In this talk, I’ll walk through how real-world multi-agent systems are structured. From a single LLM to tool-enabled agents, to fully orchestrated multi-agent architectures. We’ll focus on the building blocks that make these systems reliable in practice: orchestration layers, context and memory, guardrails, and testing strategies.

What the talk covers

1. Foundations
2. Levels of Agentic Systems
3. Why Multi-Agent Systems Exist
4. Orchestration Layer
5. Context & Memory
6. Safety & Guardrails
7. Testing Agentic Systems
8. Case Study
9. Code Demo (if time left)

If someone wants to start their journey in building Agentic Systems or you’ve used frameworks like OpenAI Agents SDK, Google ADK, or similar tools but want a clearer mental model of what’s really happening behind them, this talk is for them.