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◆ AI Learning · Hard rule

How should an AI model use reference files provided by a user?

An AI model must fully read and understand all reference files provided by the user. The AI model must use the patterns and solutions found in these files. The AI model must not guess or create new solutions for problems already solved in the reference.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must fully read and understand all reference files provided by the user.

The AI model must use the patterns and solutions found in these files. The AI model must not guess or create new solutions for problems already solved in the reference.

When a user gives an AI model a reference file, the AI model must read it completely. The AI model must study the patterns and designs within the file. The AI model must then use these patterns and designs in its work. The AI model should not try to guess or create new solutions. The reference file already shows the correct way.

A designer gives an AI model a design document for a new website. The document shows how buttons and text should look. The AI model then creates new parts of the website. The AI model uses the exact button and text styles from the document. The AI model does not invent new styles.

Words you'll need

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

Retrieval-Augmented Generation

AI that retrieves documents before generating an answer

Information Extraction

Getting specific facts out of messy text

Knowledge Representation

How AI stores and uses information it knows

Data Interpretation

Making sense of numbers and patterns in data

Questions people ask

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

How should a developer ensure the user interface is consistent and correct?

The user interface for a new feature must use the design rules from earlier parts of the product. Debugging tools are for testing.

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.

How can an AI model accurately follow user instructions?

An AI model needs clear and complete instructions. The user must state the desired outcome precisely.

How can an AI model create a 'spot the different item' game?

The AI model needs a list of items that are mostly alike. The AI model also needs one item that is different.

What to remember

An AI model must fully read and understand all reference files provided by the user. The AI model must use the patterns and solutions found in these files. The AI model must not guess or create new solutions for problems already solved in the reference.