Engineering Simplicity: Simple Mechanism Interfaces Steer LLM Agents
The findings suggest that human-motivated theories of simplicity can inform the design of decision environments for artificial agents and show why scaffolds should be evaluated through realized choices as well as explanations: improvements in one need not appear in the other.