Ethical requirements: Why human-in-the-loop isn't just best practice

The article examines how human-in-the-loop AI design aligns with attorneys’ professional obligations under ABA Model Rules 5.1 and 5.3. It explains how legal AI functions as a supervised assistant requiring attorney oversight at multiple workflow checkpoints, with attention to how agentic AI shifts collaboration dynamics while preserving professional control through human validation points.