Stop Vibe Checking Your AI App - Why Structured AI Evals Are Non-Negotiable

Published on 10.02.2026

AI & AGENTS

Stop Vibe Checking Your AI App: Integrating AI Evals Into Your AI Application

TLDR: If you are still manually spot-checking whether your AI application works, you are living on borrowed time. This article from the Decoding AI newsletter lays out a three-pillar framework for AI evals: optimization during development, regression testing in CI, and production monitoring via sampling. It is the first in a seven-part series and focuses on the where, when, and why rather than the how.

Stop Vibe Checking Your AI App

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