Developer builds AI reviewer that argues with itself to improve code reviews

A developer building an AI-assisted editorial pipeline found that adding adversarial review—where the AI assumes its own critique is wrong—produced better feedback than expanding rubrics. The system now includes subtractive editing to remove redundant content, not just add suggestions. The approach reduced draft bloat and improved publication recommendations.