Numeral's CTO keeps his stack to S3 and Postgres. He explains why giving agents fewer things to reach for is the only containment strategy that scales.

Diaa Radwan, Data and AI Solution Engineer on Microsoft's Global Black Belt team, explains how WAL, logical replication, and change data capture let PostgreSQL generate real-time events for downstream systems while staying the authoritative system of record.

Paul S. Lavoie, Vice President of Innovation and Applied Technology at the University of New Haven, argues that manufacturing's AI adoption struggle is a navigation problem and proposes an AI-enabled single front door that diagnoses business problems before matching vendors to them.