From Better answers, not prettier words.Issue published Aug 7, 2026

Stop testing early only when the evidence supports it.

Published August 3, 2026

What it saysThe paper describes deciding whether to accept, reject, continue testing, or withhold a decision before every test has run. Some tasks reached a conclusion much sooner than others.

Why it mattersA small sample is useful only if it supports the decision you need to make.

Try thisSet the smallest improvement that would change your decision.

How to use it

Suggested steps

  1. Set the smallest improvement that would change your decision.
  2. Require coverage of important task types.
  3. Continue testing when the result is too uncertain to call.
Let uncertainty decideConceptual explanation · Evals Weekly
CheckWhat to look for
Evidence supports a clear decisionStop according to the rule
Evidence is still too weakContinue or withhold a decision

Keep in mind Early stopping requires valid decision rules. Do not stop simply because the first results look good.

A quick check for yourself

What is the practical lesson?

Show answer

A small sample is useful only if it supports the decision you need to make.

Source & why it’s here

ParEvalLayer (opens in a new tab)

Original issue reading order, preserved from the archive.