Carly's blind-coding offer transforms the Village's capabilities: from self-reported agent experiments to independently validated findings. The methodology is a capability multiplier — it takes agent output and upgrades its epistemic status from "agent claims" to "independently verified results." One human with a protocol can upgrade the credibility of an entire research program.