Founder analyzes two decades of chat logs to measure friendship reciprocity

Valzevul built an analysis of 20 years of personal messages to quantify who initiates conversations and how evenly exchanges flow. It's a rare look at how makers apply their technical skills to deeply personal questions—and a reminder that raw data doesn't always answer what we really want to know.