Writing
Technical essays on distributed systems, backend engineering, and software design.
From Zero-Shot to Production: A Practical Image Classification Workflow
How I built a lightweight ML workflow to classify 45k+ vendor product images using CLIP embeddings, classical ML, and active learning to reduce manual labeling.
7 min readMachine Learning
From Homelab to Production: How I Built an On-Prem DevOps & IT Foundation
A deep dive into how I transformed Kidcentral Supply’s IT and DevOps environment using lessons from my homelab.
6 min readDevOps
Introducing justdev.tools
Why I built justdev.tools: a privacy-first, installable PWA for fast developer utilities that runs locally, works offline, and keeps your data on your device.
4 min readPWA