AI
The 5-Gate Rule: Never Ship AI Code Without Adversarial Review
Speed without verification is how you ship shell injection, database corruption, and a backwards alert — all in the same session. Here is the review workflow that catches what a single pass misses.
May 1, 2026
10 min read
AI
Token Anxiety
Language models work with tokens, not words. The cost and constraint of this unit shapes everything — how we interact, how we architect systems, and what these models can become.
April 22, 2025
5 min read
AI
How I Build Software with AI
How I layer Claude Max, gstack, and Superpowers into a spec-driven, multi-defense-layer engineering system that ships clean, production-ready features.
March 25, 2026
9 min read
