Systems
Thinking.

Writing about building local-first AI, scalable engineering, and the intersection of code and creativity.

AI & Automation Jan 15, 2025 · 5 min read

Why local LLMs are changing how I build automation systems

Running LLaMA locally isn't just about privacy — it's about owning the stack. Here's what I learned after building a full marketing engine on local inference.

LLaMA n8n Local-First
Engineering Nov 8, 2024 · 7 min read

Database design lessons from replacing a paper system

When you're digitizing an organization's entire workflow, the schema choices you make on day one echo forever. Here's what I'd do differently.

SQL Architecture Systems
AI & Automation Sep 22, 2024 · 9 min read

How I built a content flywheel that runs without me

Combining n8n, a local LLM, and ComfyUI to create a zero-marginal-cost content engine. The architecture, the tradeoffs, and what actually worked.

n8n ComfyUI Automation
SaaS Dev Aug 12, 2024 · 6 min read

Building for 'One': The micro-SaaS approach to problem solving

Why the most successful tools I've built started by solving a hyper-specific problem for a single person, and how that scales into a product.

Product Strategy Build
Design July 04, 2024 · 4 min read

Visual Hierarchy: Why your UI feels 'wrong' and how to fix it

Engineering-led design often misses the subtle cues that guide a user's eye. A deep dive into spacing, weight, and the 'squint test'.

UI/UX Visuals Design
Career May 19, 2024 · 8 min read

The CS Degree vs. The Real World: Bridging the gap

How I balance academic rigor with the speed of modern shipping. Using university projects to stress-test production-ready architectures.

CS Learning Career