Superalignment

A test, a rule, a second model, a person. What makes a verifier useful is independence: it has to be able to fail the work for reasons the thing that produced the work did not consider. Adding more verifiers that all think the same way buys very little, because identical critics are blind in identical places.

Why it matters

Diversity of verifier matters more than number of verifiers.