Как CoAgents помогают связать LangGraph агентов с людьми.

Что такое CopilotKit?

CopilotKit — это мощный инфраструктурный фреймворк, который упрощает интеграцию функций, основанных на искусственном интеллекте, таких как чат-боты, агенты внутри приложения и инструменты интеллектуальной генерации текста. Платформа предлагает различные встроенные компоненты, позволяя разработчикам без проблем создавать приложения, осведомленные об их контексте. Ключевые компоненты включают:

CopilotChat:

Инструмент, который позволяет разработчикам создавать чат-ботов с поддержкой LangChain, LangGraph и других фреймворков, обеспечивая взаимодействие чат-ботов как с фронтендом, так и с бэкендом приложений.

CopilotTextarea:

Замена стандартного элемента ‘‘, данный компонент интегрирует возможности генерации и редактирования текста с помощью искусственного интеллекта.</p> <h4>Агенты внутри приложения:</h4> <p> Эти агенты имеют доступ к контексту приложения в реальном времени и могут инициировать действия на основе взаимодействия с пользователем, создавая динамичную и отзывчивую среду для конечных пользователей.</p> <h4>CoAgents:</h4> <p> Фреймворк для разработки агентов с участием человека в процессе, поддерживающий вмешательство человека, обмен структурированными данными в реальном времени и обеспечивающий прозрачный способ создания интеллектуальных систем, способных работать независимо, но также принимать руководство от операторов.</p> <h3>Решаемые проблемы CopilotKit</h3> <p>В интеграции искусственного интеллекта разработчики часто нуждаются в большем понимании контекста, улучшенном качестве взаимодействия и сложных требованиях к интеграции. CopilotKit решает эти проблемы через свой обширный фреймворк, который глубоко интегрируется с фронтендом и бэкендом приложений. Используя LangGraph, CopilotKit облегчает разработку агентов с искусственным интеллектом внутри приложения, способных выполнять задачи автономно или под контролем человека. Некоторые из основных проблем, которые решаются, включают:</p> <h4>Понимание контекста:</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 помощью CoAgents человеческие операторы теперь могут контролировать и вмешиваться в действия агентов, предотвращая ошибочные действия и обеспечивая, что агенты остаются на нужном пути.</p> </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="2024-10-02T16:14:54+01:00">2 октября 2024</time></div> <div class="wp-block-post-author has-small-font-size"><div class="wp-block-post-author__content"><p class="wp-block-post-author__name"><a 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