I currently steward and run operations and finances for a 20-entity, 80+ unit real estate portfolio, and I built the software that runs it. Shamar is a full-stack property management platform I designed, built, and deployed solo, now in daily production use with 75+ tenants: multi-entity accounting, a self-reconciling ledger, role-based permissions, and AI automation that learns how I categorize work and starts pre-filling it. 

AI agents are a normal part of how I build. I believe they can be used for the betterment of human productivity rather than being something to fear, and I also know where they fail: I...