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◆ AI Learning · Situational

How should an AI model adjust difficulty for a user?

An AI model should offer challenges to a user. The AI model must let the user choose to accept a new challenge. The AI model should not force a user to advance.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model should offer challenges to a user.

The AI model must let the user choose to accept a new challenge. The AI model should not force a user to advance.

An AI model can make tasks harder or easier. This is called auto-adjusting difficulty. The AI model should suggest a change. The AI model should not force a user to change difficulty. A user needs to feel in control of their learning. This control is called agency.

A student uses an AI model to learn new words. The student answers 90% of the words correctly for three lessons. The AI model asks, 'Are you ready for harder words?' The student can say yes or no. The AI model does not automatically give harder words.

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

Questions people ask

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

Why does a user's profile not always show a 'Foundational' learning level?

The 'Foundational' (F) learning level is only for a 'Standard Student' profile. This means a very young learner, like a 5-year-old, is always a Profile 1.

How can an AI model guide a user when a feature is not ready?

An AI model can tell the user about their progress. The AI model can explain why a feature is locked.

Why should a viewer not have built-in teaching templates?

Viewers should not have fixed hints, feedback, or other teaching text. This content must come from the specific question data.

What is the 'Three-Party Contract' in prompt engineering?

The 'Three-Party Contract' means a prompt connects three things. It connects the user's choices in the interface.

What to remember

An AI model should offer challenges to a user. The AI model must let the user choose to accept a new challenge. The AI model should not force a user to advance.