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Подножка для AI в виде UTF-8

Output
Output

Думаю, вам начинают надоедать тексты про вайб-кодинг. Но не волнуйтесь, мой интерес не в том, чтобы рассказывать о новых невероятных достижениях, меняющих мир, и бла-бла-бла... Интереснее поискать места, в которых начинается сбой при генерации кода. Это позволит адаптировать работу статических анализаторов для новых задач контроля кода, который создаётся с помощью таких систем.

Опыты с генерацией кода

Я немного экспериментировал с генерацией кода с помощью GigaChat и DeepSeek. Это не рабочие задачи и не полноценное исследование. Мне просто было интересно найти примеры пересечения некой грани сложности при решении задачи, после которой начинаются проблемы с генерацией C++ кода.

Если просить сгенерировать код уровня лабораторных и даже, наверное, некоторых курсовых работ, то проблем нет. Великолепно получается код сортировки массива или код подсчёта количества единичных бит в массиве байт. Причём для подсчёта единичных бит предлагаются такие интересные оптимизированные по скорости решения, про которые я даже не знал, хотя и читал давно в книге про различные подходы к этой задаче.

Кстати, здесь вырисовывается потенциальная проблема при обучении программированию: слишком велик соблазн сразу получить ответ, так и не разобравшись, как всё работает. Видимо, придётся обратно возвращаться к написанию кода на бумаге :) Но сейчас не будем углубляться в эту тему.

Для одного из экспериментов я выбрал создание программы, которая будет читать файлы с исходным кодом и выполнять ряд операций над названиями переменных или их составными частями. Одна из задач — это получить из имени переменной "RedColor" три токена: "RedColor", "Red" и "Color".

Думаю, задача разбития на токены часто встречается в программировании, и существует много открытого кода на эту тему. Поэтому в такой постановке GigaChat и DeepSeek с этой задачей справляются хорошо.

Однако мир сложнее, и нужно работать не просто со стандартной ANSI кодировкой, но и, например, с UTF-8. Поэтому я начал просить писать код, обрабатывающий файлы в том числе в формате UTF-8. И в этот момент генераторы кода поплыли.

Полагаю, количество открытого кода, учитывающего кодировки, в том числе и UTF-8, в несколько раз меньше. Дополнительно мои формулировки задания стали сложнее и от этого расплывчатее. Кстати, за пару подходов у меня не получилось добиться работающего кода. Думаю, это можно сделать, проведя ещё несколько генераций с уточнениями задания. Но у меня нет цели написать конечную программу и мне интересно экспериментировать именно со сбоями :)

Баги

Итак, приведённый ниже код сделал для меня GigaChat. Интересно, кстати, что пока он схалтурил: решил не делать настоящую конвертацию кода. Но при этом сам момент, что надо обрабатывать UTF-8, уже приводит к возникновению некорректного C++ кода.

....
// Вспомогательная функция для преобразования
// char-вектора в utf-8 строку
std::string to_utf8(const std::vector<char>& data)
{
  // Для простоты считаем, что вектор представлен в UTF-8 изначально
  return { data.begin(), data.end() };
}
....
// Главная функция для разделения строки на токены
std::vector<std::string_view>
  tokenize_string_giga(const std::vector<char>& input_data)
{
  std::string text = to_utf8(input_data);

  std::vector<std::string_view> result;

  size_t pos = 0;
  while (pos < text.size())
  {
    if (is_letter(text[pos]) || is_digit(text[pos]))
    {
      size_t begin_pos = pos++;

      // ищем конец текущего набора алфавитно-цифровых символов
      while (pos < text.size() &&
             (is_letter(text[pos]) || is_digit(text[pos])))
        ++pos;

      // Извлекаем полное слово
      std::string_view current_word =
        text.substr(begin_pos, pos - begin_pos);

      // Дробим слово на отдельные токены
      split_word_into_tokens(current_word, result);
    }
    else
    {
      ++pos; // пропускаем неалфавитно-цифровые символы
    }
  }

  return result;
}

Ошибка связана со временем жизни объекта. Обратите внимание на фрагмент, где извлекаются слова:

std::string_view current_word = text.substr(begin_pos, pos - begin_pos);

Функция substr создаёт временный объект типа std::string, который затем разрушается. В результате в current_word сохраняются указатели на уже разрушенный объект.

Естественно, я попробовал запустить PVS-Studio. Он выявляет эту ошибку следующим предупреждением: V1017 [CWE-416] Variable of the 'string_view' type references a temporary object which will be removed after evaluation of an expression. Tokenizer_giga.cpp 79

Что интересно, приблизительно на том же споткнулся и DeepSeek. Он сгенерировал больше кода, так как не поленился повозиться с UTF-8, поэтому приведу здесь сразу выжимку:

std::vector<std::string_view>
  tokenize_string(const std::vector<char>& buffer)
{
  std::vector<std::string_view> tokens;
  ....
  std::string utf8_text = detect_and_convert_to_utf8(buffer);
  ....
  std::string_view token(utf8_text.data() + token_start, pos - token_start);
  ....
  tokens.push_back(token);
  ....
  return tokens;
}

В функции создаётся локальная переменная utf8_text типа std::string. Её разбивают на токены и записывают указатели на них в выходной массив tokens. Естественно, после выхода из функции переменная utf8_text уничтожается и ссылки становятся невалидными. К сожалению, здесь PVS-Studio пока помочь не смог: у него не получилось сопоставить время жизни utf8_text и tokens.

Осмысление

Было интересно наблюдать, как повышение сложности задачи привело к сбою в сгенерированном коде.

Наверное, нет одной причины, почему так получается, и влияние следующих моментов суммируется:

  1. Более обобщённая и, следовательно, менее чёткая постановка задачи.

  2. В мире меньше кода, который "умеет в UTF-8". Соответственно, система хуже обучена. Из этого следует, что чем более нетиповая задача решается, тем хуже будет результат.

  3. Класс std::string_view относительно молодой (C++17), и ещё создан не такой огромный объём кода с его участием, как, например, с std::string.

  4. Возможно, концепция времени жизни объектов сложна для обучения.

Пара слов про статический анализ. Наверное, может поменяться стиль использования инструментов для проверки кода. Здесь нет смысла править руками ошибку — проще заново сгенерировать весь код функции, уточнив задание. Анализатор поможет человеку быстрее понять, почему код не работает как ожидалось. И уже на основании этих знаний человек может указать генератору, что он сделал не так. В общем, поможет уточнить или переформулировать задачу. Или разбить её на несколько подзадач.

В противном случае остаётся или генерировать код, меняя формулировки, пока он не заработает, или самому делать обзор кода. Оба сценария так себе. Конечно, статический анализ не панацея, но если он поможет быстрее исправить ошибку, то замечательно. Собственно, так всегда и было :) В этом его суть.

P.S. Как и ранее, приглашаю в комментариях поделится подобными случаями.

Если хотите поделиться этой статьей с англоязычной аудиторией, то прошу использовать ссылку на перевод: Andrey Karpov. Stumbling block for AI: UTF-8.

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    "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

  • 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]

  • 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

  • 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

  • 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

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