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

Write quality rules from real examples of good work.

Published August 4, 2026

What it saysThis study builds scoring rules from professional deliverables. Those rules aligned better with specialized work than rules created from a task prompt alone.

Why it mattersReal successful work gives you a stronger starting point than imagined standards.

Try thisCollect examples that experts agree are good work.

How to use it

Suggested steps

  1. Collect examples that experts agree are good work.
  2. Write the specific qualities that make them successful.
  3. Test those rules on strong and weak examples before reusing them.
Start with evidence of qualityConceptual explanation · Evals Weekly
CheckWhat to look for
Task descriptionWhat was requested
Successful workWhat meeting that request looks like

Keep in mind Professional roles have different requirements. A useful rule in one role may not transfer.

A quick check for yourself

What is the practical lesson?

Show answer

Real successful work gives you a stronger starting point than imagined standards.

Source & why it’s here

FinProBench (opens in a new tab)

Original issue reading order, preserved from the archive.