What I Learned from Google’s 5-Day AI Agents Intensive Course (Day 1): Building and Orchestrating Multi-Agent Systems with ADK
Last Updated on November 13, 2025 by Editorial Team
Author(s): Laura Verghote
Originally published on Towards AI.
Building reasoning agents with the Agent Development Kit (ADK), orchestrating the Think–Act–Observe loop, and exploring real multi-agent design patterns with Gemini.
This week I am participating in Google’s 5-Day AI Agents Intensive Course. This is a week-long, hands-on sprint for building real AI agents. The program, created by Google’s ML researchers and engineers, combines theory, codelabs, and live discussions. Its goal is to help developers move beyond LLM demos and build production-ready systems that integrate models, tools, orchestration, memory, and evaluation.

Day 1 of Google’s AI Agents Intensive establishes fundamental concepts about building AI agents, focusing on the orchestration layer which governs agent decision-making and tool usage. The course emphasizes the importance of context engineering in enhancing agent performance, and practical exercises are provided through Kaggle codelabs. Topics such as the classification of agents based on their capabilities and different patterns for multi-agent systems are also covered, with a clear progression from singular agenda to collaborative frameworks that refine processes dynamically.
Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Take our 90+ lesson From Beginner to Advanced LLM Developer Certification: From choosing a project to deploying a working product this is the most comprehensive and practical LLM course out there!
Towards AI has published Building LLMs for Production—our 470+ page guide to mastering LLMs with practical projects and expert insights!

Discover Your Dream AI Career at Towards AI Jobs
Towards AI has built a jobs board tailored specifically to Machine Learning and Data Science Jobs and Skills. Our software searches for live AI jobs each hour, labels and categorises them and makes them easily searchable. Explore over 40,000 live jobs today with Towards AI Jobs!
Note: Content contains the views of the contributing authors and not Towards AI.