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Многоагентная схема в ChatGPT или о пользе шизофрении

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Эта история - реальный кейс об одном из способов заставить ChatGPT делать именно то что ты хочешь, а не то что получится.

Спойлер: В результате я получил от ChatGPT то что хотел. Однако путь которым пришлось пройти сильно напоминает комедию с элементами детектива.

Спойлер: Промпт присутствует. Может быть полезен для сортировки слабоструктурированных текстовых массивов информации.

Условия задачи:

Мне нужно было написать сценарий документально видеоролика длительностью около часа, с элементами аналитики. Предположим, про Илона Маска (все имена и явки вымышлены и не имеют отношения к нашей реальности).

Поиск

При помощи ChatGPT я великолепно собрал исходную информацию:

  • Дал задание ему искать и в русскоязычных и в англоязычных источниках, с ссылками на первоисточник.

  • Задал ему стиль изложения. А то ведь он не просто ищет информацию, а ПЕРЕСКАЗЫВАЕТ её. Так пусть хоть пересказывает в нужном стиле, а не в своем доброжелательно-дебильно-политкорректно стерилизованном.

  • На его предложения о том что он может рассказать дополнительные подробности я часто соглашался.

  • Если проявлялся интересный нюанс, просил дать мне информацию и о нем тоже.

Одним словом я был доволен.

Искренне рекомендую ChatGPT для ситуаций, когда нужно осуществить глубокий поиск по массовым темам.

На выходе у меня получился файл на 120 страниц с плохо структурированной информацией.

Плохо структурированной потому что когда просишь его “расскажи во всех подробностях”, то он начинает с предыстории и заканчивает выводами. Да и я постоянно отклонялся от основной канвы, чтобы собрать дополнительную информацию.

Далее мне предстояло этот файл на 120 страниц упорядочить, иначе я в нем утонул бы.

Попытка 1

Первая логичная мысль: попросить ChatGPT рассортировать этот файл согласно таймлайну, то есть в порядке хронологии. Логичная ведь мысль?

Выяснились 2 вещи:

  1. 120 страниц в него не лезет. Ну это ладно, можно попробовать по частям.

  2. Он уже забыл то что сам же нашел и мне пересказал.

Вот второе - критично. Делает сортировку невозможной.

Попытка 2

Ладно, я решил попробовать скормить ему собранную им же информацию, и пересказать ее мне в соответствии с таймлайном.

У ChatGPT есть 2 проблемы, которые меня реально бесят:

  1. Доброжелательно-тупой америкосовский стиль изложения. Насчет термина “тупой” претензии не ко мне, а к Михаилу Задорнову, он этот факт открыл и обосновал.

  2. Он стерилизует материал. Из материала исчезают конкретные имена, даты, географические названия. Остается выхолощенный пересказ с нарративом “за все хорошее против всего плохого”.

С этим можно бороться, но об этой его особенности нужно помнить.

Я не вспомнил, и материал который мне сделал ChatGPT напоминал кисельную сладенькую сказочку.

Выходов два:

  • Обучить ChatGPT. Но я работаю над разными текстами, и не уверен что обученный он мне не испортит все следующие материалы.

  • В каждом промпте давать ему указания о стиле написания и о сохранении фактических данных. Хотя, может и не помочь.

Попытка 3

Ладно, я задал ему стиль изложения. Крепко-накрепко указал сохранять все фактические данные. Категорически приказал писать все-все-все подробности!

Результат получился… ну, скажем, парадоксальным.

Он рассказал мне в нужном стиле, с большим количеством подробностей.

Однако, я вдруг наткнулся на какие-то новые имена и события.

Я подумал, что возможно это информация из той части сырьевого материала, которую я еще не прочел?

Но вот тот факт, что мать условного Илона Маска теперь звали по другому, вселил в меня смутные сомнения…

Оказалось, что все-таки он половину выдумал сам, и качественно встроил в исходную информацию.

Так что эксперимент опять не удался.

Попытка 4

Но я же упорный. Мне же лень целый день сортировать информацию вручную. Я лучше потрачу два дня на то чтобы заставить это сделать компьютер!

Я спросил у ChatGPT о том как бы он посоветовал решить возникшую проблему.

Он посоветовал сделать разметку исходного материала. С чем мне в итоге пришлось согласиться.

Сделал разметку. Твердо-натвердо приказал ни в коем случае не менять исходный текст. Отправил на исполнение.

И что? Вы думаете на этом все закончилось?

Получив от ChatGPT полученный материал я бегло посмотрел что получилось и возрадовался! Тот материал который был у меня перед глазами, был упорядочен в соответствии с моими идентификаторами!

А потом я проверил объем исходного материала, который я скормил GPT и полученного от него.

Полученный был примерно в 2 раза меньше(((

Нет, ну я конечно понимаю, что в исходном материале много информации дублировалось, потому что поиск-то я проводил многократный. Но вопрос в том что он удалил - менее или более подходящие мне информационные блоки?

Дальше у нас с ним состоялся разговор. Чтобы изложить компактно, перескажу своими словами:

Я: Слушай, а тут не вся информация…

Он: Вся.

Я: Верни текст в состояние до редактирования.

Он: Вернул.

Я: Ну вот же, смотри, вот же фраза “ХХХ”, а в итоговом документе она отсутствует?

Он: Нет здесь фразы “ХХХ”.

Я: А это что?

Он: В шаблоне обрабатываемого документа эта фраза отсутствует. Обновить шаблон?

Я: Ну, обнови.

Он: Не могу обновить шаблон, возможно слишком сложное форматирование. И вообще, у вас закончился лимит, продолжение работы возможно через 3 часа.

Попытка 5

Я уже было решил плюнуть, и сделать вручную. Но нут в голове всплыла информация, что в основе GPT лежит векторизация.

То есть я вижу текст. А он вместо этого текста видит цифры.

И если у меня перед глазами два блока текста которые очень похожи, то у него перед глазами получается одно и то же число. А зачем ему два одинаковых числа? Одного достаточно.

Это и дало мне решение. Я решил использовать агентную схему.

Вот что о ней говорит ChatGPT: Это может быть эффективным и структурированным способом решения сложных задач. Такой подход называется многоагентной схемой и работает аналогично конвейеру, где результат одного этапа передаётся на следующий.

Получается, что если устроить у ChatGPT шизофрению, то есть раздвоение (растроение и т.д.) личности, то можно лучше контролировать каждый отдельный этап обработки информации. Потому что у этих отдельных личностей внутри GPT задача упрощается, так как уменьшается взаимовлияние этапов обработки информации.

Дальше не интересно, дальше все сработало.

Единственно, загружать файлы для обработки лучше в TXT формате. В этом случае итоговый файл ChatGPT предлагает скачать тоже в формате TXT. При попытке загрузить файл в PDF, итоговый файл формируется на холсте. И там возможны неожиданности. Или нужен третий агент для отображения на холсте. Шизофрения она такая… многогранная.

Вот рабочий промпт:

У нас многоэтапная задача: нужно рассортировать текст по смысловым блокам.

Термины:

- Исходный документ: текст, который передаётся в обработку.

- Итоговый документ: текст, получившийся в результате обработки.

- Идентификатор: пять символов в формате "::NNN", где "NNN" — три цифры.

- Текстовый блок: неизменяемый блок текста, начинающийся с идентификатора и заканчивающийся перед следующим идентификатором или в конце документа.

Важно: текстовые блоки нельзя изменять, сокращать, перефразировать, менять форматирование или исключать. Можно только менять их порядок.

Шаги обработки:

Мы используем двух агентов — аналитика и архивариуса. Каждый выполняет свою часть работы.

1. Аналитик:

- Определяет текстовые блоки в исходном документе.

- Передаёт архивариусу каждый текстовый блок вместе с его идентификатором.

2. Архивариус:

- Получает текстовые блоки и идентификаторы от аналитика.

- Вставляет текстовый блок в итоговый документ.

Порядок вставки:

1. Если в итоговом документе уже есть блоки с таким же идентификатором, новый блок размещается после них.

2. Если блоков с таким идентификатором нет, новый блок размещается после всех блоков с меньшими идентификаторами.

Пример:

Исходный документ:

::002

Это текст блока 002.

::001

Это текст блока 001.

::003

Это текст блока 003.

Итоговый документ:

::001

Это текст блока 001.

::002

Это текст блока 002.

::003

Это текст блока 003.

END

Источник

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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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