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Open Deep Search: как сделать открытый аналог Perplexity своими руками

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Искусственный интеллект (ИИ) - ключевой компонент современных поисковых систем. Однако большинство популярных решений, таких как Google, Perplexity и ChatGPT остаются проприетарными, что затрудняет научные исследования и развитие таких технологий. В то же время, открытые решения для интеллектуального поиска часто оказываются менее качественными. Это создает разрыв между закрытыми коммерческими системами и доступными для разработчиков инструментами, которые не обладают такой же производительностью и качеством. Для устранения этого разрыва исследователи представили открытый фреймворк Open Deep Search (ODS), который позволяет интегрировать мощные инструменты для веб-поиска с любыми большими языковыми моделями (LLM), обеспечивая конкуренцию с коммерческими системами.

Цель исследования

Авторы статьи Open Deep Search: Democratizing Search with Open-source Reasoning Agents ставят перед собой цель «демократизировать» интеллектуальные поисковые системы, предлагая полностью открытое и масштабируемое решение. В частности, исследование направлено на:

  • Разработку фреймворка для эффективной работы больших языковых моделей и поисковых механизмов, доступных для всех;

  • Демонстрацию того, что даже без закрытых корпоративных API можно достигать результатов, сопоставимых с коммерческими продуктами;

  • Презентацию двух ключевых модулей: Open Search Tool и Open Reasoning Agent.

Из чего состоит Open Deep Search

Open Deep Search (ODS) задуман как система «plug-and-play», которую можно интегрировать как с открытыми моделями (например, DeepSeek-R1), так и с закрытыми (GPT-4o, Claude).

ODS состоит из двух ключевых компонентов, работающих на базе выбранной языковой модели:

  • Open Search Tool - этот модуль получает запрос и извлекает информацию из интернета, которую затем можно предоставить языковой модели в качестве контекста. Open Search Tool выполняет несколько важных действий для улучшения качества поиска и релевантности контекста:

    1. Переформулирование исходного запроса различными способами, чтобы расширить охват поиска и получить более широкий спектр результатов;

    2. Получение результатов из поисковой системы, извлечение контекста из самых релевантных документов (сниппеты и связанные страницы);

    3. «Дробление» информации (chunking) и повторная сортировка (re-ranking), чтобы выделить наиболее релевантный контент;

    4. Специальная обработка отдельных источников (например, Wikipedia, ArXiv, PubMed); при наличии противоречивых данных инструмент может отдавать приоритет более надежным источникам.

      4102a682dbb6a5f915e282323ba7601e.png
  • Open Reasoning Agent - этот агент принимает пользовательский запрос и, используя базовую LLM и различные инструменты (включая Open Search Tool), формирует финальный ответ. Sentient предлагает две архитектуры агентов в составе ODS:

    1. ODS-v1: Использует ReAct-агент в сочетании с «Chain-of-Thought» (CoT) рассуждениями. ReAct-агенты чередуют шаги рассуждения («мысли») с действиями (например, обращение к инструменту поиска) и наблюдениями (результаты поиска). ODS-v1 итеративно задействует ReAct для получения ответа. Если ReAct-агент испытывает затруднения (что определяется отдельной моделью-судьей), он переходит к методике самосогласованности CoT (Self-Consistency), где модель генерирует несколько вариантов рассуждений, и выбирается наиболее часто встречающийся ответ.

    2. ODS-v2: Применяет «Chain-of-Code» (CoC) и агент CodeAct, реализованный с помощью библиотеки SmolAgents от Hugging Face. CoC использует способность LLM генерировать и выполнять фрагменты кода, а CodeAct применяет генерацию кода для планирования действий. ODS-v2 может управлять несколькими инструментами и агентами, что позволяет решать более сложные задачи, требующие продуманного планирования и при необходимости многократных итераций поиска.

      4459d8e3639045c112d80f4a1cdb55a7.png

Результаты

ODS с открытой моделью DeepSeek-R1, сравнили с популярными проприетарными аналогами, такими как Perplexity AI и GPT-4o Search Preview от OpenAI, а также со стандартными моделями вроде GPT-4o и Llama-3.1-70B. Для оценки использовались наборы FRAMES и SimpleQA, адаптированные под задачу проверки точности ответов в условиях поиска.

Пример работы Open Deep Search
Пример работы Open Deep Search

Результаты показали конкурентоспособность ODS. Обе версии — ODS-v1 и ODS-v2 — в сочетании с DeepSeek-R1 превзошли флагманские продукты Perplexity. Особенно примечательно, что ODS-v2 в паре с DeepSeek-R1 обошла GPT-4o Search Preview на сложном бенчмарке FRAMES и почти сравнялась с ним по показателям SimpleQA.

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Также была отмечена эффективность фреймворка: агенты в ODS научились эффективно пользоваться поиском, зачастую сами определяя, нужен ли еще один поиск или хватает уже полученных результатов. К примеру, ODS-v2 делала меньше веб-запросов для более простых вопросов SimpleQA по сравнению с более сложными многошаговыми задачами в FRAMES, тем самым оптимизируя расход ресурсов.

Выводы

Для организаций, которым требуются мощные возможности ИИ-рассуждения на основе актуальной информации, ODS является перспективным решением, предлагая открытую, настраиваемую и высокопроизводительную альтернативу коммерческим системам ИИ-поиска. Возможность подключения открытых LLM и инструментов позволяет компаниям лучше контролировать свой ИИ-стек и избегать «привязки» к одному вендору.

ODS разрабатывался с учетом модульности - он динамически решает, какие инструменты использовать, опираясь на их описания в промпте. Это означает, что он может легко взаимодействовать даже с незнакомыми инструментами, если они хорошо описаны, без необходимости дополнительной донастройки». Исходный код Open Deep Search доступен на Github.

***

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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