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Синхронизация речи и действий: голосовой AI ассистент

История о том, как я пытаюсь создать голосового AI помощника для моего 5-летнего сына.

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Создание AI помощника - идея не новая, особенно с учетом массового распространения ИИ в последний год и появления голосового ассистента от OpenAI и их Realtime API - которое позволяет разработчикам создавать мультимодальные интерфейсы с низкой задержкой преобразования речи в речь.

Хотя API OpenAI предлагает потрясающие возможности, высокая стоимость ($100 за 1 млн входных токенов и $200 за 1 млн выходных токенов) подталкивает к поиску более доступных решений. Поэтому я обратил внимание на опенсорсный проект LiveKit, предлагающий масштабируемую связь в реальном времени. Одной из интересных функций - возможность интеграции ИИ агентов. И я решил попробовать использовать их решение, для создания госового помощника.

Типичный pipeline голосового агента в LiveKit выглядит следующим образом:

Источник: https://docs.livekit.io/agents/quickstarts/voice-agent/

Если просто: голосовой поток пользователя преобразуется в текст. Полученный текст передается в большую языковую модель (LLM), которая, следуя заданным инструкциям (промпту), генерирует текстовый ответ. Текстовый ответ, сгенерированный LLM, преобразуется в аудиопоток. Сгенерированный аудиопоток воспроизводится.

В моем проекте используются следующие компоненты LiveKit:

  1. VAD: детектор голосовой активности - Silero VAD .

  2. SST (Speech-to-Text): Мультиязычная модель nova-2-general от Deepgram.

  3. LLM (Large Language Model): GPT-4o от OpenAI. Однако, LiveKit поддерживает и другие модели, совместимые с OpenAI API (Groq, Perplexity, TogetherAI и др.).

  4. TTS (Text-to-Speech): Использован сервис OpenAI с голосом "alloy". Возможны и другие варианты (Deepgram, и др.).

Цели проекта

Моя цель — создать интерактивного учителя, способного не только объяснять материал, но и управлять интерактивными инструментами в режиме реального времени, подобно живому учителю, который одновременно рассказывает и показывает. Ключевая задача — реализовать голосового помощника с "потоковым" управлением интерактивными инструментами .

Математика с интерактивной таблицей

Чтобы проверить идею управления интерактивными инструментами с помощью голосового помощника, я выбрал упражнение из учебника Oxford International Primary Maths на тему "десятки". Помощник должен объяснять материал и одновременно используя интерактивную таблицу выделять столбцы, строки или отдельные ячейки, иллюстрируя свои объяснения.

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Этапы реализации:

1. Создание интерактивной таблицы

На Vue.js создана интерактивная таблица 10x10, позволяющая выделять столбцы, строки и отдельные ячейки.

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2. Постановка задачи для LLM

LLM получила инструкцию: объяснить пятилетнему ребенку понятие "десятки" и как с ними считать, используя интерактивную таблицу.

Описание API для взаимодействия с таблицей:

Я описал взаимодействие с интерактивной таблицей через OpenAPI. Например, для выделения столбца должен быть использован вызов: http POST /highlight-column?column=1.

###API You may call interactive table use openAPI:
    openapi: 3.0.0
    info:
      title: Interactive Table API
      version: 1.0.0
      description: API for managing a 10x10 interactive number table
    paths:
      /highlight-column:
        post:
          summary: Highlight Column
          description: Highlights the specified column in the table
          operationId: highlightColumn
          parameters:
            - name: column
              in: query
              description: Column number to highlight (1-10)
              required: true
              schema:
                type: integer
                minimum: 1
                maximum: 10
          responses:
            '200':
              description: Successfully highlighted the column
      /highlight-row:
        post:
          summary: Highlight Row
          description: Highlights the specified row in the table
          operationId: highlightRow
          parameters:
            - name: row
              in: query
              description: Row number to highlight (1-10)
              required: true
              schema:
                type: integer
                minimum: 1
                maximum: 10
          responses:
            '200':
              description: Successfully highlighted the row
      /highlight-number:
        post:
          summary: Highlight Number
          description: Highlights the specified number in the table
          operationId: highlightNumber
          parameters:
            - name: number
              in: query
              description: Number to highlight (1-100)
              required: true
              schema:
                type: integer
                minimum: 1
                maximum: 100
          responses:
            '200':
              description: Successfully highlighted the number
              
###CALL API          
If you need to set an example for a child, always use an interactive table, for example:
```http POST /highlight-column?column=1```

Ответ LLM: LLM генерирует вызов функции непосредственно в ответе, а не отдельным процессом.

Пример ответа
Пример ответа

3. Синхронизация вызова функции и воспроизведения аудио

Основная сложность заключалась в синхронизации вызова функции с воспроизведением аудио. Синхронизация должна происходить именно во время воспроизведения, а не во время генерации ответа LLM или преобразования текста в речь.

Архитектура потока данных

Базовый поток данных в системе выглядит следующим образом:

STT → LLM → TTS → PlayoutAudio

Для реализации синхронизации потребовалось внести изменения в исходный код проекта LiveKit на следующих этапах LLM - TTS - PlayoutAudio. А именно, найти и пробросить на все дальнейшие этапы “вызов функции”.

  1. Анализ ответа от LLM: На этапе получения ответа от LLM (в режиме stream) добавлена посимвольная проверка на наличие маски вызова функции, которая определяет, есть ли в тексте вызов функции. Найденная функция собирается как отдельное предложение.

  2. Обработка TTS: Текст, генерируемый LLM (в режиме stream), накапливается в буфере и периодически, когда набирается достаточно данных (достигнута минимальная длина предложения), отправляет на генерацию аудио.

    При этом, если при разбивке на предложения мы встречаем “вызов функции”, то следующему предложению мы добавляем отдельный параметр call_tools, а сам “вызов функции” не оптравялется в TTS (озвучивать же его не надо).

    Таким образом это эмулируют стриминг, разбивая текст на предложения и отправляя каждое предложение в TTS . Это позволяет обрабатывать длинные тексты, обеспечивая постепенное получение аудиофреймов.

  3. Воспроизведение и вызов функции: На этапе воспроизведения (PlayoutAudio) происходит проверка call_tools в каждом аудиофрейме. Если call_tools содержит данные, то осуществляется вызов соответствующей функции в момент начала воспроизведения текущего аудиофрейма. Это обеспечивает синхронизацию с содержанием, произносимым в данный момент.

Схематичное представление (сгенериовано с помощью Claude 3.5 Sonnet - спасибо ИИ за это)
Схематичное представление (сгенериовано с помощью Claude 3.5 Sonnet - спасибо ИИ за это)

Таким образом, данная архитектура позволяет достигнуть синхронизации: разбиение текста на предложения и обработка каждого предложения в отдельном экземпляре - ключевой элемент реализации, позволяющий связать команды с аудио и обеспечить их синхронное выполнение.

P.S. Разбиение на отдельные предложения уже был реализован в LiveKit для работы с нестриминговыми TTS.

Почему стандартный вызов функций не подошёл

Как вы знаете LLM может вызывать функции, чтобы управлять внешними сервисами и на самом деле LiveKit реализовало поддержку call function.

Однако, стандартный вызов функций LLM - не обеспечивал необходимую синхронизацию, проблемы возникали при множественных вызовах, не позволяя четко определить момент их исполнения.

Небольшой тест работы вызовов функций в "потоковом" режиме

Cмотреть тут - telegram

Это лишь первые эксперименты, и я планирую дальше развивать данный проект. Любые ваши предложения и критика помогут мне улучшить ассистента быстрее. Спасибо!

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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

  • 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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