SCIENTIFIC AI × HPC
Consulting
Helping engineering teams accelerate scientific simulations with AI — physics-informed machine learning, neural-operator surrogates, and high-performance computing workflows.
EXPERTISE
Physics-informed machine learning Neural operators Surrogate modeling GPU optimization Digital twins Scientific AI & HPC
EXAMPLE PROBLEMS
CFD acceleration Neural surrogates Plasma simulation Electromagnetic simulation Heat transfer Multiphysics workflows
ENGAGEMENT
Feasibility study Prototype development Technical consulting Research collaboration
HOW IT WORKS
01
Scope
Share your solver, geometry, and runtime. We define what "fast enough" means and where the bottleneck lives.
02
Feasibility
An honest read on whether an AI surrogate can help — and where classical HPC is the better answer.
03
Prototype
Build and validate a neural-operator surrogate against your reference data, with error budgets you can trust.
04
Handoff
Benchmark, integrate into your pipeline, and transfer the models, code, and know-how to your team.
Have a simulation that's too slow?
Tell me about your solver, geometry, and runtime — I'll reply with an honest read on whether an AI surrogate can help.