A new preprint posted to arXiv on 20 May 2026 uses patient-specific computational fluid dynamics to map velocity streamlines, wall shear stress (WSS), and time-averaged wall shear stress (TAWSS) across ruptured and unruptured cerebral aneurysms. The in-house parallel C++ finite element solver revealed substantial overlap: both groups displayed elevated WSS regions and high-velocity inflow jets, underscoring that isolated shear metrics cannot reliably separate clinical outcomes. Sample size and exact case count are not reported, a common limitation in such modeling studies; results rest on idealized boundary conditions and rigid-wall assumptions that omit vessel compliance and thrombus formation. This aligns with earlier findings from a 2017 multi-center CFD study (n=119 aneurysms) published in Stroke that also reported WSS overlap, while a 2021 peer-reviewed analysis in Journal of Biomechanics (n=42) stressed the need to combine geometry, inflow angle, and patient-specific factors. The arXiv work correctly avoids proposing new thresholds yet underplays how these overlaps challenge ongoing clinical trials that still prioritize TAWSS cutoffs. Future progress will require hybrid models fusing CFD with machine-learned imaging biomarkers rather than single-parameter reliance.