Java Architect Essentials

Sep 16, 2026 · Artificial Intelligence

Codex Skills Cut Research Draft Time by 40%: 10-Run Experiment

The author shares a 10-run experiment showing that structured Codex Skills reduce research draft time from 40 to 20 minutes, cut manual corrections from 5–7 rounds to 2–3, and improve first-pass rates by codifying input rules, processing flows, and output contracts for repetitive tasks.