We follow Masterman et al. [1] and use “AI agent” to denote a language-model–powered entity able to plan and take actions to execute goals over multiple iterations. Recent work has proposed ordinal scales for agent autonomy: Mirsky [22] defines six levels from L0 (no autonomy) to L5 (full autonomy), where an L2 agent can execute well-defined sub-tasks autonomously but an L3 agent can also recognize when a situation exceeds its competence and proactively transfer control to a human.
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