“The fundamentals for [AI evals] still apply. Start by looking at real data. What has changed is getting agents to help you look at it in a thoughtful way.” Here’s my new episode with @sh_reya and @HamelHusain, who have taught AI evals to 4,500+ engineers and PMs. I asked them to audit the evals I built for my creator skills live. They then demoed a free skill that you can use in Claude Code or Codex to build reusable evals from your feedback. Some quotes from Shreya and Hamel: “Bottom-up…