How tool loops change agent behavior
Tool use changes the way an agent interacts with the world. Instead of producing a response from static context, the system must decide which action to take, execute it, inspect the result, and determine what should happen next.
Reliable loop boundaries
Reliable tool loops require clear boundaries between planning, execution, observation, and recovery. Each step needs enough structure for the system to detect failures before they propagate.
Designing for recovery
Our approach focuses on predictable tool contracts, explicit state transitions, and recovery paths that allow agents to continue useful work without hiding failures.