The MetalBear Blog
Deep dives, how-tos, and field notes on Kubernetes development and AI-driven software engineering. From the MetalBear team, the company behind mirrord.
A conversation with Prathyusha Ramanjaneyulu, Senior Software Engineer at Celonis, on how she scaled local development for 600 engineers by …
Part II of our AI-SRE series: the verification loop from Part I, running end-to-end against HolmesGPT on a real Kubernetes cluster. Two …
When your AI-SRE proposes a fix, you shouldn't have to deploy to staging to know if it works. Here's how to wire mirrord exec into your …
Helm is the second most used CNCF project for a reason: it tames Kubernetes YAML sprawl by packaging manifests into versioned, reusable …
AI coding agents are moving from IDE plugins into self-hosted cloud pools. Here's how to give them access to your real Kubernetes cluster …
Code validation isn't one thing. Skills shape what gets generated. Commands audit what was generated. Integration tests prove it works. And …
Ship Faster, Ship Better
With mirrord, cloud developers can run local code like it's in their Kubernetes cluster — streamlining coding, debugging, testing, and troubleshooting.