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◆ AI Learning · Hard rule

How should an AI model's user interface elements be named?

User interface (UI) names should be poetic and opaque. This prevents competitors from understanding the underlying prompt strategy. The actual mechanism must always remain on the server side.

By Pawan Nayar · from the LLOS AI Learning record

The rule

User interface (UI) names should be poetic and opaque.

This prevents competitors from understanding the underlying prompt strategy. The actual mechanism must always remain on the server side.

User interface names should be creative and not easily understood. This means the names do not reveal how the AI model works. A competitor will not learn the AI model's prompt strategy. The technical details of the AI model stay hidden. The AI model's core functions remain on the server.

A developer creates an AI model that summarizes text. The developer names a UI button 'Condense Thoughts' instead of 'Summarize Text with Keyword Extraction'. This opaque name hides the specific method the AI model uses. A competitor cannot easily guess the AI model's prompt strategy.

Words you'll need

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

Prompt Engineering

Crafting questions to get better AI responses

Model Architecture

The blueprint for how the AI is built inside

API Design

Rules for how programs talk to each other

Human-Computer Interaction

How people and computers communicate and work together

Questions people ask

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

How should a developer design a settings pane for an application?

A settings pane should open from a clear button, like a gear icon. The pane should show different groups of settings.

How can a developer ensure a user interface panel keeps a constant height and does not shift or 'dance'?

A developer must define a fixed total height for the main container. Every element inside this container needs a fixed slot.

How should visuals be used on a webpage?

Each visual element must have a specific reason for its placement. Do not scatter the same decorative items everywhere.

How should an AI model handle error messages?

An AI model must have a plan for error messages. The plan should define different types of errors.

What to remember

User interface (UI) names should be poetic and opaque. This prevents competitors from understanding the underlying prompt strategy. The actual mechanism must always remain on the server side.