Agents Want Filesystems: Agent-Friendly Interfaces Are a Token-Efficiency Strategy
An open benchmark ran the same ML-research tasks over identical data through two interfaces: raw SQL and a filesystem-shaped namespace. The namespace surface used 45% fewer tokens, cost 39% less, and answered more accurately.
Jason (Changhao) Wang Perspectives 
Eric (Guocheng) Song