The context · November 2025
Google’s November 2025 Gemini 3 announcement described new experiences in the Gemini app, including generative interfaces. [1]
Variation creates a navigation problem
A generated interface can organise information around a specific request. It can also move controls, rename actions and make a previously simple task unpredictable. Users should not have to inspect a new layout to discover how to go back, correct an input or understand what has been saved.
Keep the important controls stable
Let the content and supporting visualisation adapt while preserving navigation, action labels and confirmation patterns. Use familiar input elements with clear keyboard focus. Important actions need an understandable state before and after execution, regardless of how the surrounding presentation was generated.
Test repeat use
A first impression can reward novelty. A second or tenth use reveals whether people can build confidence and habits. Ask participants to repeat a task, recover from a mistake and explain what the system did. The stronger interface is the one they can operate with less uncertainty.
Source & context
Google · Gemini 3 in the Gemini app, 18 November 2025This retrospective was written for the archive in September 2026. The linked primary source documents the announcement or event; the practical interpretation and proposed approach are Sansa’s editorial perspective. Public examples do not imply a client relationship. Product capabilities and guidance may have changed since the period discussed.
Another perspective · November 2025
An adaptive report with a stable set of controls
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