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

odctl is a CLI on PyPI that launches Kafka, Flink, Spark, Trino, Iceberg, Airflow and an MLOps and observability suite as one local stack.

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.

Apache Flink, Kafka and Valkey turn a contextual bandit recommender into an event driven service with stateful training and low latency inference.

A Python prototype of a contextual multi-armed bandit recommender that simulates user behaviour and validates the algorithm against cold-start users.

FastAPI and NiceGUI served from one Python process give a backend API and a web UI in a single codebase, compared here with React and with Streamlit.

Streamlit and Apache ECharts draw a live sales dashboard that reads order counts and revenue by country from a FastAPI WebSocket server.