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◆ AI Learning · Hard rule

How does a developer choose phrases for 'essence' and 'feel_snippets' fields?

A developer writes the main text first. Then, the developer finds exact phrases from that text. These phrases are used for special tags.

By Pawan Nayar · from the LLOS AI Learning record

The rule

A developer writes the main text first.

Then, the developer finds exact phrases from that text. These phrases are used for special tags.

A developer writes the main text first. The developer does not think about 'essence' or 'feel_snippets' yet. After writing, the developer reads the text. The developer picks 3-5 short phrases for 'essence'. The developer picks up to 3 short phrases for 'feel_snippets'. These phrases must be exactly as they appear in the main text. The developer copies and pastes these phrases. The developer does not retype or change them. Each phrase must be found word-for-word in the main text. If a phrase does not match, the developer must fix it. The developer can change the phrase or change the main text.

A writer creates a lesson about AI. The writer finishes the main text. Then, the writer reads the text to find key phrases. The writer finds 'AI models learn from data' and 'user input guides AI'. The writer copies these phrases into the 'essence' field. The writer checks that these phrases are exactly in the main text. If a phrase is slightly different, the writer corrects it.

Words you'll need

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

Natural Language Processing

AI understanding and generating human language

Information Retrieval

Finding the right information when you ask for it

Semantic Analysis

Understanding what words actually mean together

Feature Engineering

Creating inputs for AI models from raw data

Questions people ask

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

How can an AI model describe a writer's style without making it too general?

An AI model often uses common labels for writers. These labels are called literary archetypes.

How can a developer fix bugs and improve design for a new feature?

A developer should list all known problems. This includes bugs, which are errors in the code.

How does a developer create a multiple-choice question for an AI model?

A developer uses the format ID 'mcq'. This format does not need an 'interaction_state'.

What is the 'subjective' interaction format?

The 'subjective' format is a type of quiz. It lets the user type any answer they want.

What to remember

A developer writes the main text first. Then, the developer finds exact phrases from that text. These phrases are used for special tags.