When Does Feedback Help? Auditing Learned Voltage-Clamp Experimental Design

What this work does

An empirical audit shows how a learned experimental controller can appear successful by repeating a good fixed protocol. A second synthetic task demonstrates observation-dependent choices, but simpler adaptive controllers match the learned behavior.