All benchmarks validate against published results.
Mass conservation within 2%. Correct vortex shedding. Physically accurate two-phase topological transitions.
What an exciting time to be a builder!
The part that shocked me most: the agents found actual bugs in AMReX itself, and built missing functionality from scratch to keep going. Nobody told them to. They just needed it to move forward, so they did it.
@Yuchenj_UW 100% agree. Lock-in only makes sense when you're miles ahead. Right now the gap is small, why give people a reason to try the other options?
Imo they is should be everywhere. The more places people use your model, the harder it is to leave.
You are not solving the PDEs using Neural Networks in the actual sense of finding the solution of PDEs for the given boundary and loading conditions.
You do something with the data obtained with classical solution methods, but you are not actually solving the PDEs.
#AI#ML#NNs