Systems & Network Architecture

I focus on the intersection of low-level network diagnostics, large-scale database architecture, and local machine learning execution.

Currently, my primary development efforts are split between managing heavy enterprise codebases and building a native UNIX utility for network analysis. A core philosophy in my diagnostic tooling is passive observation: rather than actively spoofing packets to test middleboxes, app is designed to answer a single question: "Is my current network safe?"

Beyond routing, I'm actively optimizing local AI deployments, specifically leveraging the Apple Silicon MLX framework to push models like Qwen 2.5 into practical daily workflows and/or automated code review.