AI

Not hype. Not benchmarks. Eight dimensions that tell you whether an AI tool will actually change how you live.

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.

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.

How I layer Claude Max, gstack, and Superpowers into a spec-driven, multi-defense-layer engineering system that ships clean, production-ready features.