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[Перевод] Действительно ли ИИ-помощники экономят время разработчиков?

Команда Spring АйО перевела статью об исследовании Uplevel, которое показало, что использование GitHub Copilot не улучшает производительность разработчиков, а наоборот — увеличивает количество ошибок в коде.

Разработчики стали тратить больше времени на проверку ИИ-сгенерированного кода, что снижает ожидаемую экономию времени. Хотя компании активно внедряют ИИ-инструменты, их реальная польза для повышения продуктивности остается под вопросом.


Недавнее исследование ставит под сомнение заявления о том, что инструменты для кодирования на базе ИИ повышают производительность разработчиков. Оно показало, что использование GitHub Copilot увеличивает количество ошибок на 41%, вызывая опасения по поводу качества кода. Хотя группы как с использованием Copilot, так и без него сократили рабочие часы, пользователи Copilot не ощущали снижения стресса, что говорит об ограниченной эффективности инструмента для предотвращения выгорания. К тому же разработчики стали тратить больше времени на проверку кода, созданного ИИ, что сводит на нет возможную экономию времени.

Инструменты на базе ИИ, похоже, имеют минимальное влияние на производительность разработчиков.

В сообществе разработчиков продолжаются споры о реальной пользе ИИ-помощников для повышения продуктивности. Это подчеркивает необходимость тщательной оценки их реального влияния. Некоторые компании сообщают о значительном повышении производительности, но другие сталкиваются с ошибками и сложностями в отладке кода. Особенно сложно бывает младшим разработчикам, которые не могут сравниться в эффективности с опытными коллегами, даже с поддержкой ИИ.

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Хотя инструменты кодирования стали одной из первых областей применения генеративного ИИ, исследование аналитической компании Uplevel указывает, что ожидания по поводу их влияния на производительность могут быть преувеличены. По данным Uplevel, использование GitHub Copilot привело к увеличению количества ошибок на 41%.

«Это предполагает, что Copilot может негативно влиять на качество кода. Руководители инженерных команд должны внимательно проверять pull-реквесты с ошибками и внедрять защитные меры для ответственного использования генеративного ИИ», — говорится в отчете «Может ли генеративный ИИ улучшить производительность разработчиков».

Исследование измеряло время цикла PR (время, необходимое для слияния (мёржа кода в репозиторий) и пропускную способность PR (количество слияний). Существенных улучшений для разработчиков, использующих GitHub Copilot, не обнаружено. Исследование Uplevel было направлено на ответ на три ключевых вопроса:

  1. Помогает ли GitHub Copilot разработчикам писать код быстрее?

  2. Помогает ли Copilot разработчикам создавать более качественный код?

  3. Снижает ли Copilot риск выгорания у разработчиков?

Uplevel проанализировала данные около 800 разработчиков, использовавших Copilot в течение трех месяцев, и сравнила их результаты с данными до начала использования инструмента.

Изменения в показателях эффективности отсутствуют

«При сравнении времени цикла, пропускной способности и сложности pull-реквестов (PR) с тестами и без них, GitHub Copilot не помогал и не мешал разработчикам в выборке, а также не увеличил скорость написания кода. Хотя некоторые из этих изменений были статистически значимы, они не оказали значительного влияния на технические результаты — например, время цикла сократилось всего на 1,7 минуты», — говорится в отчете Uplevel.

Снижение риска выгорания

Показатель Uplevel «Постоянная включенность» (отслеживающий длительную работу вне рабочего времени и являющийся ведущим индикатором выгорания) снизился в обеих группах. Однако для разработчиков, использующих GitHub Copilot, снижение составило 17%, а для тех, кто не использовал инструмент — почти 28%.

Исследование GitHub привело к иным выводам

«Исследование Uplevel было вызвано интересом к заявлениям о том, что ИИ-помощники для кодирования станут повсеместными», — сказал Мэтт Хоффман, продакт-менеджер и аналитик данных в Uplevel. Напротив, исследование GitHub, опубликованное в августе 2024 года, показало, что 97% инженеров-программистов, разработчиков и программистов заявили, что использовали ИИ-помощников. Другие исследования дали похожие результаты.

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В своем исследовании GitHub сообщил, что более 97% респондентов использовали инструменты ИИ для кодирования на работе хотя бы раз. Этот результат оказался схожим для всех четырех исследуемых стран. Однако меньший процент опрошенных заявил, что их компании активно поощряют или разрешают использование ИИ, и этот показатель различается в зависимости от региона. Основные выводы опроса включают:

  • Рост применения генеративного ИИ в разработке программного обеспечения продолжается. Опрос был расширен до 2000 респондентов, из которых почти все (более 97%) использовали эти инструменты хотя бы раз, на работе или вне ее (хотя не все компании официально поддерживают их использование).

  • Хотя многие респонденты отметили, что их компании приветствуют ИИ, еще есть над чем работать. Опрос показал, что от 59% до 88% респондентов из разных стран заявили, что «их компания активно поощряет или разрешает использование этих инструментов».

  • Команды разработчиков стали замечать больше преимуществ от ИИ-помощников, чем раньше. Это включает создание более безопасного программного обеспечения, улучшение качества кода, создание лучших тестов и быстрое освоение новых языков программирования. В итоге это привело к экономии времени, которое разработчики направляют на более стратегические задачи.

«Респонденты нашего опроса сказали, что ИИ помогает им работать продуктивнее, используя сэкономленное время для проектирования систем, улучшения сотрудничества и удовлетворения нужд клиентов. ИИ не заменяет человеческие рабочие места: он освобождает время для человеческого творчества. Теперь давайте углубимся в исследование», — сказал главный операционный директор GitHub Кайл Дайгл в своем блоге.

Тем не менее, исследование Uplevel ставит под сомнение эту точку зрения. Хотя GitHub демонстрирует сильные показатели производительности, Uplevel обнаружил, что разработчики тратят больше времени на проверку кода, созданного ИИ, что может свести на нет возможную экономию времени. Подобные выводы сделал и GitClear в начале этого года, отметив, что, хотя ИИ-ассистенты могут помогать в программировании, они не всегда улучшают качество кода и могут добавлять ошибки.

91df52ef484810deef0f344fa257e8c8.png

Исследователи GitClear обнаружили, что инструменты ИИ, такие как GitHub Copilot, в основном предлагают добавление нового кода, не рекомендуя обновления или удаление уже существующего. Это часто приводит к избыточности кода. Кроме того, они отметили резкий рост «чередования кода», что означает, что код часто изменяется, что обычно является негативным признаком для его качества.

«Каждая новая версия кода, созданного ИИ, становится менее последовательной, так как разные части разрабатываются с помощью различных запросов. В результате код становится все сложнее для понимания и отладки, что делает его исправление настолько трудоемким, что иногда проще переписать его с нуля», — сказал один из пользователей, отметив, что ИИ пока не улучшает производительность.

Осторожный подход к внедрению ИИ-помощников для кодирования

Введение таких инструментов, как GitHub Copilot, поднимает несколько важных вопросов: поможет ли ИИ разработчикам работать быстрее? Улучшит ли он качество кода и предотвратит выгорание? «Пока нет для этой выборки. Тем не менее, инновации развиваются быстро, и GitHub обнаружил, что Copilot повышает удовлетворенность разработчиков», — отметил Uplevel в своем отчете. Руководителям инженерных команд стоит рассмотреть осторожный подход к внедрению Copilot, готовясь к будущим улучшениям инструмента:

1. Установите конкретные цели: Определите четкие результаты для интеграции GitHub Copilot в рабочий процесс команды. Какие именно улучшения вы надеетесь достичь?

2. Обучите команду: Проведите первоначальное обучение, чтобы объяснить, когда и где следует использовать GitHub Copilot, и установите защитные меры для обеспечения правильного внедрения.

3. Продолжайте эксперименты с генеративным ИИ: Определите конкретные случаи, где Copilot работает лучше всего, и уточняйте запросы для получения лучших результатов. Делитесь успешными стратегиями внутри компании для повторения успехов.

4. Следите за показателями технической эффективности: Проводите A/B-тесты для получения объективных количественных данных о том, действительно ли ИИ улучшает производительность разработчиков и помогает достигать ваших операционных целей.

Источники: Uplevel , GitHub

725c0cddbe78ce9d7a9dd868c3632ad6.png

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    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    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

    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

  • 13.10.25 01:11 elizabethrush89

    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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