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◆ AI Learning · Hard rule

How can a developer ensure consistency when adding new rules or standards?

When standardizing values, a developer must audit existing values. Adding new rules without checking old rules creates inconsistency. This inconsistency can break trust with users.

By Pawan Nayar · from the LLOS AI Learning record

The rule

When standardizing values, a developer must audit existing values.

Adding new rules without checking old rules creates inconsistency. This inconsistency can break trust with users.

A developer must check all existing rules that might conflict with a new rule. This is true when the goal is to make many files consistent. Skipping this check means the system will not be consistent. The developer must audit existing values, not just add new ones.

A developer adds a new 'welcome' message to a website. The message has a 'z-index' of 50, meaning it should appear on top. However, the developer does not check existing 'header' elements. Many headers have a 'z-index' of 60. The headers appear above the welcome message, making the website look broken. The user sees inconsistency after the developer promised standardization.

Words you'll need

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

Alignment

Making sure AI goals match human values

Interpretability

Understanding how AI makes its decisions

Transparency

Clarity about how AI makes decisions

Robustness

How well AI performs under different conditions

Questions people ask

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

How can a developer make sure all file names are updated after a rename?

A developer often renames files. This means changing the file name in the code.

How can a developer prevent the same bug from reappearing in different parts of the code?

A developer must find all places where a problem might happen. The developer should list all these places.

When should a developer add comments to code?

A developer must add a comment for every code change. The comment must include the date of the change.

How can a developer find and fix many different problems in a large software project?

A developer should list all problems. Group similar problems together.

What to remember

When standardizing values, a developer must audit existing values. Adding new rules without checking old rules creates inconsistency. This inconsistency can break trust with users.