Stateful vs Stateless Agent Design Trade-Offs
Building durable state solves agent amnesia but introduces new production failures.
Darian Kwok
Section
8 stories in Agent Loop Design.
Building durable state solves agent amnesia but introduces new production failures.
Supervisor agents solve tool overload, context limits, and reasoning collapse in production systems.
Discover the three root causes of infinite loops in LLM agents and how to stop them.
Choosing the right loop shape determines whether your agent adapts or derails.
Models drowning in tool catalogs need smarter filtering to stay accurate.
Calling multiple tools at once cuts agent steps in half and beats stronger sequential models.
Bigger windows won't stop AI agents from forgetting what they learned moments ago.
How to build recovery logic that stops agents from silently failing at scale.