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ИИ-агенты против людей: кто сегодня пишет лучший код?

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Последние месяцы разработчики массово пишут код с помощью агентов — автономных помощников на базе LLM, которые сами планируют шаги, вносят изменения, запускают тесты и сразу открывают pull request. В теории это экономит часы рутины. На практике до сих пор мало данных, как такие PR живут в реальных проектах: какие задачи агенты берут, как часто их принимают и сколько дорабатывают люди. Авторы работы изучили 567 PR от Claude Code в 157 открытых репозиториях и аккуратно сравнили их с 567 PR, сделанными людьми в тех же проектах и примерно в то же время.

Как устроен агент в деле

Claude Code умеет работать с файловой системой, запускать команды, линтеры и тесты, читать историю репозитория и оформлять PR с пометкой Generated with Claude Code. Это не чат с пошаговыми подсказками, а автономный цикл от планирования до PR. В реальных проектах качество пляшет: от аккуратных точечных правок до крупных заявок, требующих обсуждений и последующих коммитов.

Пример рефакторинга с помощью Claude Code и создания PR
Пример рефакторинга с помощью Claude Code и создания PR
Пример PR на GitHub, созданного Claude Code
Пример PR на GitHub, созданного Claude Code

Как авторы смотрели на данные

Исследователи собрали PR с пометкой инструмента через GitHub API за февраль–апрель 2025 года, затем нашли парные PR от людей в тех же репозиториях (и по возможности тех же авторов) — так сравнение честнее. Дополнительно часть PR размечали вручную по целям (исправление, фича, рефакторинг, документация, тесты и так далее) и считали размер изменений. Для статистики использовали непараметрические тесты.

Обзор процесса сбора данных
Обзор процесса сбора данных

Что именно делают агентные PR

И люди, и агенты чаще всего правят баги и добавляют небольшие фичи. Но у агентов заметный сдвиг: они существенно чаще берут рефакторинг, документацию и тесты. Мультизадачные заявки у них почти в четыре раза чаще: один PR одновременно меняет код, добавляет тесты и обновляет README. Медианный размер по файлам одинаковый (2 файла), но у агентных PR добавленных строк вдвое больше (48 против 24), а описания длиннее и структурированнее (медиана 355 слов против 56 у людей). Это помогает ревью, но иногда прячет лишнюю сложность.

Например, агенты нередко тянут за собой обновления сборки или линтинга — полезно, когда нужно привести проект в порядок, и рискованно, когда это ломает пайплайн. В одном из кейсов сборка удерживалась на плаву временным ослаблением линтера, пока готовилось правильное исправление.

Распределение метрик изменений в пересмотренных коммитах (без первого коммита)
Распределение метрик изменений в пересмотренных коммитах (без первого коммита)

Принимают ли такие PR?

В среднем — да. Агентные PR принимают в 83,8% случаев, человеческие — в 91,0%. Время до слияния достаточно близко друг к другу: около часа в обоих датасетах. Где отказывают агентам? Чаще из‑за контекстных причин: у мейнтейнеров уже есть альтернативное решение, PR получился слишком крупным, заявка была технической проверкой для CI. Чисто технические недостатки встречаются реже, а прямое недоверие к ИИ — эпизодически. Однако отсутствие обратной связи по отклоненным PR — частая история, так что теневой скепсис возможен.

Нужны ли доработки и насколько они велики

Около половины обеих групп сливаются без дополнительных коммитов после первого. Если доработки нужны, их масштаб у агентов и людей статистически не различается: медиана по числу ревизий — два коммита, схожие приращения по файлам и строкам. Иначе говоря, подготовить стартовый PR агентом можно без роста нагрузки на ревью-команду.

Сколько коммитов‑правок приходится на PR у агентов и у людей
Сколько коммитов‑правок приходится на PR у агентов и у людей
Как меняются файлы и строки в ходе ревизий (без первого коммита)
Как меняются файлы и строки в ходе ревизий (без первого коммита)

Каких правок просят чаще всего

Среди принятых агентных PR почти в половине случаев ревьюеры просят доработать баги и обработку ошибок. На втором месте — документация: синхронизация комментариев, README и примеров с изменившимся кодом. Затем рефакторинг и стиль: устранение дублирования, единое наименование, линтеры. Тесты добавляют в каждом шестом таком PR — обычно это покрытие корнер кейсов, которые агент упустил. Редко, но важно: правки в CI/CD и точечные оптимизации производительности. Показательно, что 41% доработанных агентных PR были доработаны тоже при участии Claude Code — разработчики используют помощника не только на старте, но и в итерациях.

Живая иллюстрация из выборки: в одном проекте агент поднял покрытие тестами с 70% до 94%, в другом — ускорил запросы, а где‑то оформил аккуратный рефакторинг парсера. Были и противоположные случаи — слишком крупные заявки или мелкие несовместимости сборки, потребовавшие ручного вмешательства.

Что это значит на практике

  • Разделяйте крупные задачи. Агенты склонны объединять несколько целей в одном PR — это удобно, но усложняет ревью и повышает риск отклонения. Лучше серия небольших самостоятельных заявок.

  • Пропишите правила проекта для агента. Отдельный файл с соглашениями по стилю, архитектурой и ограничениями экономит десятки комментариев в ревью.

  • Давайте опоры для проверки. Вместе с кодом просите от агента список допущений, альтернатив и известных крайних случаев — так ревью проходит быстрее.

  • Автоматизируйте рутину вокруг PR. Ребейзы, мелкие конфликты и борьба со stale‑статусом — подходящая работа для агента.

Итог

Написание кода с помощью ИИ-агентов сегодня перестало быть экспериментом: четыре из пяти PR от агента успешно попадают в основной код. Они чаще приносят рефакторинг, документацию и тесты, дают длинные и информативные описания и не требуют большего объема доработок, чем человеческие заявки. При этом человеческий контроль критичен: именно люди защищают стандарты проекта, пайплайн и качество кода. Лучший вариант — агент как исполнитель и соавтор, человек как архитектор и ревьюер.

Примеры из выборки

📜 Полная статья

💾 Код

***

Если вам интересна тема ИИ, подписывайтесь на мой Telegram‑канал — там я регулярно делюсь инсайтами по внедрению ИИ в бизнес, запуску ИИ-стартапов и объясняю, как работают все эти ИИ-чудеса.

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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

  • 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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