Executive Summary & Hypothesis The Hypothesis: Shifting from asynchronous, multi-step manual data entry across fragmented tools to a single, synchronous reporting pipeline eliminates cross-system data drift and removes downstream reconciliation rework. The Mechanism: Integrating an automated AI parsing utility extracts categorized entries from unstructured bank statements directly into a master register. This register then serves…

Overview / Problem Statement: While working through Ben Meer’s Year of Systems course, I tackled a common personal administration problem: centralizing important annual dates (like birthdays and key milestones) into a single, reliable system. Previously, my dates were scattered across calendars, social media platforms, or stored purely in memory. Moving them into my primary task…