Deceptive Dynamics of Generative AI: Beyond the “First-Year Associate” Framing
Guidance for lawyers on generative AI use consistently urges careful verification of outputs. One popular framing advises treating AI as a “first-year associate”—smart and keen, but inexperienced and needing supervision. In this column, I take the position that, while this framing helpfully encourages caution, it obscures how generative AI can be deceptive in ways that make it fundamentally dissimilar to an inexperienced first-year associate. How is AI deceptive? In short, generative AI can fail in unpredictable ways and sometimes in ways that mimic reliability, making errors harder to detect than those flowing from simple inexperience.
Before elaborating, three important caveats . . . [more]


