The Five-Layer Stack: How to Work With AI
The AI conversation focuses on prompts. That's 30% of the work. Here's the architecture that makes the system useful instead of generic — including the layer that almost never gets built.
The AI conversation focuses on prompts. That's 30% of the work. Here's the architecture that makes the system useful instead of generic — including the layer that almost never gets built.
I stopped reading business books and started building things instead. Every ugly first version taught me something no framework ever could.
I had a level system. Level 8, Level 9, Level 10. Then I noticed I was defending the level instead of doing the work. Marco Pierre White solved this decades ago.
I was losing 20 minutes every session re-explaining context the model had already seen. A wiki in a Git repository fixed it — and the speed difference was immediate.
Context, not tools, is the real secret to 10x faster development with Claude Code. The speed advantage is the infrastructure I've built underneath.
I built a production system in four weeks with Claude Code. Twelve months and 6,379 commits later, here's what I actually know about getting reliable code from AI — and why almost none of my original advice still applies.
The algorithm is coming for your business. Here's how to use AI as an amplifier instead of fighting it — lessons from decades of digital evolution.