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Autonomous AI systems represent a structural departure from prompt-and-response interfaces. Rather than evaluating a single inference pass, autonomous agents operate in continuous execution loops: decomposing high-level user intents into discrete actions, interacting with external environments via tools, and evaluating outcomes against target constraints.