Session
From Chatbots to Teams of AI: Building Self-Correcting Multi-Agent Systems with ADK & A2A
Most AI demos today focus on a single chatbot answering questions. But real-world problems are rarely solved by one “smart” assistant.
In this session, we’ll explore how multiple AI agents can work together like a real team — each with a clear role — to solve complex tasks more reliably. Just like humans, some agents research, some review, some create content, and one coordinates the entire process.
Using a practical example of an AI-powered course creation system, you’ll see how agents can collaborate, review each other’s work, fix mistakes, and produce better results than a single AI model acting alone.
We’ll walk through building a distributed multi-agent system using Google’s Agent Development Kit (ADK) and the Agent-to-Agent (A2A) protocol.
The system is composed of specialized agents:
A Researcher Agent that uses web search tools to gather up-to-date information
A Judge Agent that evaluates research quality using structured outputs (Pydantic)
A Content Builder Agent that turns validated research into structured content
An Orchestrator Agent that manages control flow and agent collaboration
You’ll see how LoopAgent enables self-correction through feedback loops, how SequentialAgent orchestrates higher-level workflows, and how agents communicate over A2A instead of relying on a single monolithic prompt.
We’ll also cover how to run the system locally and deploy it to Google Cloud Run, making the architecture production-ready and scalable.
This session is targeted at developers and architects with basic familiarity with large language models and cloud-native applications. No prior experience with multi-agent frameworks is required. The session is designed as a 30–45 minute talk with optional demo segments. Code examples are simplified for clarity and focus on architecture and orchestration patterns. This session has not been previously delivered publicly.
Sijohn Mathew
Public Speaker, Co-Founder & Head of Product Innovation @ AclarityTech, Cloud Architect specialized in App Development and Modernisation with a touch of AI
Stockholm, Sweden
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