The teams shipping production AI right now aren't just picking GPUs. They're asking: how do I manage infrastructure without slowing down engineers? How do I enforce security at the cluster level without adding friction? How do I give the right access to the right people without over-provisioning? That's what we focused on in March. We shipped an MCP Server that lets you manage Hyperstack through natural language - no raw API calls, no dashboard hopping. We added a Firewall API so security rules propagate automatically across Kubernetes clusters. We published a full deployment guide for NVIDIA's NemoClaw following its GTC 2026 announcement. And we improved cluster deployment defaults so things work correctly out of the box. Plus role management improvements, better error handling and VM lifecycle fixes. Infrastructure should get out of your way, not create more work. Full March update here: bit.ly/4vxur3o #Kubernetes #NemoClaw