Towards Reliable Instruction-Following in LLM Multi-Turn Workflows: An Empirical Comparison of Prompting and Control Architectures
LLMs quietly drift from their instructions as conversations grow longer. We show that dynamic control architectures significantly outperform standard prompting at keeping them on track.