I created a system to automate performance reviews

A three-step system helps software engineers overcome recency bias during performance reviews by continuously capturing daily work, refining notes into structured entries, and enriching them with quantifiable metrics. The approach separates information gathering from presentation, using time-blocking and AI assistance to transform raw daily logs into comprehensive brag documents that accurately reflect year-round contributions including canceled projects and complex debugging work.