Anthropic's Dev Conference, Windsurf's Code Review, and Validating Agents

Anthropic's developer conference dropped major Claude updates while Dario Amodei's 80x growth number shows what software-first AI adoption actually looks like at scale — and two complementary pieces on agent validation (from GitHub and Windsurf) land the same week, giving PMs a real framework for how to think about correctness when agents are doing the work.