Automotive 6xxx — Al-Mg-Si posterior
6xxx aging — β″ / β′ precipitation posterior
Calibrated Mg₂Si nucleation + growth posterior with held-out validation gate. Honest CI on yield strength after paint-bake — the difference between making the BIW spec and not.
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