The Alchemist's Notes

Writing

Essays and reflections on the transformation of ideas into reality—exploring AI infrastructure, learning systems, the craft of building, and the lessons learned from pushing boundaries.

The Alchemical Approach to Learning AI Infrastructure

January 2025

Why building production LLM systems is more like medieval alchemy than modern engineering— and what that teaches us about transformation, iteration, and the careful balance between theory and practice.

AI Learning Infrastructure

Building an Electric Boat: Lessons in Power, Patience, and Marine Engineering

December 2024

Converting a traditional boat to electric propulsion taught me more about systems thinking than any software architecture course. Here's what boats and batteries can teach us about building resilient systems.

Engineering Electric Vehicles Systems Thinking

The Developer's Guide to Calculated Risk

November 2024

What mountaineering, hang gliding, and open water swimming teach us about managing uncertainty, preparing for edge cases, and knowing when to commit versus when to retreat. Risk management principles that apply equally well to deploying production systems and climbing mountains.

Decision Making Risk Adventure

On Building Experimental Aircraft and Experimental Code

October 2024

The FAA certification process for homebuilt aircraft has surprising parallels to software testing and validation. Both require documenting every decision, proving airworthiness through systematic testing, and accepting that iteration is part of the process.

Aviation Testing Craftsmanship

Why I'm Pursuing a Doctorate in Educational Technology

September 2024

After years of building AI infrastructure and developer tools, I've realized the most interesting problems aren't technical—they're about learning. How do we design systems that genuinely transform understanding? How does AI change what's possible in education? This is my attempt to find out.

Education AI Research

The Three Pillars: Why I Organize My Work Around Lab, Workshop, and Explorer

August 2024

Research without building is just theory. Building without exploration is just routine. Exploration without reflection is just tourism. Here's how I think about balancing intellectual work, hands-on creation, and physical challenge—and why all three are necessary.

Philosophy Practice Balance
"Writing is thinking made visible. These essays are my laboratory notebooks—records of experiments, observations from the workshop, and field notes from adventures. They're rough drafts of understanding, shared in hopes they might catalyze someone else's transformation."