Learning Lab
Loopsintermediate 20 min

Loops that verify and stop

A useful loop observes fresh state, makes one bounded change, checks the result, and stops on success or lack of progress. Learn to make completion evidence visible.

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State the outcome and evidence

Replace “make it work” with a result that can be checked, such as a passing build, a visible page behavior, or a document matching a rubric.

Choose the smallest fitting loop

Use Fix & Verify for a failing implementation, Test Improvement for weak coverage, and Research Loop when new evidence can change the next search.

Explore loop presets

Name the stopping condition

Stop on verified success, a required approval, a repeated blocker, or measurable stagnation. “Keep trying forever” is not autonomy; it is missing product design.

Finish with an honest check

Complete the lesson only when you performed or deliberately inspected each observation—not simply because you read the page.