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◆ AI Learning · Hard rule

How many times must a keyword appear in content panels?

An AI model must include specific keywords in a minimum number of content panels. This ensures important concepts are always visible. The keywords should be short phrases.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must include specific keywords in a minimum number of content panels.

This ensures important concepts are always visible. The keywords should be short phrases.

A keyword must appear in at least five long content panels. These panels are usually part of different sections. Examples include overview, base content, and expanded content. Each keyword phrase should be 2 to 6 words long. A panel should have no more than five keyword phrases.

A developer creates an AI model for a learning platform. The model generates content about 'sustainable energy.' The developer sets a rule that 'sustainable energy' must appear in at least five content panels. If the AI model only includes it in three panels, the content is not approved. The developer must adjust the AI model's rules.

Words you'll need

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

Natural Language Generation

AI writing text that sounds like a person wrote it

Text Generation

Creating written content using AI

Information Retrieval

Finding the right information when you ask for it

Semantic Search

Searching by meaning, not just keywords

Questions people ask

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

How many essence phrases should a long content panel have?

A long content panel needs 3 to 5 essence phrases. These phrases summarize the main ideas.

How should a glossary of terms be designed and managed for an AI system?

Each term in the glossary needs a unique name. This name combines a domain and the term itself, like 'physics/inertia'.

How should a developer structure new content for a system?

A developer needs a full specification document. This document describes how to build new content.

How should an AI system organize its knowledge for content generation?

An AI system can organize its knowledge into three levels. Level 1 holds basic information like names or words.

What to remember

An AI model must include specific keywords in a minimum number of content panels. This ensures important concepts are always visible. The keywords should be short phrases.