Delirium DynamiX harnesses high-resolution USZ ICU data with on-prem LLMs and novel time-series Additive Bayesian Networks. This interpretable modeling of dynamic causal chains enables earlier delirium detection, targeted interventions, external validation, a co-designed dashboard, and a clinical pilot aiming at ≥20% fewer missed delirium-days.