Google ADK Masterclass: Build Self-Evolving AI Agents From Scratch

This masterclass teaches how to build self-evolving AI agents using Google's Agent Development Kit (ADK) that go beyond basic chatbots. The course covers enterprise-grade autonomous agents with event-driven architecture, memory systems, and self-improvement capabilities. Participants learn to create agents that maintain context, adapt to user needs, and operate independently in production environments.

Key Points

• •Move beyond reactive chatbots to autonomous, event-driven agents that can operate independently
• •Implement persistent memory systems so agents remember user context and preferences across sessions
• •Design agents with self-evolution capabilities that improve performance over time through feedback loops
• •Use Google ADK framework to structure agent architecture with clear separation of concerns
• •Build event-driven workflows that trigger agent actions based on system events and user interactions
• •Integrate multi-step reasoning and planning into agents for complex task execution
• •Implement monitoring and observability to track agent behavior and performance in production
• •Design agent communication protocols for multi-agent systems and enterprise integration
• •Apply prompt engineering and fine-tuning techniques specific to autonomous agent behavior
• •Deploy agents at scale with proper error handling, fallback mechanisms, and safety guardrails

Workflow Diagram

Concepts