JuliaHub unveiled Dyad, a powerful system that brings modern software agility to the world of hardware system design. A central theme behind our Dyad suite of tools is bringing together traditional physics-based modeling with Scientific Machine Learning (SciML) and Generative AI for model-based design in a way that's safe, interpretable, and engineer-approved for safety-critical applications.

From fast prototyping to production deployment, Dyad supports the entire product lifecycle through:

• A textual programming interface that is first class for software development, and a Graphical User Interface (GUI) for engineers, with one-to-one mapping between the two interfaces
  
  
• Agentic AI workflows to develop models, convert models from legacy systems, and significantly improve engineer productivity through a focus on product design
  
  
• Integrated simulation and plotting workflows leveraging the rich ecosystem of analysis capabilities such as optimization and control systems already available via the Julia ecosystem
  
  
• Software engineering principles that help create scalable, collaborative projects centered around modeling, analysis and digital engineering
  
  
• SciML-native primitives that allow for model discovery, auto-completion of missing physics, and a seamless integration of field data into models for digital twins
  
  
• Importing and exporting of Functional Mock-up Units (FMUs) to interoperate with the rich ecosystem of upstream and downstream digital engineering tools

Dr. Michael Tiller, designer of Dyad at JuliaHub adds: "Throughout my career, I've lamented the fact that engineering tools seem to be decades behind the state-of-the-art in software and technology. Dyad is our attempt to reimagine modeling, simulation and analysis tools to leverage fully modern technologies and capitalize on the incredible advances in AI."

Dyad Studio is available under a source available license that allows engineers to see how Dyad works under the hood, and is free for educational and personal non-commercial use, with commercial licenses available from JuliaHub. More information is available at https://juliahub.com/products/dyad and https://help.juliahub.com/dyad/dev/.