Anthropic researcher ben kuhn: leverage, not raw talent, sets apart the most impactful engineers

benkuhn · x · 2026-10-31

In his essay Impact, agency, and taste, Anthropic researcher ben kuhn argues that in teams already screened for top-percentile technical ability, the bottleneck shifts to leverage — finding and executing work with a high impact-per-hour multiplier. High-leverage work at Anthropic includes improving tooling/docs/dev loops, betting on promising research directions (character training and computer use began as a fraction of one person's time), system design, and digging into new data sources — even seemingly rote data inspection often surfaces huge problems and reshapes priorities. In follow-up discussion he adds that information diet matters less than identifying problems you have a unique angle on and finding great people who will invest in you.

Original post →

More from AGI Musings

AGI Musings channel →