Zero Token Architecture: Getting the Model Out of the Hot Path
My homelab runs a daily report agent every morning. It pulls from a handful of sources, works out what changed overnight, and leaves a summary waiting before I’ve opened the laptop. I built it …
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100% Coverage, and the Service Still Failed
The 80% code coverage bar has been the industry’s comfort blanket for over a decade. Teams set it as a CI gate, PRs get blocked if they dip below it, and everyone sleeps a little better knowing …
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All Tests Green. App Still Broken. Until AI Experiences It Like A User
Every test in your suite is green. Every user still sees the issue! 45% of all reported defects are visual - broken layouts, wrapped text, hidden buttons - and your test suite catches exactly zero of …
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Less Is More - How My Tech Stack Got Leaner and Meaner
I had a Kubernetes cluster running inside my NAS. ArgoCD managing deployments. Cloudflare Zero Trust handling ingress. On paper, it was an enterprise-grade homelab. In practice, it was an …
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Scaled Agile Framework
I’m not SAFe-certified. However, as an Agile enthusiast who has scaled engineering teams and delivered complex products, I’ve studied SAFe extensively and found it to be the most …
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Tech Debt: From a Technical Jargon to Real-World Impacts
I recently gave a presentation at my company about tech debt - sharing knowledge, techniques, and experiences on how to manage it properly and efficiently. The response convinced me to write this up …
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