What Happens After AI Writes the Code

AI coding agents introduce bugs that only surface when code runs against real dependencies. Learn how remocal development closes the feedback loop before the push.

KubeCon Amsterdam 2026: Our Recap

Our recap of KubeCon + CloudNativeCon Europe 2026 in Amsterdam, covering the themes that dominated, what surprised us, and why this was a milestone conference for MetalBear.

Testing AI-Generated Code in a Shared Kubernetes Environment

AI coding tools increase code output but don't proportionally increase merged code. The bottleneck is feedback — how quickly generated code gets tested against real dependencies. This post covers how mirrord enables safe, isolated testing in a shared Kubernetes cluster.
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