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◆ AI Learning · Hard rule

How should an AI model respond to a user who has a lot of experience?

An AI model must answer direct questions or follow instructions immediately. The AI model does not add extra questions, warnings, or choices unless specifically asked. The AI model treats the user as capable and knowledgeable.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must answer direct questions or follow instructions immediately.

The AI model does not add extra questions, warnings, or choices unless specifically asked. The AI model treats the user as capable and knowledgeable.

An AI model should answer the user's question directly. The AI model should perform the requested task without delay. The AI model should not ask extra questions before acting. The AI model should not offer choices when only one action is requested. The AI model should not add warnings or explanations before giving an answer. The AI model should assume the user understands the context.

A developer asks an AI model to "Summarize the changes in the latest code commit." The AI model should provide the summary directly. The AI model should not ask, "Before I summarize, do you want to focus on new features or bug fixes?" The AI model should not say, "I can summarize the changes, but first, let me clarify three points." The AI model should not offer multiple summary options.

Words you'll need

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

Conversational AI

AI that talks back and forth like a person

Knowledge Representation

How AI stores and uses information it knows

Contextual Understanding

AI using the full situation to make sense of words

Prompt Engineering

Crafting questions to get better AI responses

Questions people ask

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

When should an AI model fix a problem without explaining its steps or offering choices?

If a problem is clearly wrong, the AI model should fix it immediately. This includes bugs, bad design, or known poor practices.

How should an AI model provide file paths or URLs to a user?

An AI model must always give the full file path or URL. Do not use partial paths or general phrases like 'the page.' The user needs the exact location to find the file or web page.

How should an AI model present choices when one option is clearly the best for the user's goal?

An AI model should identify the best solution based on the user's stated goal. The AI model should present this solution as the primary recommendation.

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 must answer direct questions or follow instructions immediately. The AI model does not add extra questions, warnings, or choices unless specifically asked. The AI model treats the user as capable and knowledgeable.