AI Productivity Doesn't Mean What I Think It Means

Over three years of testing AI writing systems, one-shot prompt templates failed. The working architecture is a closed-loop taste flywheel where draft versions collapse from 47 to 3, yet line-level edits remain flat at 130 per post. AI does not just save time; it raises the ceiling of what the same effort produces. The real question is whether we accept the pre-AI baseline or push for the higher-quality output AI now makes possible, the way chess engines raised the ceiling of human play without adding training hours.