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Куда идти в IT новичку в 2026: план для быстрого старта в AI от практика

Примерно пол года назад ко мне обратился друг детства, Виктор. Человек, который больше десяти лет проектировал подстанции. И вот он, задаёт вопрос, который, я уверен, хоть раз слышал каждый из вас: «Слушай, я хочу в IT. Куда податься?»

Сейчас он занимается автоматизацией в одной IT компании адаптируя LLM под внутренние процессы, но расскажу обо всём по порядку.

Вопрос не новый. Но в 2025 году, когда столько шума про AI, а рынок, кажется, набит джунами под завязку, он звучал особенно остро. Как руководитель проектов в IT, я видел другую сторону медали: сотни вакансий, где компании месяцами ищут толковых специалистов. Немного пообщавшись, задавав вопросы я выдал Виктору план. Им и хочу с вами поделиться.

Почему моё мнение может быть полезным? Я не HR и не карьерный коуч, а IT продуктовик и руковожу проектами. Слежу за ситуацией, сам искал и нанимал людей и знаю, кто нужен рынку прямо сейчас, за какие навыки платят деньги сегодня, а не в гипотетическом будущем.

Почему не Data Science и не Frontend? Жёсткий отбор кандидатов

Когда Виктор сказал «айти», он в первую очередь думал о Frontend или Data Science. Это логично: об этом кричат на каждом углу. Но я его остановил.

Frontend: Высоченная конкуренция среди джуниоров. Чтобы выделиться, нужно сделать не todolist, а целый Figma-клон. Это не 3-4 месяца, а годы.

Data Science: Требуется глубокая математической база. Тут не получится «быстро переучиться».

Классическая Backend-разработка: Нужно глубоко понимать архитектуру, базы данных, оптимизацию. Слишком долгий вход для новичка.

Куда же идти? Моё предложение — AI Engineer / LLM-инженер.

Звучит громко, но объясняю, почему это идеальный вариант для человека с нуля в 2025-2026:

1. Спрос безумно опережает предложение. Компании задыхаются без людей, которые умеют заставить LLM делать что-то полезное, а не просто гонять запросы в ИИ. Они готовы брать джунов и доучивать под свои нужды.

2. Порог входа ниже, чем кажется. Вам не нужно с нуля писать архитектуру нейросетей. Ваша задача — научиться работать с API готовых моделей (как с конструктором) и связывать их в рабочие продукты.

3. Бэкграунд инженера — это суперсила. Системное мышление, понимание логики процессов, которое есть у любого инженера — бесценно. Вы умеете разбирать сложную систему на компоненты. LLM — это и есть сложная система.

План на 4 месяца: От «Hello, World!» до первого оффера

Вот тот самый пошаговый план, который я дал Виктору. Каждый этап — это конкретная цель, инструменты и осязаемый результат («артефакт»).

Месяц 1: Программирование — только то, что нужно для дела.

Цель: Научиться читать и писать простой Python-код. Не чтобы стать гуру, а чтобы понимать, что происходит в примерах и документации.

Инструменты: Бесплатные тренажёры Можно найти в Интернете. Смотрим только на основы: переменные, функции, циклы, работа с библиотеками ( requests, json).

Артефакт: Простой скрипт, который парсит погоду с открытого API и выводит её в консоль. Цель — почувствовать, что вы можете заставить компьютер делать что-то полезное.

Месяц 2: «Магия» ИИ: твой первый чат-бот за выходные.

Цель: Понять, как работают API больших моделей. Убрать страх перед «искусственным интеллектом».

Инструменты: OpenAI API (или аналог), фреймворк Streamlit (чтобы не париться с вёрсткой).

Артефакт: Веб-чат-бот, который отвечает на вопросы пользователя. Разворачивается локально за 2-3 часа. Это уже не «Hello, World!», это мини-продукт. Им можно поделиться с друзьями.

Месяц 3: Специализация и создание «козыря» в портфолио.

Цель: Сделать один, но полноценный проект, который решает реальную задачу.

Пример проекта: «Умный ассистент для анализа отзывов». Пользователь загружает CSV-файл с отзывами на товары, а ваш бот:

1. Классифицирует их (положительный/отрицательный).

2. Пишет краткую выжимку по отзывам.

3. Выводит результат в красивом интерфейсе.

Инструменты: Langchain (для упрощения работы с LLM), pandas для обработки данных. Смотрите туториалы на крупных видеохостингах — их море.

Месяц 4: Упаковка и продажа себя.

Цель: Научиться презентовать себя и начать откликаться на вакансии.

Что делать:

1. GitHub: Оформите README для своего проекта. Обязательно: скриншоты интерфейса, понятная инструкция по запуску, описание проблемы и решения.

2. Резюме: Упор НЕ на опыт (его нет), а на навыки и проект. В графе «Опыт» пишите «Пет-проекты» и даете ссылку на GitHub.

3. Сопроводительное письмо: Шаблон, где вы кратко описываете свой проект и объясняете, почему хотите работать именно в этой компании.

Суровая правда: чего не расскажут на курсах

Будет непросто. Давайте без иллюзий.

1. Зарплата джуниора будет скромной. В 2025 году в регионах это ориентировочно от 70к до 100к рублей на старте. В Москве и Питере — выше. Не ждите сразу 200к.

2. Вам придется постоянно учиться. Ваш главный навык — не Python, а умение гуглить, читать документацию и разбираться. Технологии меняются каждый квартал.

3. Будет много отказов. Очень много. Это нормально. Нужно пройти не 10, а 50-100 собеседований. Не воспринимайте это как личную трагедию. Это игра в числа.

Чек-лист на 4 месяца

Чек-лист «Старт в AI за 120 дней»:

Месяц 1: Пройти базовый курс Python. Написать 3-5 простых скрипта (парсер, работа с файлами, простой телеграм-бот).

Месяц 2: Получить API-ключ OpenAI. Сделать по туториалу чат-бота на Streamlit. Понять, что такое «промпт».

Месяц 3: Придумать и реализовать один полноценный пет-проект. Выложить его на GitHub с красивым README.

Месяц 4: Составить резюме. Начать откликаться на 3-5 вакансий в день. Проходить все возможные собеседования для получения опыта.

Список ресурсов для старта (бесплатных):

Python: Любой курс для начинающих («Python: курс для начинающих»)

API OpenAI: Документация на platform.openai.com, раздел Quickstart

Streamlit: Официальные туториалы и галерея примеров

Langchain: Документация и видео на видео-хостингах по запросу «Langchain для начинающих»

Вакансии: HH, Telegram-каналы по поиску работы в AI.

Заключение

Спустя четыре месяца Виктор получил три предложения о работе. Он выбрал позицию специалиста по автоматизации в одной IT-компании, где его задача — как раз адаптировать LLM под внутренние процессы. Его стартовая зарплата — 90 000 рублей. На предыдущей была 80.000 без перспективы вырасти в ближайшее время. Сейчас он может рассчитывать на 150 через год. Он в игре.

IT — это не про возраст и не про диплом престижного вуза. Это про готовность решать задачи, учиться и не бояться пробовать. Если инженер-электрик, который до этого видел код только в фильмах, смог за 4 месяца кардинально сменить профессию — сможете и вы при большом желании.

А вы куда посоветовали бы пойти человеку с нуля в 2025? Может, я упустил какое-то перспективное направление? Напишите ваше мнение в комментариях.

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    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 13.10.25 01:11 elizabethrush89

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  • 13.10.25 01:11 elizabethrush89

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  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 20:17 tyleradams

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  • 17.10.25 20:20 lindseyvonn

    Have you gotten yourself involved in a cryptocurrency scam or any scam at all? If yes, know that you are not alone, there are a lot of people in this same situation. I'm a Health Worker and was a victim of a cryptocurrency scam that cost me a lot of money. This happened a few weeks ago, there’s only one solution which is to talk to the right people, if you don’t do this you will end up being really depressed. I was really devastated until went on LinkedIn one evening after my work hours and i saw lots of reviews popped up on my feed about [email protected], I sent an email to the team who came highly recommended - [email protected] I started seeing some hope for myself from the moment I sent them an email. The good part is they made the entire process stress free for me, i literally sat and waited for them to finish and I received what I lost in my wallet

  • 17.10.25 20:22 richardcharles

    I would recommend NVIDIA TECH HACKERS to anyone that needs this service. I decided to get into crypto investment and I ended up getting my crypto lost to an investor late last year. The guy who was supposed to be managing my account turned out to be a scammer all along. I invested 56,000 USD and at first, my reading and profit margins were looking good. I started getting worried when I couldn’t make withdrawals and realized that I’ve been scammed. I came across some of the testimonials that people said about NVIDIA TECH HACKERS and how helpful he has been in recovering their funds. I immediately contacted him in his mail at [email protected] so I can get his assistance. One week into the recovery process the funds were traced and recovered back from the scammer. I can't appreciate him enough for his professionalism.

  • 17.10.25 20:23 stevekalfman

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  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 17.10.25 21:42 marcushenderson624

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  • 17.10.25 21:42 marcushenderson624

    Bitcoin Recovery Testimonial After falling victim to a cryptocurrency scam group, I lost $354,000 worth of USDT. I thought all hope was lost from the experience of losing my hard-earned money to scammers. I was devastated and believed there was no way to recover my funds. Fortunately, I started searching for help to recover my stolen funds and I came across a lot of testimonials online about Capital Crypto Recovery, an agent who helps in recovery of lost bitcoin funds, I contacted Capital Crypto Recover Service, and with their expertise, they successfully traced and recovered my stolen assets. Their team was professional, kept me updated throughout the process, and demonstrated a deep understanding of blockchain transactions and recovery protocols. They are trusted and very reliable with a 100% successful rate record Recovery bitcoin, I’m grateful for their help and highly recommend their services to anyone seeking assistance with lost crypto. Contact: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Email: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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