего сложные эвристические системы и управляющего «фермой» AI-тестировщиков с помощью правильного промптинга и собственной экспертизы.

Разработка

В исследовании Human-AI Experience in Integrated Development Environments отмечают типы задач, в которых ИИ-ассистенты успешно применялись: автодополнение кода, генерация методов, помощь новичкам, улучшение документации, тестирование и другие. Постепенно спектр задач расширяется — вместе с совершенствованием нейросетевых моделей, конечно же.

И снова это означает, что знать и понимать нужно будет больше и глубже, потому что рутинный кодинг уже частично могут делать AI-агенты.

Технический писатель

Кейс NVIDIA продемонстрировал, что генеративный ИИ помогает ускорять создание контента/визуализаций и текстов. Райтеры станут лидами контентного направления и хранителями знаний (Knowledge Curator). Их задача будет в том, чтобы добывать знания и кейсы из общения с технарями, редактировать, структурировать и оформлять информацию для разных аудиторий и под разные цели, проверять и корректировать выводы ИИ.

На самом деле понятно, что это не все роли в ИТ, на которые повлияют нейрогенеративные модели. Но на этих примерах можно увидеть тренд: экспертиза должна стать серьезнее, нужно разбираться, как все работает в вашем домене, в том числе на уровне бизнеса.

AI/ML-специалисты: хайп или новая инфраструктура?

Согласно отчету Upwork (маркетплейса фриланс-работы), число еженедельных вакансий, связанных с генеративным ИИ, выросло более чем на 450% за год.

Вторят этому и другие исследования: если верить данным Института Brookings, за последние годы число объявлений о вакансиях, в которых упоминается искусственный интеллект, возросло. По данным аналитического центра, только за 2025 год количество объявлений о вакансиях, связанных с ИИ, выросло более чем на 100%. Выводы исследования основаны на данных аналитической компании Lightcast. Согласно им, за последние 15 лет среднегодовой темп роста числа вакансий, связанных с ИИ, составил почти 29%. Это превышает 11%-ный темп роста числа вакансий в экономике в целом. Также по данным Brookings, в 2025 году более 80 000 объявлений о вакансиях содержали упоминания навыков генеративного ИИ, тогда как в 2010 году таких было лишь 3780.

По данным Indeed, также растет число вакансий, связанных с так называемым ответственным ИИ, то есть этичным использованием инструментов ИИ в бизнесе и обществе. Еще одна статья — от Software Oasis — утверждает, что с 2023 по 2025 год число объявлений, в которых упоминаются Generative AI, ChatGPT, LLM, выросло почти на 150%.

Среди самых быстрорастущих ролей называют:

  • Prompt Engineer / LLM Architect

  • AI Integration Specialist

  • Machine Learning Operations Engineer (MLOps)

  • AI Product Manager

Выводы сделаете сами. Но могу по секрету сказать, что даже в кодинг-задачах мы уже часть времени тратим не на код, а на промптинг — чтобы объяснить агенту, что мы от него хотим :)

Кто в домике? Наиболее защищенные ниши

Все еще есть ниши, где нейросети пока не могут взять на себя много, хоть и стараются. Тем не менее люди все еще справляются лучше, а ИИ в них может выступить лишь как не слишком интеллектуальный помощник.

Кибербезопасность (Red Team). Кейс Google Big Sleep и академические работы Berkeley CyberGym свидетельствуют: ИИ может обнаруживать zero-day атаки, но не стабильно и не без человеческой помощи. Качество и воспроизводимость пока по-прежнему остаются проблемой. В текущем состоянии ИИ не заменяет креативный поиск людей-редтимеров, а служит усиливающим их скиллы инструментом.

Microsoft Research публиковала статью Designing Multi-Agent Generative AI: Insights from Industry Early Adopters. Об архитектуре мы поговорим дальше, но затронули исследователи и безопасность. Приведено исследование атаки memory poisoning на агентного помощника по email: система с RAG-архитектурой (retrieval-augmented generation) с тремя уровнями памяти (procedural, episodic, semantic) и инструментами чтения/записи.

В ходе эксперимента тестировали отправление единого вредоносного письма. В результате ИИ агент в 4 из 10 случаев успешно переслал вредоносные письма внешнему адресату. А после корректировки системного промпта успешность атаки и вовсе выросла до > 80%.

Системное программирование (ОС, компиляторы, драйверы) и архитектура. В упомянутой выше статье Microsoft Research Designing Multi-Agent Generative AI рассматриваются возможности и ограничения многoагентных систем, включая архитектурные вызовы. В whitepaper Microsoft Taxonomy of Failure Mode in Agentic AI Systems описаны многочисленные архитектурные и инженерные риски в системах, построенных на ИИ-агентах. Среди них автономность, взаимодействие агентов, память, контроль и безопасность. Исследователи отдельно отметили отказы сервиса и потенциальный вред для пользователей. Один из выводов документа в том, что проектирование цельной системной архитектуры (как ОС или драйвера) с участием агентных моделей ИИ требует учета множества новых рисков и режимов отказов. Это подтверждает тезис, что ИИ еще не готов взять на себя полную автономную архитектуру сложных систем без участия человека.

Аналогичные сложности указывают в исследовании архитектурных решений на основе ИИ — авторы отмечают, что системы с ИИ имеют отличительные характеристики (зависимость от данных, неопределенность моделей, частая смена требований) и что архитектурное проектирование таких систем сталкивается с особенными вызовами.

Какие есть слабые места

Вот основные проблемы и ограничения, выявленные в исследовании «Architecture Decisions in AI-based Systems Development»:

  1. Проблемы проектирования (Design issues) — сложность выбора архитектурных паттернов и интеграции ИИ-компонентов с традиционными модулями.

  2. Проблемы с данными (Data issues) — зависимость архитектуры от качества, источников и потоков данных, трудности в хранении и обработке больших объемов.

  3. Смещение фокуса на производительность — чрезмерное внимание к скорости обучения и инференция в ущерб поддерживаемости, безопасности и масштабируемости.

  4. Неопределенность и нестабильность требований — частые изменения целей, моделей и данных, из-за чего архитектура быстро устаревает.

  5. Сложности интеграции ИИ-моделей в существующую архитектуру — отсутствие стандартов по тому, как и где размещать модели и их интерфейсы.

  6. Сильные зависимости между данными, моделями и инфраструктурой — необходимость учитывать обучение, инференс, хранение и мониторинг как части архитектуры.

  7. Отсутствие зрелых шаблонов и инструментов — недостаток проверенных архитектурных решений, ориентированных именно на ИИ-системы.

  8. Низкая воспроизводимость и управляемость — трудности при изменении моделей или данных без разрушения архитектуры.

  9. Высокие требования к междисциплинарным знаниям — архитектор должен понимать ИИ, DevOps, распределенные системы и управление данными одновременно.

Фундаментальные R&D. В публикации Hypotheses devised by AI could find ‘blind spots’ in research сказано, что ИИ используют для генерации гипотез в разных сферах, включая биологию и химию. Но лишь 30% предположений оказываются верны. В статье отмечается, что рассуждения ИИ сильно зависят от заданного человеком направления. Лишь в сочетании с компетентным специалистом ИИ может генерировать действительно качественные гипотезы. Также ИИ не способна пока подготовить фундаментальные ключевые вопросы для R&D и исследований и охватить весь спектр абстракции. Зато модели могут выявлять «слепые зоны» исследований. Тем не менее помощь ИИ в этой сфере скорее подсказка, усилитель, но не полноценный помощник в экспериментах.

Как остаться востребованным на рынке?

Раньше мы искали джуна, который знает ответы. В эпоху ИИ это бессмысленно. Сейчас у меня такой подход:

Отказ от «домашек». Идеальное тестовое — не показатель, вместо этого использую живое кодирование в звонке. Задача не на синтаксис, а на логику. Смотрю, как человек думает, задает уточняющие вопросы и реагирует на подсказки.

Смена фокуса на собеседовании. Не «расскажите, как работает цикл», а «вот проблема, с чего начнете ее решать?». Затем: «А теперь спросите у ИИ (ChatGPT) решение этой задачи». Смотрю, как кандидат взаимодействует с ИИ: умеет ли составлять точные промпты, анализировать и критически оценивать ответ, интегрировать его в нашу дискуссию.

Сейчас я беру ребят в команду не только за знание, но и за умение использовать ИИ как инструмент. Ценю того, кто может блестяще защитить среднее решение, а не молча сдать идеальный, но чужой код.

Для полноты картины давайте пример с мидлом. Раньше мидл должен был быть ходячей энциклопедией и быстро писать код. Сейчас все тоже иначе. На собеседовании я даю не абстрактную задачу, а кусок кода из нашего продакшена. Задача — разобраться, найти уязвимость или неочевидный баг и предложить рефакторинг.

Что именно я анализирую:

  1. Не «что делает ИИ», а «как ты его используешь». Я прямо говорю: «У тебя есть 15 минут и ChatGPT. Проанализируй этот модуль». Ценно не мгновенное решение, а стратегия: какие промпты человек задает, как сегментирует проблему, как проверяет и тестирует предложенные ИИ гипотезы.

  2. Мышление поверх синтаксиса. Мне не важно, помнит ли кандидат все методы массива. Важно, может ли оценить, как изменение скажется на смежных сервисах, и не сломается ли что-то еще. ИИ отлично генерирует код, но плохо предвидит системные последствия.

  3. Способность к критике. Когда ИИ выдает «идеальное» решение, я жду вопроса: «А почему здесь он предлагает именно этот паттерн? Какие тут могут быть подводные камни?». Мидл не должен слепо доверять ИИ, по сути он редактор и фильтр.

Сильный мидл сегодня — это тот, кто умеет ставить правильные вопросы и вести диалог с ИИ, превращать его сырые идеи в работоспособные и надежные решения. Я ищу не исполнителя, а мыслящего архитектора, который использует ИИ как умный шуруповерт, а не как костыль.

Ну и еще пример про системного архитектора. Раньше он был хранителем фундаментальных знаний: видел сценарии развития и какие паттерны нужны. Сегодня ИИ знает все паттерны и фреймворки, его роль другая. На собеседовании я даю сломанный процесс и прошу его починить.

Анализирую:

  1. Не «что», а «почему». Я прошу спроектировать систему, получаю красивый вариант и говорю: «Бюджет у нас урезан на 60% и надо запуститься через месяц. Перепроектируй». Искусство — не в идеале, а в выборе оптимального компромисса, а ИИ это как раз не удается.

  2. Работа с контекстом. Я даю доступ к нашей внутренней документации (условно) и говорю: «Используй ИИ, чтобы предложить миграцию со старого решения». Тут важна не схема, которую кандидат сгенерирует, а вопросы, которые он задаст мне и ИИ. «Каковы RPS этого сервиса?», «Какие юридические ограничения?», «Где точка невозврата?». Человек должен управлять диалогом с ИИ и не только.

  3. Предвидение последствий. Когда ИИ выдает готовую архитектуру микросервисов, я жду, что архитектор скажет: «Да, но это породит проблемы с консистентностью данных здесь и стоимостью сетевых вызовов там». Он должен видеть системные риски, которые ИИ не заметит.

Сильный архитектор сегодня — это фильтр и стратег. Он использует ИИ как сверхбыстрый генератор идей, но его главная ценность — в способности ставить под сомнение, оценивать риски и принимать решения в условиях неопределенности, которую ИИ не осознает.

Гайд, что конкретно делать

1. Инвестировать в soft skills: важны критическое мышление, коммуникация, управление проектами, этика. Это то, чего нет и что едва ли в ближайшее время появится у ИИ-моделей.

2. Стать T-shaped-специалистом: глубокая экспертиза в одной области + широкая эрудиция + понимание бизнеса дают вам фору даже перед самыми мощными интеллектуальными системами.

3. Освоить ИИ-инструменты своего стека как профессионал, интегрирующий их в рабочий процесс. То есть разбираться, как все устроено под капотом, уметь спускаться на уровень ниже. Учим Computer Science, погружаемся в алгоритмы, «кишочки» железок и компиляцию. Потому что перекрашивать кнопки ИИ уже прекрасно научился.

4. Развивать предметную экспертизу (Domain Expertise). Самые неуязвимые специалисты — те, кто глубже всех понимает предметную область (медицина, финансы, телеком), а не только код. Именно такой уровень понимания нужен в специфических проектах — финтех, медтех и так далее. Станьте незаменимым!

Рынок не схлопывается, но переживает структурный шок. Путь «выучил язык → устроился джуном → растешь в грейде» перестает быть массовым. Ценность специалиста смещается от скорости написания кода к глубине понимания проблемы и способности решить ее с привлечением всех доступных средств, включая ИИ.

А что думаете вы? Готовы к изменениям? Делитесь в комментариях!

P. S. Мы строим интеграционную платформу нового поколения, где ИИ ее важная часть.

Источник

  • 30.06.26 15:08 wendytaylor015

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:53 kimberlyhebertt6877

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  • 19.07.26 19:54 kimberlyhebertt6877

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  • 30.07.26 00:04 Ahmed

    A really cool analysis, thank you. I was especially struck by how strictly the order is defined: data processing and formatting come first, with color only at the very end. This really saves you from the typical mistake of "first a pretty palette, then we figure out what the chart is for." And the palette validator with OKLCH + colorblindness check is absolutely fantastic; you almost never see that in regular tools. By the way, while reading about rank-trajectory and the logarithmic scale, I immediately remembered how convenient it is to analyze dynamics on charts in ExpertOption—I've been trading there for quite some time now. When the data is well visualized, decisions are noticeably easier and more relaxed. I also liked the point about "no more than eight colors" and the dual-axis ban. Strict restrictions sometimes actually produce better results than complete freedom. I'll try this approach myself.

  • 30.07.26 17:27 wendytaylor015

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  • 30.07.26 17:27 wendytaylor015

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  • 03.08.26 20:06 Philip

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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.

  • 04.08.26 12:37 kimberlyhebertt6877

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  • 16.08.26 01:44 Matt Kegan

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  • 18.08.26 04:59 marcushenderson624

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  • 19.08.26 14:50 BAYER7043

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  • 20.08.26 11:32 michaeldavenport218

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  • 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

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  • 30.08.26 15:37 [email protected]

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  • 01.09.26 11:16 lisawerth897

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  • 01.09.26 17:34 Garry42

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  • 02.09.26 03:43 kimberlyhebertt6877

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  • 04.09.26 21:51 Kovengray

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  • 05.09.26 21:38 [email protected]

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