Why Operational Reviews Matter More Than Dev Metrics in AI-Driven Teams

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A discussion on Hacker News highlights growing skepticism around traditional developer productivity metrics in software engineering organizations. The argument centers on the idea that standard metrics fail to capture the real dynamics of AI-accelerated engineering teams. Instead, operational reviews are proposed as a more effective tool for evaluating and improving engineering performance. The post, linked to a piece on Cortex.io, has garnered early attention with several upvotes and community comments. The debate reflects a broader industry conversation about how to meaningfully measure engineering output in an era of AI-assisted development.

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