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Как персональный контекст и ИИ помогают в самообучении: простой путь к знаниям

Введение


Современные ИИ, такие как Claude, Grok, DeepSeek или ChatGPT, умеют отвечать на вопросы и объяснять сложные темы. Но у них есть проблема: они "забывают" всё после окончания диалога. Каждый раз приходится заново рассказывать, кто вы, что знаете и как любите учиться. А что, если ИИ мог бы помнить ваш путь обучения и подстраиваться под вас, как хороший учитель? Это возможно с технологией персонального контекста — простым способом сделать ИИ вашим помощником в самообучении.


В этой статье я расскажу, как это работает, чем отличается от привычных методов и как начать использовать прямо сейчас. Основа — открытая технология Personal Context Technology, а примеры — из моего опыта, частично описанного в прошлой статье на Habr («Как я учился учиться»).




Что такое персональный контекст?


Персональный контекст — это файл (например, в формате JSON), где собрана информация о вас: ваши цели, уровень знаний, стиль обучения и прогресс. Вы передаёте его ИИ, и он использует эти данные, чтобы давать полезные советы. Главное:


  • ИИ помнит ваш контекст между сессиями.
  • Вы сами выбираете, где хранить данные — на компьютере или в облаке.
  • Инструкции в файле говорят ИИ, как вам помогать.

Это как дать ИИ карту вашего обучения, чтобы он не блуждал в догадках. Подробности — в официальной документации.




Чем это лучше других способов?


Посмотрим, как персональный контекст сравнивается с тем, что мы обычно используем для самообучения:


  • Книги и заметки: Вы сами выбираете материалы, но организовать знания и следить за прогрессом приходится вручную.
  • Онлайн-курсы (Coursera, Udemy, Другие): Всё структурировано, но подход один для всех — ваши особенности никто не учтёт.
  • ИИ без контекста: Быстро отвечает, но забывает вас после каждой беседы. Приходится повторяться.
  • ИИ с персональным контекстом: Учитывает ваш стиль, помнит прогресс и предлагает идеи, основанные на ваших данных. Можно адаптировать под вас персонально.

Читатели моей прошлой статьи просили больше примеров. Вот один: без контекста я спрашиваю у ИИ "объясни системное мышление" — и получаю общий ответ. С контекстом ИИ знает, что я люблю схемы, и сразу рисует визуальную карту понятий.




Пример: мой файл контекста


Я использую шаблон из проекта — personal_context_self_education_template.json. Вот как он выглядит в упрощённом виде:


{
  "basic_info": {
    "learning_goals": ["Понять мир через ментальные модели", "Изучить поведение людей"],
    "learning_style": ["Схемы и картинки", "Задачи для практики"]
  },
  "current_knowledge": {
    "beginner": ["Психология"],
    "intermediate": ["Системное мышление"]
  },
  "progress": {
    "current_topic": "Ментальные модели",
    "milestones": [
      {"task": "Системное мышление", "status": "done"},
      {"task": "Мышление второго порядка", "status": "in progress"}
    ]
  },
  "instruction": "Помогай мне учиться, используя мой стиль и прогресс."
}

Я отправляю это ИИ с запросом:


Привет! Вот мой контекст: [вставляю/прикрепляю JSON]. Предложи, как изучить ментальные модели за неделю.

ИИ отвечает: "Начни с мышления второго порядка — вот схема последствий. Потом реши задачу: как это применить к выбору работы?" Это проще и полезнее, чем общие советы.




Мой план обучения


Моя цель — разобраться в мире и людях. Для себя я получил план, пример дорожной карты:


  1. Ментальные модели (сейчас изучаю)


    • Системное мышление
    • Мышление второго порядка
    • Задача: Проанализировать своё решение с помощью этих идей.

  2. Поведение людей


    • Основы психологии
    • Когнитивные искажения
    • Задача: Понять, почему я иногда спорю зря.

  3. Природный мир


    • Научный метод
    • Системы в природе
    • Задача: Связать науку с погодой за окном.

  4. Социальные системы


    • Экономика
    • Медиа
    • Задача: Разобраться, как новости влияют на меня.


ИИ с контекстом помогает: объясняет через схемы, задаёт вопросы для проверки и связывает темы. Как персональный учитель адаптируется под меня.




Плюсы и минусы


Плюсы:


  • ИИ подстраивается под вас.
  • Прогресс сохраняется — не нужно начинать заново.
  • Удобно использовать проверенные методы вроде повторения через интервалы.

Минусы:


  • Надо обновлять файл, когда вы что-то выучили.
  • Иногда ИИ ошибается — проверяйте важное в книгах или интернете.



Как начать?


  1. Скачайте шаблон.
  2. Заполните свои цели и стиль обучения (можете об этом попросить ИИ (в шаге 3), он так же может перевести на русский или любой другой язык. Ключи в документе переименовыать с английского не рекомендую).
  3. Отправьте файл ИИ (например, Grok, Claude, DeepSeek) с вопросом: "Как мне выучить [тему]?"
  4. Обновляйте файл, когда продвигаетесь.

Подробности — в гайде.




В комментариях к прошлой статье (892144) просили примеры и простоту. Я добавил их здесь. Ещё спрашивали про масштабируемость — технология открыта, её можно адаптировать под любые задачи. Всё зависит только от вас.




Персональный контекст делает ИИ вашим личным гидом в обучении. Возможно это вайб-обучение как вайб-кодинг, если использовать осознанно. Это просто, недорого и работает уже сейчас. Попробуйте — и делитесь в комментариях, как у вас получилось!

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    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 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

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