A fixed evaluator can still become the target of an agent loop
Fixing an evaluator before an agent starts iterating prevents the goalposts from moving. It does not stop the agent process from adapting to feedback it can repeatedly see. The AQuA preprint makes that distinction explicit. Its base language model and …