AQuA's self-improvement updates research state, not agent model weights

Post clarifies AQuA's preprint: the research-agent LM and evaluator stay fixed within each part of the bounded loop, so 'self-improvement' only updates the research state. A local port would freeze the fixed LM and evaluator objects.