Writing
Notes from the build.
Leadership lessons, architecture decisions, the FinMoon AI journey, and experiments from my home lab — written down so the next person (often me) doesn’t have to relearn them.
Leadership
From developer to founder: how the blast radius of my decisions grew
Developer, senior developer, lead DevOps engineer, principal engineer, co-founder. What actually changed at each step, and what I wish I had learned sooner.
Architecture before AI: a CTO’s checklist for putting LLMs into production
Most teams choose a model first and discover their constraints later. Here is the order I work in instead — and the patterns that make GenAI systems production-grade.
Architecture
Migrating legacy systems to Google Cloud — and cutting the bill by 40%
A cloud migration is a business project wearing an infrastructure costume. The playbook I use to move legacy systems to GCP without a big-bang cutover, and where the savings actually come from.
Shipping an enterprise MVP without painting yourself into a corner
How to build the smallest thing that proves value to an enterprise client, with the seams in the right places so success doesn’t force a rewrite.
What 99.9% uptime really costs: lessons from a microservices platform at scale
Three nines sounds modest until you design for it. Error budgets, failure isolation, caching and team boundaries from a platform serving millions of users.
Home Lab
Building a home NAS on OpenMediaVault and ZFS RAID-Z1
Why I chose ZFS, what RAID-Z1 does and doesn’t protect you from, and the habits that keep a home NAS trustworthy.
I let an AI agent flip my circuit breakers (carefully)
An n8n agentic workflow that reads email notifications and switches smart MCBs over MQTT — and the guardrails you need when an LLM can touch the physical world.
Kubernetes on a stack of Raspberry Pis
Building a three-node bare-metal Kubernetes cluster at home — and why the constraints of cheap hardware make you a better platform engineer.
Replacing Google Photos with a self-hosted Immich server
Running Immich for family photo backup with face recognition and smart search — what the architecture looks like, and what owning your data really costs.