| # Intended use and limitations | |
| The checkpoints are research artifacts for segmentation of shocks and | |
| vortex-core candidates in two-dimensional compressible CFD fields following the | |
| documented input contract. They are not a flow solver, a substitute for CFD | |
| convergence checks, or a universal detector. | |
| Training supervision is physics-derived and weak. CFD Dice values measure | |
| agreement with corrected weak references, not human ground truth. Analytic | |
| vortex and SU2-ray evaluations are independent bounded controls but do not | |
| measure complete post-shock vortex accuracy or full-front precision. Sigmoid | |
| scores are not independently calibrated probabilities. Near-wall vorticity, | |
| strong shear, contact-like layers, numerical oscillations and unfamiliar grids | |
| remain possible failure modes. Users must inspect overlays and preserve the | |
| separation among ML-only, physics-only and hybrid products. | |