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[Перевод] Ошибки ИИ радикально отличаются от человеческих

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Нам нужны новые системы безопасности, учитывающие их странности

Люди регулярно ошибаются — это часть нашей повседневной жизни. Мы можем допустить промах как в новых, так и в привычных действиях. Одни из них несущественны, другие — фатальны. Они способны подорвать доверие окружающих, испортить репутацию на работе или даже стать вопросом жизни и смерти.

За тысячелетия человечество создало множество механизмов, минимизирующих типичные промахи. В казино, например, часто меняют крупье, поскольку монотонность увеличивает вероятность сбоев. В больницах пациенты перед операциями получают пометки на теле, чтобы врачи не перепутали часть тела, и проводят проверку инструментов, чтобы ничего не осталось внутри. Мы научились справляться с человеческим фактором — от корректуры текстов и двойной бухгалтерии до апелляций в судах.

Теперь в обществе активно внедряется новый тип участника процессов — искусственный интеллект (ИИ). Системы, вроде больших языковых моделей (LLMs), решают когнитивные задачи, которые ранее были доступны только людям. Но и они не безупречны. Порой их «советы» — как есть камни или добавлять клей в пиццу — вызывают недоумение. Однако важен не сам факт наличия сбоев, а природа этих сбоев — она совсем иная, чем у человека.

Многие риски, связанные с ИИ, проистекают из этой разницы. Нам нужны новые системы безопасности, адаптированные под специфику машинного мышления, чтобы свести к минимуму потенциальный вред.

Человеческие ошибки vs. ошибки ИИ

Жизненный опыт помогает нам предсказывать, где и почему может оступиться человек. Обычно сбои происходят на границах знаний: большинство из нас легко допустит ошибку в сложной математике. Мы понимаем, что промахи часто идут "пачкой": неуверенность в одном вопросе тянет за собой другие. Мы также знаем, что на надежность влияет усталость или отвлеченность. И чаще всего человек осознаёт, когда чего-то не знает: тот, кто не силён в матанализе, вероятно, прямо скажет «не знаю».

Когда ИИ допускает нечто подобное, мы можем использовать знакомые методы проверки. Однако современные языковые модели демонстрируют совершенно иной характер поведения.

Машинные промахи кажутся случайными, без очевидной привязки к теме. Ошибочные ответы могут касаться как сложных математических задач, так и абсурдных заявлений вроде «капуста ест козу». Кроме того, модели не признаются в своей неуверенности — они с одинаковой уверенностью сообщают как достоверные, так и абсурдные факты. Такая непоследовательность мешает полагаться на их выводы в многошаговых рассуждениях. Если ИИ участвует в решении бизнес-задач, важно не только, чтобы он знал, какие факторы влияют на прибыль, но и чтобы не "забыл", что такое деньги.

Как справляться с промахами ИИ?

Это приводит к двум ключевым направлениям исследований. Первое — создать модели, чьи недочёты больше похожи на человеческие. Второе — разработать совершенно новые механизмы, учитывающие специфику ИИ.

Уже есть технологии, позволяющие сделать модели ближе к человеку. Их разрабатывают в рамках направления по «выравниванию» ИИ — чтобы система следовала целям и намерениям своих создателей. Например, обучение с подкреплением через обратную связь от людей (RLHF), использованное в ChatGPT, «поощряет» ответы, которые одобряются экспертами. Такой подход может быть адаптирован для того, чтобы снижать вероятность непонятных или «инородных» промахов.

Для контроля качества машинных ответов частично подходят и традиционные методы. Например, можно заставить модель перепроверять свои рассуждения. Но даже при этом она способна выдумать правдоподобное объяснение чему-то явно нелепому.

Есть и подходы, которые применимы только к ИИ. Машинам не страшна усталость — это позволяет задавать один и тот же вопрос разными способами и сравнивать ответы. Для человека это утомительно, но ИИ справится.

Понимание различий — ключ к доверию

Исследователи всё ещё выясняют, чем именно машинные сбои отличаются от человеческих. Некоторые проявления ИИ оказываются ближе к человеку, чем казалось. Например, небольшие изменения в формулировке запроса могут изменить результат — явление, известное как чувствительность к формулировке. Но и люди так себя ведут: социологи знают, как важна точность вопросов в опросах.

LLM также склонны повторять самые частотные слова из обучающих данных, даже если они неуместны — например, «Америка» в контексте обсуждения экзотических стран. Это напоминает «эффект доступности», когда система выбирает первое, что «всплывает». Подобно человеку, LLM может «терять внимание» к середине длинного документа, лучше запоминая начало и конец. Однако есть прогресс: при дообучении на задачах извлечения информации из длинных текстов модели начинают справляться лучше.

Иногда ИИ ведёт себя слишком по-человечески. В одном исследовании модели «стимулировали» обещанием награды или угрозами, как людей. Лучшие «джейлбрейки» (способы обмануть ИИ и заставить его нарушить правила) часто копируют уловки из человеческого общения: представляться другим, делать вид, что запрос — шутка. Но есть и такие способы, на которые человек бы не повёлся — например, использование ASCII-графики, чтобы обойти фильтры при опасных вопросах.

Люди могут ошибаться нелепо и внезапно, но это редкость, и таким людям обычно не поручают принятие критически важных решений. Того же стоит придерживаться и в случае ИИ: ограничивать его использование задачами, в которых он действительно силён, и всегда помнить о возможных последствиях его «сбоев».

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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

  • 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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