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Build Complex Workflows with Agents

Design and create sophisticated multi-agent workflows through conversational collaboration with Graph Designer.

Overview

Complex workflows combine multiple specialized Agents working together through structured connections, conditional routing, and dynamic decision-making. Graph Designer enables you to build these workflows through natural conversation without manual configuration.

What Makes a Workflow Complex

Feature Simple Workflow Complex Workflow
Nodes 2-3 linear steps Multiple specialized nodes with different roles
Flow Sequential execution Conditional branching, loops, parallel processing
Logic Fixed routing Dynamic path selection based on results
Tools Single tool category Multiple tool types (MCP, File, Sub-agent, Memory)
Refinement Single pass Iterative improvement with quality loops

Building Complex Workflows

Graph Designer provides conversational workflow design. Instead of manual configuration, describe your needs and collaborate with the Agent to create the workflow.

Design Process

Stage What Happens Your Role
Describe Goals Tell Graph Designer what process you want to automate "I need to automate code review with quality checks"
Clarify Requirements Agent asks about stages, tools, quality gates, branching logic Answer questions about workflow details
Review Draft Agent creates workflow configuration as a JSON file Review the design in the file system
Refine Iteratively Provide feedback on what to improve "Add a retry loop for failed checks"
Approve & Deploy Agent registers the workflow to the system Confirm when satisfied with the design

Get Started

To build complex workflows, use the Graph Designer tool which provides:

  • Complete design specification with all configuration options
  • Conversational guidance through the design process
  • Export existing workflows to learn from successful patterns
  • Iterative refinement based on your feedback
  • Validation and registration to the system

→ Learn how to use Graph Designer