Agentic Systems in Practice

The promise of agentic AI is autonomy. The reality is a careful dance between delegation and control. The most effective agent systems know their boundaries — when to act, when to ask, when to defer.

State management becomes the central challenge. An agent without memory is reactive. An agent with too much memory becomes brittle. The art is memory that is persistent and adaptive at once.