What this demonstrates
ThermoTwin-F is intended to evidence, in one artifact, the competencies a thermal-systems engineer or doctoral researcher should hold: thermodynamic rigour (closed mass/energy/exergy balances, named reference formulations, theoretical-limit benchmarking); numerical and software-engineering maturity (a clean modular architecture, an explicit dependency graph, a real test suite, deterministic reproducibility); uncertainty literacy (error bars and variance attribution rather than point estimates); and the ability to make complex systems legible through a designed, accessible operating console.
GridState shared by every tier