# Advanced topics

EARLY ACCESS

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Once you have created and tested your AI agents, use these guides to extend their capabilities. Connect agents to external services, coordinate multi-agent workflows, control response formats, and optimize prompt design.

Each guide is standalone, so you can explore them in any order based on your needs.

Orchestration

Coordinate multiple subagents using an orchestrator to manage complex multi-step workflows.

Structured output

Define JSON schemas to enforce specific response formats for integration with Chatbots and other systems.

Agent manifests

Understand agent manifests for configuration, deployment, and version control.

MCP servers

Connect agents to external tools and services using the Model Context Protocol.

Use chatbot components in AI agents

Design and integrate chatbot components as tools for your agents.

Write prompts for AI agents

Best practices for writing effective prompts including role definition, instructions, and behavioral guidelines.

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