Research
Oct 7, 2025
Climbing the Hills That Matter
Exploring the challenges with current evaluation methods and proposing a new approach grounded in production data.
Applied reliability research should be grounded in production behavior. We focus on identifying the most consequential failure hills, creating durable eval coverage, and building learning loops that improve agent decisions over time.
This article explores practical approaches for dataset curation, scorer design, and deployment feedback systems that move beyond brittle static benchmarks.