I got tired of re-explaining my workload to AI every morning, so I built something

The author built Tycana, an AI productivity assistant that goes beyond simply reading task lists by computing behavioral insights from users' completion history—such as actual time estimates, on-time rates, and stalling detection. Unlike standard AI integrations that merely narrate existing data, Tycana accumulates behavioral data over weeks, delivering increasingly personalized and accurate productivity guidance. It features persistent cross-session memory, morning briefings, and weekly reviews.