Keep changes narrow

Narrow changes make experiments easier to read.

This is the most important rule for experiments. If too many things change at once, the result may still be interesting, but it will be harder to explain.

One change at a time

Pick one main change.

Examples of narrow changes:

Narrow changeToo broad
Add one proof sectionRewrite the full site
Change one prompt groupChange all prompts
Test one page clusterChange every product page
Schedule one reviewAdd many overlapping routines

Narrow change

One clear change is easier to read than many edits that all happen at once.

Narrow change

Narrow does not mean tiny.

It means the change is clear enough to describe in one or two sentences. If you cannot describe it simply, split the experiment.

Change record

Write the exact change.

This protects the decision later. If someone asks why the result moved, the team can inspect the note instead of guessing.

Preserve attribution

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