Planned topic
Can PhysicsNeMo accelerate your CFD workflow?
Where PhysicsNeMo workflows fit relative to conventional CFD, and how to judge whether acceleration is realistic for a given class of analyses.
Insights
Physics AI Engineering Notes
Technical writing about Physics ML, NVIDIA PhysicsNeMo, surrogate modeling, scientific software, GPU infrastructure, engineering AI, and production implementation. Nothing is published yet — the topics below are what TecunTecs intends to write about.
Planned topic
DoMINO vs. MeshGraphNet vs. Transolver
How geometry-aware, mesh-graph and transformer-based approaches differ, and which physical problems suit each.
Planned topic
What simulation data do you need for an AI surrogate?
Design-space coverage, solver consistency, held-out cases, and the practical data readiness questions that precede training.
Planned topic
From CFD data to a PhysicsNeMo training pipeline
Turning accumulated solver output into reproducible datasets, preprocessing meshes and geometry, and structuring training runs.
Planned topic
When Physics ML is the wrong answer
Signals that a workflow should be optimized, parallelized or re-meshed rather than approximated with a learned model.
Planned topic
How to validate engineering AI surrogates
Error distributions, out-of-distribution behaviour, and acceptance criteria defined in engineering rather than ML terms.
Planned topic
Deploying PhysicsNeMo inference in production
Containers, CUDA environments, GPU scheduling, batching, and the operational concerns of serving Physics AI models.
Planned topic
Building interactive applications around CFD surrogate models
APIs, scientific visualization and interface design that let engineers actually use a fast predictive model.
Planned topic
Using Claude and MCP around validated engineering tools
Orchestrating deterministic solvers and validated models through language-model interfaces while keeping results traceable.
If one of these questions is live for your team right now, it is usually faster to discuss it directly than to wait for the write-up.
In the meantime
Talk about your engineering workflow
Bring the simulation bottleneck, the dataset, or the technical question you are trying to answer.