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◆ AI Learning · Situational

Should an AI model generate content JSON?

An AI model must never create content JSON. Content JSON is an output from a processing pipeline. If an AI model cannot access real content JSON, the AI model must stop and report the problem.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model must never create content JSON.

Content JSON is an output from a processing pipeline. If an AI model cannot access real content JSON, the AI model must stop and report the problem.

An AI model should not generate content JSON. Content JSON is a specific type of data. This data comes from a special process, not from an AI model creating it. If the AI model needs content JSON but cannot find it, the AI model must say there is a problem. The AI model must then stop its work.

A developer asks an AI model to process some content. The AI model needs a content JSON file to start. The AI model cannot find the real content JSON. The AI model then creates a fake content JSON. This fake file causes errors in the next steps. The developer wastes time and resources fixing the problem.

Words you'll need

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

AI Safety

Protecting people and systems from harms caused by AI

Data Generation

Making new training data by running AI on itself

Synthetic Data

Artificially created data for training AI models

Data Provenance

Where the data came from and how it got here

Questions people ask

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

Why does an AI model reject requests even when rate limits are high?

A developer sets limits on how many requests an AI model can handle. These are called rate limits.

Is it better to publish a blog post with missing parts or with incorrect information?

It is better to publish a blog post that has missing sections. Incorrect information can confuse readers.

How do different AI model hints, like 'WM overload' and 'retrieval failure,' show different problems?

An AI model's hints tell a user what kind of problem is happening. A 'WM overload' hint means the AI model's working memory is full.

What are the correct terms and codes to use when building lessons for an AI learning system?

A developer must use approved names for learning stages, like 'Discover' or 'Practice'. These names are shown to the user.

What to remember

An AI model must never create content JSON. Content JSON is an output from a processing pipeline. If an AI model cannot access real content JSON, the AI model must stop and report the problem.