At Emmi AI, we are redefining how industries innovate. Traditional simulations are 
slow, expensive, and computationally heavy. We make them fast, scalable and 
intelligent!

Our AI-Powered physics architecture and models unlock Real-time interaction, 
slashing simulation times from days to seconds.

Contribute to cutting-edge AI research and help redefine what’s possible in the 
industry!

The opportunity
You will get the chance to conceptualize and develop Physics AI surrogate models 
bridging the gap between basic research and real-world applications for 
semiconductor device and circuit modeling. Together, we will push the boundaries 
of current SOTA AI-based simulation technologies and publish at top-tier ML/AI 
venues (e.g., NeurIPS, ICML, ICLR). You’ll utilize tools like PyTorch, JAX, and 
OpenFOAM on large-scale compute clusters, and thousands of CPU cores as an enabler 
for our projects and research.

We love AI, and have fun at work. This may manifest in things like…
… you value the beauty of smooth gradient norm curves as others do van Gogh 
paintings.
… you get uneasy when seeing idling nodes in our compute cluster.
… your mood is inversely proportional to the validation loss of your latest train 
run.
… tackling our most exciting problems as a team supporting each other when things 
get tricky.
… you tell all your family at dinner about the impeccable compositional structure 
of your well-documented Python code.
… but still value a healthy work life balance and care about the social impact of 
your work.


About you :

- You have a strong background in multiscale and multiphysics simulations of 
semiconductor materials relevant for device and circuit modeling. This allows you 
to identify limitations of state-of-the-art methods.
- You are passionate about ML approaches and their potential to massively improve 
current models for and simulations of semiconductor materials.
- You love engineering and coding and appreciate a clean solution even within 
research projects.
- You are excited about bridging the gap between basic research and real world 
applications bringing the latest technological advances to our projects.
- In cases where the state of the art is not ready for a problem you can’t wait to 
dig deeper, to do the required research to advance it and get the problems solved.
- You are especially excited about at least some of the following topics:
- Creating value for customers by solving pain-points and enabling new business & 
product opportunities.
- Physics AI for imitating large-scale numerical simulations with AI
- Developing and executing long-term, market-relevant research visions.