How streaming operational technology data into Databricks lets compound AI agents reason, optimize, and advise, not just monitor. It reads live state from the Databricks Data Intelligence Platform, routes the question to a domain specialist, and runs the underlying math (schedule recovery, depletion, quality risk). All while the recovery call (speed, overtime, CIP) was already made during the shift. The line manager owns the recovery, quality owns hold and release, and maintenance owns the work order. Approval gates (by design):Role Approves Line manager Recovery: speed, overtime, schedule Quality Hold/release, deviations Maintenance Work scope and timingThe current demo covers the reasoning and recommendation loop.