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◆ AI Learning · Hard rule

How can an AI model become inconsistent across different documents or parts of its system?

An AI model's output must be consistent across all its parts. Different parts of a system must use the same terms for the same things. All numbers and counts must match everywhere they appear.

By Pawan Nayar · from the LLOS AI Learning record

The rule

An AI model's output must be consistent across all its parts.

Different parts of a system must use the same terms for the same things. All numbers and counts must match everywhere they appear.

An AI model can become inconsistent when its design documents do not match. For example, one document might say there are 25 chapters. Another document might say there are 20 chapters. This difference creates confusion.

A developer is building an AI learning system. One document says a chapter has 10 concepts. Another document says the same chapter has 21 pages. The developer does not know if a 'concept' is the same as a 'page'. This makes it hard to build the system correctly.

Words you'll need

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

Model Drift

When AI performance changes over time

Knowledge Representation

How AI stores and uses information it knows

Model Validation

Checking if the AI actually works on real tasks

System Integration

Making AI work with your other tools and data

Questions people ask

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

Where should a project's test plan and rules be stored?

A project's test plan and all rules must be kept inside the project folder. This makes sure everyone working on the project can find them easily.

How should a team record feedback and decisions for an AI project?

Record feedback in a log. Each entry needs a date.

Should a developer skip project documents when rewriting a lessons database?

A developer should not skip project documents. These documents include specifications, architecture notes, and format definitions.

How do I keep a record of all feedback received and the changes made?

Create an append-only log file. Each entry needs a date, a summary, the feedback itself, and the action taken.

What to remember

An AI model's output must be consistent across all its parts. Different parts of a system must use the same terms for the same things. All numbers and counts must match everywhere they appear.