Beyond Pre-Training: The Full Lifecycle of Foundation Models on HPC Systems. - Dino Conciatore; Elia Oggian; Federico Da Forno; Stefano Schuppli; Jerome Tissieres; Joost VandeVondele; Maxime Martinasso (CoRR, 2026)