As software systems grow, they disproportionately consume more resources in maintenance than innovation. It’s a pattern I observed leading engineering teams across giants like IBM, TripAdvisor, and Gojek. I’m building an intelligent agent to tackle this problem at my startup. This blog is to chronicle my lessons learnt along the way.