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Building a Multi-Agent System

Building a Multi-Agent System

Multi-agent systems represent the next phase of software automation. In February 2026, I hosted a workshop at GDG Cloud San Fernando Valley focusing on building a distributed multi-agent system.

This hands-on workshop explored orchestrating multiple specialized agents. I demonstrated building a system with specialized agents (Researcher, Judge, Content Builder, Orchestrator) using Gemini and Pydantic.

Key Takeaways:

  • Multi-Agent Architecture: Defining specialized agent roles and communication protocols.
  • Agent Orchestrator: Building a central coordinator using state machines.
  • Pydantic Validation: Ensuring structured, type-safe communication between agents.
  • GCP Deployment: Hosting the multi-agent backend on Google Cloud Run.

View the Presentation

View the workshop slides to see the system architecture diagrams and code examples.