According to Microsoft Research, Skala's integration into major codes like VASP and ORCA is a key milestone. The genuine test, however, will be whether the promised 'continuous-improvement paradigm' can overcome the inertia of legacy methods in production environments. If successful, it could begin shifting computational chemistry from a field of static functional choices to one of software-as-a-service-like updates, raising questions about vendor lock-in and benchmark sovereignty. The community's adoption will be the ultimate measure of whether this AI-driven approach delivers on its predictive claims.