Blog

Nous Research's self-improving AI agent running in a production-grade EKS setup. Private ECR, IRSA, API key secrets, and a custom Helm chart built from scratch.

Transit Gateway is the default everyone reaches for. For a handful of VPCs in a single region, peering is dramatically cheaper — and here's the math.

I built a full-stack Proxmox dashboard through vibe coding with Claude Code: 11K lines, 123 tests, 14 commits. Here's what the experience taught me about what actually matters in software engineering.

Attempting to delete a Kubernetes namespace and discovering it perpetually stuck in a Terminating state? The culprit typically involves finalizers — special metadata fields that prevent resource deletion until cleanup tasks complete.

Exploring Terraform's templatefile() function and its advantages over Jinja2 templating for infrastructure-as-code workflows. Why Terraform's minimalist approach to templating is intentional and beneficial.

How Kubernetes Operators automate complex operational tasks in containerized environments, addressing challenges that arise from managing microservices at scale.

The transition to WebGPU for AI and GPU computation represents a pivotal shift in how we'll experience artificial intelligence technology — democratizing access to advanced capabilities.

How Machine Learning Operations (MLOps) transforms AI development by streamlining model creation and deployment compared to conventional cloud-based approaches.