Operations don’t improve because we see anomalies—they improve when we act on them safely and repeatably. This session shows how to design a closed-loop “sense → reason → act” system on Microsoft Fabric Real-Time Intelligence (RTI) where Data Agents convert raw telemetry into decisions and auditable actions.
We’ll stream events with Eventstream into Eventhouse (KQL), detect out-of-spec behavior, and trigger Activator reflexes that launch agent plans. Agents consult a Digital Twin (asset models, tolerances, topology) and leverage Copilot Studio (incl. computer use for UI automation) to implement safe remediations—under approvals/guardrails, with full OneLake lineage and audit.
The talk is vendor-neutral in patterns and shows interop with common enterprise sources (e.g., Kafka/Confluent, GoldenGate CDC into object storage, REST/DB adapters). You’ll leave with a blueprint—reference architecture, KQL examples, agent tool design, twin modeling tips, approval flows, and an end-to-end demo—that your team can adapt to manufacturing, retail ops, utilities, or SRE use cases to collapse MTTR while keeping humans in control.