Why it matters
AI Engineer session on Your Evals Are Meaningless (And Here’s How to Fix Them). It adds practical context for how teams are building and operating AI systems in production.
My takeaway: Your Evals Are Meaningless (And Here’s How to Fix Them) is a model-evaluation signal. The practical read is to tie capability claims to evidence, launch criteria, and regression tests rather than relying on demos or benchmark headlines.