Can Automated Evals Allow Direct Merging of AI Changes

TopJuggernaut1852 · reddit · 2026-07-11

The discussion centers on whether **automated evals give teams enough confidence to directly merge AI-related changes**. The author notes that despite the growing adoption of automated evaluations, many teams still manually review the following after passing evals: - traces and prompts - retrieval modifications - production metrics They want to verify two things: 1. Do teams actually hit merge solely based on passing evals? 2. If manual review is still required, what critical information are the evals failing to provide? The core discussion revolves around the boundary between evaluation automation and human review in AI development.

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