Insights &
Thoughts
Exploring the frontiers of software architecture, AI agents, and modern development practices.
PostgreSQL on Kubernetes in 2026: Crunchy Data PGO vs. CloudNativePG
An architectural evaluation of Crunchy Data PGO versus CloudNativePG in 2026. Comparing consensus, pgBackRest against Barman Cloud, GitOps ergonomics, and why we placed CNPG in trial alongside our adopted PGO standard.
CloudNativePG
Open-source, Kubernetes-native PostgreSQL operator leveraging native controller quorum and Barman Cloud, placed in trial for greenfield clusters and streamlined GitOps.
Crunchy Data PGO
PostgreSQL operator for Kubernetes powered by pgBackRest, adopted for mission-critical databases and complex multi-datacenter disaster recovery.
Beating llama.cpp from Scratch on Consumer AMD: Building Strata, a Native Rust + HIP Local AI Engine
Software Architect Mihai Farcas details engineering Strata: an ultra-fast local LLM inference engine for Qwen 3.5 on AMD Radeon RX 7900 XTX (gfx1100). How custom HIP kernels, split-KV reduction, and zero-allocation Rust beat llama.cpp and Ollama at 83.0 tok/s BF16 decode.
Do You Need Rancher Desktop (or Docker Desktop) on Linux? My CachyOS Setup
Do you actually need Rancher Desktop or Docker Desktop on Linux? Examining the VM overhead on native kernels, cross-OS team parity, and my bare-metal CachyOS container setup.
Rancher Desktop on Windows: The Complete Zero-License Replacement for Docker Desktop
How to replace Docker Desktop on Windows with Rancher Desktop, configure WSL2 and containerd vs dockerd, avoid cross-filesystem performance penalties, and leverage the 1.24 release and 2.0 headless architecture.
n8n + Argo = ❤️: Offloading CPU-Heavy Steps to Argo Workflows
Offload CPU-heavy n8n steps to Argo Workflows on Kubernetes. n8n keeps event routing, webhooks, and visual business logic while Argo runs the compute, so no job blocks a worker slot. Lab data from a k3s cluster.
Repurposing an i7 Chromebox into a Proxmox VE Server: MrChromebox UEFI & Stability Guide
Why I am wiping my homelab to rebuild from scratch, how to flash the latest MrChromebox UEFI Full ROM on an Intel Core i7 Chromebox, and the mandatory kernel stability flags needed to run consumer mobile silicon 24/7 without crashing.
ArgoCD
GitOps continuous delivery tool for Kubernetes, adopted over Flux.
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