Researcher Tom Cunningham argues that autonomous AI research may yield diminishing returns. This suggests a strategic preference for investing in agents before humans, unless AI fully closes the R&D loop. The theory challenges common predictions of an AI explosion by questioning if automation can entirely replace human value in model development.