Roadmap

0.1 — contracts and catalogs

Typed specifications, 55-model registry, 11-dataset registry, HF access, CFD recommender, benchmark planner, metrics, case studies, tests, and documentation.

0.2 — executable baselines

Native FNO, U-Net, DeepONet, transformer baselines; data converters for PDEBench, CFDBench, and RealPDEBench; unified trainer and evaluator.

0.3 — hybrid acceleration

Differentiable-solver adapter protocol, corrector/preconditioner contracts, residual/conservation/fallback API, INC and Solver-in-the-Loop studies.

0.4 — geometry and industrial CFD

Unstructured mesh batching, boundary-condition tokens, AirfRANS and DrivAer adapters, Transolver/GINO/UPT/DoMINO runners.

1.0 — reproducible public benchmark

Versioned snapshots, license-complete cards, hosted leaderboard, matched budgets, cross-mesh, cross-solver, and sim-to-real tracks.