How to Build a Supervisor Agent Architecture Without Frameworks

The article argues that single-agent AI designs fail as tasks become more complex and harder to manage.

It proposes a pure-Python supervisor pattern where a central orchestrator coordinates specialized tools, workflows, and agents.

A shared Executable interface standardizes how different components run, making the system easier to scale and debug.

The approach offers a framework-free path to more modular AI orchestration as agentic applications grow beyond simple chains.