Worked example · simulated scenario

Cycling Through Three Eligible Breakfasts

Repeated breakfast suggestions are easier to understand when the eligible pool is small enough to see. This example follows four selections from a three-recipe pool, showing where fresh choices end and a previous choice must return.

In a fresh browser profile with empty recommendation history, select Breakfast, Everyday and North American, leaving other filters clear.

Follow four breakfast suggestions

1. Generate one breakfast and note its ID from the recipe link.
2. Generate again without changing the filters.
3. Generate a third and fourth time, noting each ID.

Notice which result comes back

The first three results are different and the fourth repeats the first. The eligible recipes are Ricotta Blueberry Toast, Salmon Cream Cheese Bread and Pumpkin Seed Yogurt Breakfast.

The generator uses recipes outside recent history first, then falls back to the least-recent eligible choice. With three options, a fourth different breakfast is impossible under the same settings.

History avoidance cannot create variety beyond the eligible set.