Calvin Xiao

Only 5.4% of coding agent attempts achieve a successful whole-repository migration, revealing a critical gap in current AI capabilities for software refactoring.

Agents struggle to significantly improve training algorithms, with the best only achieving 25% of the potential optimization gap.

Browser agents can achieve unprecedented scalability by harnessing the collective skills of internet users through skill distillation.