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

Dynamic DES v0.8.1 adds data lake integration, so one SimPy codebase writes batch Parquet data for ML training and streams live Kafka events.

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.