Build Interactive Agents with Generative UI

2026-05-06 · Source: DeepLearningAI · Field: Technology & Digital — Artificial Intelligence & Machine Learning, Software Development & Engineering · Depth: Intermediate, quick

Summary

This short course, developed in partnership with Co-pilot Kit and taught by co-founder Atri Bakhtiari, focuses on building interactive AI agents that generate custom user interfaces (UIs) rather than just plain text responses. Traditional AI agents often return lengthy text messages after reasoning and tool calls. This course teaches developers to integrate agents directly into a React front-end using Co-pilot Kit and AGUI, enabling them to output interactive components such as forms, charts, and buttons. The goal is to move beyond command-line-like text interactions towards more accessible, full-featured AI applications, similar to the transition from MS-DOS to graphical operating systems like Windows and Mac. Upon completion, participants will have a production-ready full-stack agent application.

Key takeaway

For AI Engineers building user-facing applications, you should explore generative UI frameworks to enhance agent interactions. Moving beyond plain text responses to custom, interactive interfaces like forms and charts can significantly improve user experience and drive broader adoption of your AI solutions. Consider integrating tools like Co-pilot Kit and AGUI into your React front-ends to achieve this.

Key insights

AI agents are evolving from text-only outputs to generating interactive, custom user interfaces.

Principles

• All UI is becoming AI.
• Interactive UIs drive mass adoption.

Method

Integrate AI agents directly into a React front-end using Co-pilot Kit and AGUI to enable generative UI outputs like forms, charts, and buttons, creating a full-stack agent application.

In practice

• Generate forms with agent responses.
• Display charts from agent data.
• Add interactive buttons to agent UIs.

Topics

• Generative UI
• AI Agents
• Co-pilot Kit
• React Front-end
• AGUI

Best for: AI Engineer, Software Engineer, AI Student

Related on AIssential

• Coming Soon: Build Interactive Agents with Generative UI — Generative UI allows AI agents to dynamically display custom, interactive components instead of text.
• tambo-ai / tambo — Tambo AI enables React developers to build generative UIs where AI agents dynamically render and interact with components.
• The Interface Stopped Being a Thing You Build — Generative UI, enabled by protocols like MCP Apps, shifts interfaces from fixed artifacts to on-demand, model-composed experiences.
• Generative UI Is the New Frontend — Generative UI enables AI agents to dynamically render interfaces, shifting from description to direct visual output.
• Agents on the Canvas in tldraw — Steve Ruiz, tldraw — AI agents can evolve from single-shot generation to collaborative, orchestrated entities directly interacting with canvas environments.
• Generative UI in Angular: Rendering AI-Chosen Components in Chat — Hashbrown enables Angular applications to integrate generative UI, allowing LLMs to render existing design system components.

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Editorial summary, takeaway, and curation by AIssential. Original article published by DeepLearningAI.