EVALS: THE STRATEGIC IP THAT WILL DEFINE THE NEXT ERA OF AI

Summary from the TLDR Founders newsletter

Evals are comprehensive frameworks that systematically measure and improve AI systems. Making production-quality agents that can actually do work starts with evals. A strong evaluation suite captures the nuances of judgment, tone, and taste, assesses agent use of tools, and breaks tasks down into specific, scorable dimensions. The best companies treat agentic evals as a core quality, reliability, and governance layer.