CoAgents CopilotKit: Простое подключение агентов LangGraph к людям.

CopilotKit и его CoAgents: Искусственный Интеллект для Вашего Бизнеса

Что такое CopilotKit?

CopilotKit — это мощный инфраструктурный фреймворк, который упрощает интеграцию функций, основанных на искусственном интеллекте, таких как чат-боты, агенты в приложении и инструменты для генерации текста, в современные приложения. Платформа предлагает различные встроенные компоненты, позволяя разработчикам легко создавать AI-функции, осведомленные о приложении. Ключевые компоненты включают в себя:

CopilotChat:

Инструмент, который позволяет разработчикам создавать чат-ботов с встроенной поддержкой LangChain, LangGraph и других фреймворков, что позволяет чат-ботам взаимодействовать как с фронтендом, так и с бэкендом приложений.

CopilotTextarea:

Замена стандартного элемента ‘‘, этот компонент интегрирует возможности генерации и редактирования текста с помощью искусственного интеллекта.</p> <h4>Агенты в Приложении:</h4> <p>Эти агенты имеют доступ к контексту приложения в реальном времени и могут инициировать действия на основе взаимодействия с пользователем, создавая динамическую и отзывчивую среду для конечных пользователей.</p> <h4>CoAgents:</h4> <p>Фреймворк для разработки агентов Human-in-the-Loop, поддерживающий вмешательство человека, обмен структурированными данными в реальном времени, обеспечивая прозрачный способ создания интеллектуальных систем, способных функционировать самостоятельно, но также принимать указания от человеческих операторов.</p> <h3>Решаемые Проблемы CopilotKit</h3> <p>В процессе интеграции искусственного интеллекта разработчики часто сталкиваются с необходимостью большего понимания контекста, улучшенного качества взаимодействия и сложных требований к интеграции. CopilotKit решает эти проблемы через свой комплексный фреймворк, который глубоко интегрируется с фронтендом и бэкендом приложений. Используя LangGraph, CopilotKit облегчает разработку агентов AI в приложении, способных выполнять задачи автономно или под контролем человека. Некоторые из основных проблем, которые решает CopilotKit:</p> <h4>Осведомленность о Контексте:</h4> <p>CopilotKit предоставляет агентам доступ к контексту приложения в реальном времени, обеспечивая им информацию для принятия обоснованных решений.</p> <h4>Вмешательство Человека в Процесс:</h4> <p>С CoAgents человеческие операторы могут наблюдать и вмешиваться в деятельность агента, предотвращая ошибочные действия и гарантируя, что агенты остаются на правильном пути.</p> <h3>Релиз CoAgents Beta: Трансформация Коллаборации Человек-ИИ</h3> <p>Релиз CoAgents Beta представляет собой значительное усовершенствование возможностей CopilotKit. Построенный на LangGraph, CoAgents позволяет разработчикам создавать системы AI с человеком в петле, которые соединяют полностью автономных агентов и контроль со стороны человека. Этот гибридный подход позволяет агентам выполнять сложные задачи, получая руководство от человека по необходимости. Основные функции CoAgents включают:</p> <h4>Стриминг Промежуточных Состояний Агента:</h4> <p>С помощью этой функции CoAgents могут передавать свои промежуточные состояния в пользовательский интерфейс приложения, обеспечивая пользователям видимость в то, что агент делает в реальном времени. Эта прозрачность позволяет пользователям проверять шаги агента и предоставлять корректирующие входные данные при необходимости.</p> <h4>Общее Состояние Между Агентами и Приложениями:</h4> <p>CoAgents облегчают двустороннюю передачу состояния между приложением и агентом, обеспечивая совместную работу в реальном времени и синхронизацию данных.</p> <h4>Вопросы и Ответы с Агентом:</h4> <p>Эта функция позволяет агентам задавать вопросы пользователям, когда требуется дополнительная информация для завершения задачи. Взаимодействия вопрос-ответ могут быть представлены в виде текста или обратной связи JSON в зависимости от контекста приложения.</p> <h4>Управление Агентом (Скоро):</h4> <p>В ближайшее время CoAgents позволит пользователям возвращать агентов к предыдущему состоянию, если они отклоняются от желаемого пути. Эта функция упростит исправление ошибок и повторный запуск процессов с конкретных контрольных точек.</p> <h3>Реальные Примеры Применения CopilotKit и его CoAgents</h3> <p>CopilotKit и его CoAgents были интегрированы в несколько инновационных приложений, расширяя возможности того, что могут достичь системы искусственного интеллекта. Некоторые известные примеры включают:</p> <h4>Приложение для Преобразования Текста в Презентацию:</h4> <p>CopilotKit использовался для создания генератора презентаций на основе искусственного интеллекта, который может искать контент в Интернете и создавать профессиональные слайды по любой теме. Это приложение использует Next.js, OpenAI, LangChain и Tavily, демонстрируя универсальность CopilotKit в обработке различных источников данных и API.</p> <h4>Платформа для Блоггинга на Искусственном Интеллекте:</h4> <p>Платформа для блоггинга, построенная с использованием CopilotKit, может исследовать темы и создавать статьи на основе запросов пользователей. Платформа интегрируется на уровне с OpenAI и LangChain, демонстрируя, как CopilotKit может автоматизировать сложные рабочие процессы в создании контента.</p> <h4>Конструктор Резюме на Искусственном Интеллекте:</h4> <p>Путем объединения Next.js, CopilotKit и OpenAI разработчики создали интерактивный конструктор резюме, который может динамически обновлять содержимое резюме на основе ввода пользователя и предоставлять рекомендации, сгенерированные искусственным интеллектом.</p> <h4>Генератор Детской Книги на Искусственном Интеллекте:</h4> <p>CoAgents были использованы для создания детской книги в демонстрационных целях. Искусственный интеллект помогает разрабатывать общий план сюжета, создавать персонажей, составлять главы и предоставлять описания изображений. Это приложение использует DALL-E 3 для генерации изображений, предлагая увлекательный способ создания интерактивных книг для детей.</p> <h3>Технические Возможности и Интеграция</h3> <p>В основе CopilotKit лежит интеграция с LangGraph, фреймворком для определения, координации и выполнения агентов LLM структурированным образом с использованием графов. Интеграция CopilotKit с LangGraph позволяет разработчикам создавать более сложные рабочие процессы, включающие агентов искусственного интеллекта и человеческие вводы. Следующие функции делают CopilotKit привлекательным выбором для интеграции искусственного интеллекта:</p> <h4>Дизайн с Фокусом на Фреймворке:</h4> <p>CopilotKit — это решение, ориентированное на фреймворк, которое легко соединяет каждый компонент приложения с двигателем AI-помощника.</p> <h4>Генеративный Пользовательский Интерфейс:</h4> <p>Платформа поддерживает создание пользовательских интерфейсов в виде чата или вместе с действиями, инициируемыми искусственным интеллектом. Эта функция улучшает пользовательский опыт и обеспечивает бесперебойное взаимодействие с AI-агентами.</p> <h4>Облачные Сервисы «Под Ключ»:</h4> <p>CopilotKit предоставляет встроенные облачные сервисы для масштабирования помощников, памяти помощников, истории чатов и ограждений. Это обеспечивает, что помощники становятся умнее с каждым взаимодействием и могут обрабатывать развертывания большого масштаба.</p> <h4>AI Чат-Бот в Приложении:</h4> <p>CopilotKit предлагает готовые компоненты для добавления AI чат-ботов в приложения, включая поддержку элементов головного интерфейса.</p> <h3>Будущее Искусственного Интеллекта: CoAgents и Синергия Человек-ИИ</h3> <p>По мере развития ландшафта искусственного интеллекта роль систем AI с человеком в петле становится все более заметной. В то время как полностью автономные агенты AI все еще находятся в далеком будущем, гибридные системы, такие как CoAgents, предлагают сбалансированный подход, используя возможности искусственного интеллекта и руководство человека. Эта синергия важна для создания систем AI, которые не только способны, но и надежны и доверительны.</p> <p>Через свой подход к открытому исходному коду CopilotKit приглашает разработчиков, стартапы и исследовательские учреждения к сотрудничеству в развитии возможностей систем с человеком в петле. Введение CoAgents укрепляет позицию CopilotKit как ведущей платформы для интеграции искусственного интеллекта. Он устанавливает новый стандарт для создания надежных, ориентированных на человека систем AI, которые могут эффективно функционировать в реальных сценариях.</p> <p></body><br /> </html></p> <p></p> <h3>Полезные ссылки:</h3> <ul> <h3> <li><a href="http://t.me/itinai">AI Lab in Telegram @itinai — бесплатная консультация</a></li> <li><a href="http://t.me/itinairu">Телеграм сообщество — @itinairu</a></li> </ul> </h3> </div> <div class="wp-block-group has-background-secondary-background-color has-background is-layout-flex wp-block-group-is-layout-flex" style="border-radius:10px;font-style:normal;font-weight:700;text-transform:capitalize"><div class="has-text-align-right wp-block-post-date"><time datetime="2024-10-02T15:17:40+00:00">02.10.2024</time></div> <div class="taxonomy-category has-text-align-left wp-block-post-terms"><a href="https://itinai.ru/category/ai-news" rel="tag">AI News</a></div> <div class="taxonomy-post_tag has-text-align-left wp-block-post-terms"><a href="https://itinai.ru/tag/ai" rel="tag">AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-business" rel="tag">AI Business</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-education" rel="tag">AI Education</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-healthcare" rel="tag">AI Healthcare</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-help" rel="tag">AI Help</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-in-finance" rel="tag">AI in Finance</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-libs" rel="tag">AI Libs</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-marketing" rel="tag">AI Marketing</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-news" rel="tag">AI News</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-product" rel="tag">AI Product</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-research" rel="tag">AI Research</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-sales" rel="tag">AI Sales</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-staff" rel="tag">AI Staff</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-startup" rel="tag">AI Startup</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-tech" rel="tag">AI Tech</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/ai-ux" rel="tag">AI UX</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/automation" rel="tag">Automation</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/edge-ai" rel="tag">Edge AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/explainable-ai" rel="tag">Explainable AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/marktechpost" rel="tag">MarkTechPost</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/natural-language-processing" rel="tag">Natural Language Processing</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/nlp" rel="tag">NLP</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/no-code-ai" rel="tag">No-code AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/open-source-ai" rel="tag">Open Source AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/quantization" rel="tag">Quantization</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/transform-ai" rel="tag">Transform AI</a><span class="wp-block-post-terms__separator">, </span><a href="https://itinai.ru/tag/xai" rel="tag">XAI</a></div></div> <div style="height:22px" aria-hidden="true" class="wp-block-spacer"></div> <h2 class="wp-block-heading has-text-align-center mobile-no-br has-primary-color has-text-color has-link-color wp-elements-5146ba94cba623f835e9c4dc3d575fec" style="margin-bottom:0;line-height:1.1">AI Бизнес-инкубатор itinai.ru будет работать на вас. 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16px; --itinai-container-border-radius: 24px; --itinai-input-height: 70px; --itinai-input-border-radius: 24px; "><div class="itinai-chatbot-box"><div class="itinai-chatbot-header"><p>Спроси — обсудим AI-подход к твоей задаче 📈</p></div> <div class="itinai-chatbot-messages" style="height: 400px; display: flex; flex-direction: column;"> <div class="itinai-chatbot-conversation-area" style="flex-grow: 1; overflow-y: auto; border: none;"> <div class="itinai-chatbot-message assistant"><div class="itinai-chatbot-bubble assistant-bubble"><p>AI снижает операционные расходы на 20–40% 📊 за 6 месяцев. А что бы вы сделали с этими деньгами?</p> <p>Опишите задачу — обсудим, как это можно реализовать у вас.</p></div></div> </div> </div>  <div class="itinai-chatbot-input-container"><textarea class="itinai-chatbot-input" placeholder="Опиши задачу — разберём вместе">