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Собрать команду ИИ-агентов: инструменты для дата-сайентистов, разработчиков, тестировщиков и инженеров

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Мы запустили собственную платформу полного цикла производства ПО с ИИ‑агентами — MWS DevRails. Решение позволяет управлять жизненным циклом продукта и контролировать все этапы создания ПО: от проектирования и анализа до разработки, тестирования и выхода официального релиза. В платформу интегрированы ролевые ИИ-агенты, которые автоматизируют до 40% задач, позволяя увеличить скорость разработки.

И сегодня больше расскажем о других фреймворках и библиотеках, предлагающих возможности ИИ-агентов для обработки данных и визуализации содержимого датасетов.

Помощник для работы с базами

ToolFront — это инструмент для информационного поиска, который распространяется под лицензией MIT. Он появился в начале этого года; его представили разработчики из компании Kruskal, для которой ToolFront является дебютным проектом. Поиск информации выполняется путем отправки текстовых запросов с помощью команды ask("..."). Обращаться можно к базам данных, документам или API.

Среди поддерживаемых СУБД также числятся DuckDB, MySQL, ClickHouse, SQLite и многие другие. Подключение к базам данных выполняется локально, а секреты не передаются языковым моделям. При этом разрешены только безопасные запросы на чтение (read-only). Что касается API, то ToolFront поддерживает интерфейсы со спецификацией OpenAPI или Swagger. Поскольку ToolFront построен на базе Python-фреймворка Pydantic AI, он работает с большинством известных LLM. Инструмент не имеет dedicated-документации, однако необходимая информация для начала работы собрана в README-файле. В нем есть довольно компактное руководство для быстрого старта, а также примеры и параметры для работы с конкретными СУБД и ML-моделями.

Команда ИИ-агентов

AI Data Science Team — это Python-библиотека с набором ИИ-агентов для обработки данных, их очистки, конструирования признаков. Проект выложен под лицензией MIT. Его представила компания Business Science, которая обучает дата-сайентистов [еще она курирует awesome-подборку на GitHub с сотней ресурсов, посвященных разработке и внедрению GenAI].

Каждый ИИ-агент в наборе отвечает за свою задачу: генерацию визуализаций с помощью библиотеки plotly, преобразование данных в формат, подходящий для машинного обучения, и проч. Также есть агент, который использует опенсорсную платформу MLFlow для построения системы управления ML-моделями — позволяет создавать новые проекты и эксперименты, сохранять/извлекать модели и так далее. Общую структуру доступных агентов авторы приводят на этой схеме.

В репозитории проекта на GitHub также можно найти несколько примеров приложений, которые были разработаны с помощью AI Data Science Team. Одно даёт возможность анализировать содержимое Excel/CSV-файлов, обобщать данные и строить графики. А другое — позволяет проводить корреляционный и разведочный анализ данных. Ещё пример — приложение для генерации SQL-запросов на естественном языке.

Стоит отметить, что проект находится на ранних этапах разработки, однако он уже набрал больше 2 тыс. звезд. И в планах разработчиков расширить спектр ИИ-агентов — например, для корреляционного анализа и интерпретируемой машинной обработки.

Ещё один фреймворк для баз

Речь идёт о фреймворке Ryoma, который вышел под лицензией Apache 2.0. Он превращает пользовательские вопросы на естественном языке в SQL-запросы, а затем отображает результаты в удобном для чтения виде. При этом инструмент позволяет проводить не только поиск информации по базам данных, но и её полноценный анализ. Например, можно попросить Ryoma исследовать финансовые показатели компании — это могут быть темпы роста за последние двенадцать месяцев или прогноз доходов и расходов на следующий квартал на основе текущих тенденций.

Ryoma поддерживает такие источники, как Snowflake, Sqlite, BigQuery, Postgres, MySQL, а также файлы форматов CSV, Excel и Parquet.

Работа с ИИ-моделями ведётся через пользовательский интерфейс Ryoma Lab (построен на reflex). Что касается стека Ryoma, то он включает несколько элементов. LangChain отвечает за бесшовную интеграцию языковых моделей, а Ibis и Amundsen нужны для поиска и анализа данных. Полный список можно найти в репозитории.

Документация проекта компактная, но включает описание архитектуры и API, а также руководство для быстрого старта (с установкой, настройкой, подключением к источникам данных). Ещё в ней представлен подраздел с лучшими практиками, в котором авторы рекомендуют грамотно подходить к выбору режима работы Ryoma: Basic подходит для простых запросов, Enhanced для комплексных задач, а ReFoRCE для исследовательской работы.

Для разработки ML-приложений

Taipy — это Python-библиотека (лицензия Apache 2.0) для разработки data-driven приложений. Она была представлена одноименной компанией, которую основали два инженера: Винсент Госселин и Альберт Антуан. По словам авторов, они разработали Taipy, чтобы упростить внедрение ИИ-алгоритмов.

Taipy позволяет писать веб-интерфейсы без необходимости глубокого знания JavaScript или фронтенд-фреймворков. Инструмент поддерживает Markdown, HTML-подобный синтаксис и динамические компоненты.

В то же время Taipy поставляется с интерфейсом командной строки, системой контроля версий и миграции данных, а также с модулями телеметрии и мониторинга. Можно создавать не только UI, но и бизнес-логику (например, обработку данных, API). Библиотека совместима с Pandas, NumPy, Matplotlib, Scikit-learn и другими.

В целом документация проекта исчерпывающая и содержит руководства для старта, описания компонентов, нюансы интеграции и управления сценариями. Также разработчики подготовили специальный материал, который поможет спроектировать первое приложение.

Другие обучающие материалы от команды посвящены написанию чат-ботов: первый на основе LLM, второй с поддержкой RAG.

MWS DevRails

Прежде чем предлагать MWS DevRails внешним заказчикам, с помощью её инструментов мы организовали управление производственным процессом для более чем 400 цифровых продуктов и сервисов МТС.

За счёт отказа от разрозненных решений в пользу единой платформы, нам удалось на 40% сократить срок вывода новых продуктов на рынок, а также значительно повысить надёжность ИТ‑систем.

Платформа содержит комплекс интегрированных между собой инструментов для следующих задач:

  • управление архитектурой;

  • работа с кодом;

  • отслеживание производственных метрик и бизнес-показателей;

  • проведение мобильного и кросс-браузерного тестирования;

  • и других.

Встроенные AI Copilot-программы позволяют экономить до 40% рабочего времени специалистов за счёт автоматизации:

  • Product Owner Copilot в таск-трекере полностью описывает требование к разработке;

  • Analytic Copilot оценивает качество написанного требования и даёт рекомендации по улучшению описания;

  • Test Designer Copilot готовит 50% тест-кейсов.

MWS DevRails доступна как для развёртывания на инфраструктуре заказчика, так и в облаке. Больше подробностей на странице.

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    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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