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◆ AI Learning · Hard rule

How should a developer ensure the user interface is consistent across all parts of an AI model's output?

An AI model's user interface (UI) design must be consistent across all chapters. Chapter 1 establishes the approved design. Debugging tools are for checking data, not for UI design.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model's user interface (UI) design must be consistent across all chapters.

Chapter 1 establishes the approved design. Debugging tools are for checking data, not for UI design.

A developer must use the established UI design from Chapter 1. Chapter 1's design was carefully created. Chapters 2 through 30 should only change content, not design. Allowed changes include specific content elements. These are arrays, metadata, hint libraries, and diagrams. Other allowed changes are entry copy, FAQ titles, test cards, and tooltip types. Forbidden changes include new rendering engines or panel types. New tooltip designs, animations, hint patterns, or layout changes are also forbidden. New tokens are not allowed. The `content_viewer.html` is a tool for checking JSON data. A developer must not use it to design the user interface. It does not show the final user experience.

A developer is working on Chapter 5 of an AI model's output. The developer wants to try a new way to display hints. The developer uses the `content_viewer.html` to test this new design. The manager sees this and tells the developer to stop. The new design is not allowed because it breaks the consistent UI established in Chapter 1.

Words you'll need

Resolved from this lesson's own record — real definitions, not invented for this page.

Human-Computer Interaction

How people and computers communicate and work together

Design Patterns

Reusable solutions to common problems in design

Information Architecture

How information is organized and labeled so people find it

Questions people ask

More from the same record, pulled by shared topic — not written new for this page.

How should a developer build the user interface for new chapters?

The user interface for Chapter 1 is the master design. All other chapters must use this design.

How do I ensure a consistent brand identity across all web pages?

All web pages must use the same brand colors. Do not create new color schemes.

How should a developer design a simple HTML viewer or utility page?

A developer should never release an HTML page with basic, dark-themed styling. Even a temporary search tool must look good.

What are the rules for building an AI learning experience?

A developer must follow specific rules for layout. The entire screen should be visible without scrolling.

What to remember

An AI model's user interface (UI) design must be consistent across all chapters. Chapter 1 establishes the approved design. Debugging tools are for checking data, not for UI design.