Relax. We're not going to explain this chapter like a textbook — we'll just talk it through so it's easy to follow.
Let's think about it this way for a second
LLM-as-judge is a tool for later. For a beginner, reading it yourself is safer — because even judges can make things up. It's like having the server score the dish. Fine sometimes, but you don't need it for your very first dinner. You underline the musts, hunt for the must-nots, and mark Pass/Fail. As long as it takes under 5 minutes, this method is plenty.
Let's connect it to everyday life
When an answer comes back, read it carefully. Does each must show up? Does each must-not sneak in? If you're not sure, mark it Fail and write 'not sure' — don't hand out a Pass on a hunch. A courtroom doesn't give the benefit of the doubt. Only once you can score 5 cards yourself should you even think about an automated judge.
Let's try it together
Read the answer
Tick musts
Hunt must-nots
Unsure? → FAIL (note: unsure)
Only then save the cardYou'll be able to mark an answer Pass/Fail yourself.5-Minute Try-It
Write a sample answer with 2 musts and 1 must-not. Score it yourself and write down why.
A Quick Word of Caution
A judge who doesn't read the case turns the courtroom into theater. The score becomes decoration.