Post by Emmi AI

We've been working hard on the next big step for Noether. The result: v2026.4.0, bringing real accuracy gains, new recipes, and broader applicability across simulation domains. Improved accuracy on the DrivAerML automotive CFD benchmark: By switching AB-UPT to the Muon optimizer and tuning its RoPE parameters, we've achieved: • 3.7% relative L2 error on surface pressure • 5.4% on volume velocity • 36.5% on volume vorticity New & promoted recipes: • New heat transfer surrogate recipe • Aerodynamics tutorial promoted to a standalone recipe • Added support for our Wing-simulations dataset from Hugging Face Other highlights: • Scalable query-based inference for AB-UPT • Generalized from fixed surface/volume to arbitrary domains — gas, liquid, solid, multi-phase, and more • EMA-weight evaluation, deterministic dataloading, profiling callbacks • submitit-based multirun for SLURM sweeps Thank you for your continued support 🙏 All links in the comments.