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‘Tokenmaxxing’ is making developers less productive than they think

The article discusses 'tokenmaxxing,' a trend where developers prioritize high AI token usage as a productivity metric, arguing it leads to more code revisions and reduced actual efficiency. It cites data from developer productivity firms showing increased code output but higher revision rates with AI tools. The piece critiques input-focused metrics and calls for better output-based productivity measurement in software engineering.

Background

AI coding assistants like Claude Code and Cursor have become widespread, changing how developers work and measure output. Traditional metrics like lines of code are being replaced or supplemented by token-based AI usage tracking.

Source
TechCrunch
Published
Apr 18, 2026 at 02:42 AM
Score
6.0 / 10