~/articles · 1 post

Notes from the workbench.

Thinking out loud about PHP, AI tooling, ABA software, indie hacking, and whatever else I'm shipping this month.

filter: all #ai #claude-code #data #dotfiles #macos #mcp #methodology #opinion #product #programming #review #swift #tooling #tutorial

2026·04·24 · ~9 min

One LLM Isn't Enough: The Data

Two months of multi-model code review across 217 commits and 1,514 findings. Consensus is rarer than I thought, and 87% of real bugs were caught by exactly one model.

#ai #review #data