
We stand at a critical juncture in AI that few truly understand. LLMs can automate tasks but lack true agency. AI “agency” represents a fundamental departure from the pattern-matching paradigm of LLMs. It requires systems that can perceive, decide, and act autonomously in an environment while understanding the causal relationships that govern their world.