A second agent reviewing it adversarially resolves some context rot. Whatever they trained these LLMs on will just infinitely double down so I break it with 1 layer of checking and then a judge who looks at facts, since the checker is adversarial.

I know it sounds silly but 1 layer ends uo being way worse than 2.