Dynamic DES v0.11.1 adds a declarative SimulationContext API, native Postgres and Redis ingress and egress connectors, and broader object storage.

Turn a static model into a synchronized forecasting engine with dynamic-des, using the Switchboard pattern, mutable resources and dynamic topic routing.

Compare the architectural layers that separate a traditional simulation, an operational digital twin and an event-driven hybrid pipeline.

An Apache Flink and Kotlin streaming architecture where online machine learning detects concept drift from machinery wear, controlled by a shadow mode router.