The Complete "LLM-as-Judge" System in markdown for easy copy & paste
The foundation of this method is a strict, sequential feedback cycle. You cannot let the model generate, evaluate, and revise in the same breath. It must be segmented.
To get elite-level critique, you need to simulate a room full of elite critics. The "Expert Ensemble" template forces the AI to view its work through competing lenses.
For output where failure is expensive, standard critique isn't enough. You need the "Adversarial Stress-Test," designed specifically to simulate external market shocks.
Do not run these loops blindly. The AI can still fall into specific traps if the criteria aren't sharp enough.
