How I Ship Production AI Systems Solo and Why It Isn’t “Vibecoding”
A working method for building real software when you came up as an operator, not an engineer.
Writing
Essays on applied AI, written by someone who ships the systems — on generative engine optimization, AI search, and what actually changes for operators.
A working method for building real software when you came up as an operator, not an engineer.
Why the code that survives in production matters more than the code you write — notes on shipping real AI systems.
Unifying calls and web forms across hundreds of firms into one clean identity each — a case study in identity resolution and why vertical infrastructure wins.