Human populations are able to rapidly acquire knowledge and technology specific to a wide range of environments. The received explanation for this fact is that humans are better than other animals at causal reasoning. In this talk, I present theoretical work that shows that gradual cultural evolution can lead to the rapid evolution of complex technologies without causal understanding, and some empirical results that suggest some aspects of the design of traditional houses in a Fiji are not understood by Fijian house builders.