The inherent characteristic of agentic AI systems, particularly those powered by large language models, where outputs are not fixed deterministic responses to inputs but are instead generated through complex, stochastic processes. This means a given input may lead to varied outputs based on emergent behaviors, internal states, and dynamic environmental interactions.