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Н Новости

How I Learned to Stop Worrying and Love the… BDSM

За последние пару лет LLM прочно вошли в мою (и не только мою) жизнь. Как говорится: "Мы не знаем что это такое, если бы мы знали что это такое, но мы не знаем что это такое!". Я взял для заголовка публикации слегка переиначенное название культового фильма Кубрика, потому что сегодняшние разговоры об угрозах ИИ напоминают мне ту самую нервозную атмосферу из фильма, связанную с атомной бомбой.

Страшно, очень страшно!
Страшно, очень страшно!

На самом деле "BDSM" в контексте данной публикации расшифровывается очень просто - Управление программным продуктом при помощи ботов (Bot Driven Software Management).

Знакомство с OpenAI Codex

Месяца три назад OpenAI выкатили в публичный веб-доступ Codex - свой бот для разработки софта. Я его попробовал и он меня поразил. Подключаешь GitHub-репозиторий к Codex'у и просишь бота что-то сделать на обычном русском языке. Он там где-то, на мощностях Сэма Альтмана, что-то делает-делает, а потом - бах! готовый pull request для твоего репозитория. И даже с тестами! Можно разрабатывать со смартфона, пока едешь в поезде.

Пока что мы всё ещё плохо понимаем, как можно использовать LLM в разработке приложений, но очень активные изыскания идут по многим направлениям. Уже сейчас боты применяются в широком спектре - от автодополнения в IDE и до генерации целых проектов по одному промпту.

Я, разумеется, слышал про вайб-кодинг, но для себя считал (и считаю) это несерьёзным занятием - пока что у меня ни в ноутбуке, ни в смартфоне нет приложения, созданного таким вот прогрессивным способом. Но после того, как вживую потрогал Codex... это впечатляет! На первый взгляд кажется даже, что на этом можно заканчивать карьеру программиста - боты неплохо справляются сами. Вот где-то тут я и начал беспокоиться.

Ограничения и возможности LLM

Но чем больше я пробовал программировать через Codex, тем лучше я узнавал ограничения этого подхода. Бот хорошо работает короткими итерациями и малыми объёмами текста. Многоступенчатый рефакторинг ему даётся тяжело. Без руководящей роли "кожаного" бот начинает идти вразнос. Появилось ощущение, что это не конкурент, а инструмент. Тут меня подотпустило слегка и я начал думать, как же мне дальше жить с таким счастьем-то?

Стало понятно, что бот может значительно облегчить жизнь. Он может:

  • проанализировать имеющуюся кодовую базу и ответить на мои вопросы.

  • предложить типовое решение (всё уже придумано до нас)

  • обсудить варианты и нюансы нетиповой задачи

  • написать какой угодно код по готовому шаблону (пока-пока бойлерплейт)

  • проверить и отрефакторить значительный объём кода (но только на довольно простых задачах)

Да, бот работает с огромным контекстным окном - доходит до 1М токенов (но в браузере Firefox, например, кодовая база порядка 22 млн. строк). Выходной контекст у бота является частью контекстного окна и ограничен ещё сильнее - до 64К токенов у флагманских моделей. Поэтому большой программный продукт не может быть однофайловым - бот его даже если и поймёт, то вот отрефакторить уже не сможет.

Проекты должны состоять из множества небольших файлов, иерархически связанных друг с другом. Чтобы помещались в контекстное окно вместе, но изменялись независимо, по итерациям. Помимо исходного кода в контексте также должна быть документация проекта, задающая ограничения по генерации исходников (соглашения по проекту).

Спокойствие, только спокойствие (с)

На каком-то этапе пришло понимание, что боты - не конкуренты. В лучшем случае - помощники, но в большинстве случаев - просто инструменты. Им пока что не хватает своих мозгов, чтобы быть помощниками. Ну, а раз есть инструмент, то к нему должна быть и инструкция.

Беда в том, что к таким ботам нет единой инструкции. И не будет. Слишком уж разносторонен этот инструмент. Каждый может написать свою собственную инструкцию по использованию этого инструмента - в зависимости от своей сферы деятельности, опыта, потребностей, склонностей, в конце-концов.

DIY

Я решил, что раз уж самому приходится писать для себя инструкцию, то надо хотя бы дать ей название. После недолгих мучительных выборов название сложилось - Bot Driven Software Management. Оно прекрасно отражало не только суть описываемых процессов - управление разработкой приложений при помощи ботов, но и возникающие при этом отношения "master - slave". В BDSM либо ты рулишь ботом, либо бот рулит тобой. Второй вариант все знают - это вайб-кодинг.

В общем, BDSM может быть и полезным, и приятным, и увлекательным. Надо только чётко определиться с правилами - что можно, что нельзя, какие инструменты и приёмы разрешены, кодовые слова и всё такое. Описать процедуры, соглашения, зоны ответственности и т.п.

Я уже начал классифицировать часто употребляемые промпты и описывать типовые процедуры, которые у меня возникали, но встал вопрос ребром с названием - BDSM слишком вызывающее название для IT-методологии. Я не ханжа, но для маркетинга (не, ну а вдруг?!) это может быть непреодолимой преградой. Или наоборот.

A/B-тестирование

Поэтому я решил применить A/B-тестирование в выборе названия. В маркетинге A/B-тесты - это метод сравнения вариантов на аудитории. Если коротко, то берёшь букву "A" вместо буквы "B" и смотришь на реакцию потенциальных пользователей - кому что больше нравится.

Вот смотрите, есть

  • BDSM - Bot Driven Software Management

  • ADSM - Agent Driven Software Management

Оно об одном и том же. Это просто разные названия одного и того же процесса - создания программных продуктов при помощи ботов/агентов. У каждого названия есть свои плюсы и минусы. У меня, разумеется, есть свои предпочтения, но моё мнение меня интересует в последнюю очередь.

Поэтому я прошу у уважаемой аудитории Хабра помощи в проведении А/Б-тестов.

Спасибо всем, кто дочитал до конца, и особенно тем, кто поучаствовал в тестировании!

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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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