In the rapidly evolving world of Industry 4.0, organizations are increasingly turning to digital twins to simulate, monitor, and optimize physical systems through real-time data. However, the implementation of such systems often involves complex integration of streaming data pipelines, machine learning models, scalable compute, and robust APIs. To address these challenges and accelerate time to value, Smart Twin Assistant emerges as an off-the-shelf, enterprise-ready digital twin management platform powered by Azure.

TwinForge is designed to streamline the lifecycle of digital twin models—from data ingestion and model inference to edge deployment and visualization. By leveraging a tightly integrated set of Azure services including Azure Databricks, Event Hubs, Azure Kubernetes Service (AKS), and Delta Lake, TwinForge delivers a modular, resilient, and future-proof platform for digital twin orchestration.

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