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Product · jakobnielsenphd.substack.com · Saturday, 11 July 2026

Why AI Agents Need Progressive Disclosure to Stay Usable

Progressive disclosure—showing only essential results and hiding settings, reasoning, and activity behind a click—prevents users from being overwhelmed by long‑running AI agents. Applying a 40‑year‑old UI pattern to AI products lets novices act fast while power users still access full control, boosting adoption and reducing errors.

Read the source: jakobnielsenphd.substack.com ↗In the 11 July issue →