This blog post discusses the challenges faced by the Qodo team during the evolution of their code review system, particularly how their initial benchmarks became outdated as the system transitioned into utilizing agents. It highlights the need for adapting measurement tools to reflect changes in system behavior rather than relying on static metrics.