Insights from Goodeye Labs

The Anthropic Economic Index shows that the quality of what you put into AI almost perfectly predicts the quality of what you get out. If AI mirrors expertise, so must your AI evaluations.

Learn how to build reliable AI systems using LLM evaluations. This talk covers why traditional testing breaks with stochastic systems, how generic LLM-as-Judge approaches miss domain nuance, and practical steps to implement contextual evaluations that actually work.

In 2025, we discovered we'd been measuring memorization, not intelligence. Models scored 80-90% on static benchmarks but dropped to 60-70% on truly novel problems. This year exposed the fundamental crisis in AI evaluation, and taught us what to build instead.