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[Перевод] AI делает разработчиков тупее

Графические материалы взяты с freepik, постер носит иллюстративный характер
Графические материалы взяты с freepik, постер носит иллюстративный характер

Всем привет! Предлагаю вашему вниманию перевод статьи «AI is Making Developers Dumb». Перевод выполнен человеком, а не LLM :)

Тема статьи мне очень близка, соответствует личному опыту. Ещё я бы добавил, что всё сказанное в принципе справедливо для любой сферы деятельности.


Люди часто говорят о повышении производительности благодаря LLM, и с моей стороны было бы лицемерно отрицать это. Это правда. С использованием LLM-ассистента, ваш рабочий процесс станет продуктивнее, но этот же рабочий процесс будет делать вас глупее.

Я утверждаю это не на пустом месте. Со временем у вас развивается зависимость от инструментов LLM. Это приведёт к тому, что вам будет трудно работать без AI-помощника.

Я занялся разработкой ПО, потому что мне нравится что-то создавать и разбираться, как это работает. Это значит, что я получаю удовольствие, кропотливо набирая блоки кода на своей клавиатуре.

Использование LLM-ассистента в рабочем процессе лишает этого. Вместо радости от самостоятельного решения проблем, теперь нужно просто попросить LLM предложить дополнение кода.

Вместо того чтобы разбираться, что и как работает, вы впадаете в зависимость от ожидания, что ассистент скажет, что нужно делать.

Возможно, некоторые люди не испытывают удовольствия от написания собственного кода. В таком случае, как бы это жёстко не звучало, я бы сказал, что они заняты не своим делом. Возможно они занимаются этим только ради денег? Справедливо подмечено. Это есть в любой сфере деятельности, и обычно это отражается на увлечённости и поведении человека.

Лучшие инженеры, которых я встречал — люди, которые могут в свой выходной часами просидеть над улучшением ПО или созданием своей тулзы. Чёрт возьми, вот откуда берутся новшества и достижения. Вы не сможете улучшить производительность ПО без чёткого понимания как работает система. Иначе вы просто тыкнете пальцем в небо.

Есть такое понятие «Отставание Второго Пилота» (англ. «Copilot Lag» ). Оно описывает состояние, когда после каждого действия разработчик останавливается, ожидая подсказки, что ему делать дальше. Самостоятельности мышления больше нет, осталось только ожидание подсказки от AI, что нужно делать дальше. Это сродни первым шагам новичка — полагаться на более опытных коллег, которые направляют твои действия и понимают, что нужно делать дальше.

Это реально.

Вечность назад я использовал «Github Copilot» в «VSCode». Когда я оглядываюсь на то время, то поражаюсь, что не растерял ещё больше знаний.

Со временем я начал забывать базовые конструкции языков, с которыми работаю. Я начал забывать элементы синтаксиса, как использовать основные операторы. Очень неловко взглянуть в прошлое и осмыслить, как я разрушал накопленные знания только потому, что хотел мгновенного прироста скорости.

Это реально случается, когда вы используете Copilot в течении года. Вы начнёте забывать многие вещи, потому что вам больше не нужно думать, о том что нужно сделать. По крайней мере, вам больше не нужно думать таким же образом, как если бы над решением проблемы пришлось размышлять самостоятельно.

Но, на самом деле, осознать это и столкнуться лицом к лицу с реальностью мне помогло видео «ThePrimeagen». У него есть вырезка из одного из его стримов, где он рассказывал про «Задержку Второго Пилота». Насколько это был тревожный звоночек!

После этого я перестал пользоваться LLM-аccистентами для кодинга. И очень рад, что сделал это.

В качестве примера: мне очень интересна сфера компиляторостроения. В то время я пробовал работать по книге «Writing An Interpreter In Go» Thorsten Ball. Но это была пустая трата времени. Вместо изучения матчасти из книги, Copilot просто генерировал мне код. В самом деле, вы можете почувствовать себя очень крутым, написав парсер. А сможете это повторить, выключив Copilot? Наверняка нет. Вы так же теряете возможность изучить концепции типа «управление памятью» или «Data Oriented Design», потому что Copilot даст вам код, который по его мнению, может сработать, вместо того чтобы самостоятельно исследовать тему и разобраться в деталях.

На самом деле мы подходим к другой стороне вопроса. Исследование. На этот раз с более позитивным отношением к AI.

Верно. Большие Языковые Модели полезны. Они подобны поисковой системе. Мы часто обращались к Stackoverflow за помощью в программировании. Поскольку Большие Языковые Модели обучены на всех этих данных, они могут стать эффективным инструментом для получения дополнительной информации по определённой теме. Но только если вы будете использовать их, имея пытливый ум, и не будете им слепо доверять.

Поскольку они печально известны тем, что генерируют всякую чушь. Так уж устроены LLM. В половине случаев они создают бессмыслицу. Это просто шаблоны и последовательности токенов, а не реальные знания безумно умного человека. Они обучены на материалах, созданных людьми с пониманием предметной области, но при этом сами LLM изрыгают это совершенно оторвано от изначального контекста.

В любом случае, изучение ответов и размышление, почему предложено именно это решение — единственный верный путь получить выгоду от LLM. Относитесь к этому как к диалогу, в котором вы пытаетесь понять, почему собеседник предпочёл определённое решение. Вы допустите ошибку, если не будете понимать, почему вам предложили именно это или как это работает под капотом.

А ещё делайте заметки! Много заметок! Недавно я начал изучать Zig, и я постоянно делаю заметки по изученным разделам языка, особенно учитывая, что я впервые столкнулся с ручным управлением памяти. Они могут стать полезным справочником и выручить, когда вы застрянете над каким-то вопросом или захотите помочь другим!

Я написал эту статью во время утренней поездки, и мой поезд прибыл к месту назначения. Так что я закончу на этой ноте.


От переводчика

Я добавлю немного своих мыслей: я пошёл немного дальше автора и генерировал функции и целые программы (и сайты) с помощью «DeepSeek», просто давая описание того что мне нужно. В какой-то момент это действительно дало прирост производительности и у себя в голове я уже рисовал картину, как 1 инструмент заменит мне целую команду напарников. Так длилось до тех пор, пока я не увидел "The server is busy".

Шучу. На самом деле я понял свою ошибку раньше. Когда нужно было внести правки в функции, которые сгенерировал сам AI. Оказалось, что вместо банального исправления ошибки он мог выдать совершенно другую реализацию, совершено другую архитектурно. В итоге в проекте накапливаются рудименты, и он превращается в архитектурную помойку.

Но самое печальное, кроме чудовищной Задержки Второго Пилота в виде тайм-аута сервера, возникает проблема: когда код компилируется и вроде работает, но почему-то не так, как хотелось бы. Ты понятия не имеешь, как вообще устроена программа.

Кстати почему пилот второй, если на самом деле ему достаётся ведущая роль?

Источник

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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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