2 stories in this blend

Learn how to optimize customer support and workflow agents by routing requests through a multi tiered system. Readers gain a practical blueprint for drastically cutting token costs without sacrificing response accuracy.

Constructing a lightweight multi-agent system using bare API calls gives you total visibility over system errors and agent handoffs. This hands-on walkthrough guides you through setting up logging, defining specific sub-agents, and running a coordinator loop behind a standard web server.