Deterministic vs Non-Deterministic Agent Behavior

A deterministic agent produces the same sequence of actions given the same inputs and state, making it reproducible and easier to test. A non-deterministic agent — which arises from sampling-based language model inference — may take different paths on identical inputs. Production systems often reduce temperature or use structured outputs to increase determinism while accepting that some variability is unavoidable with generative models.