I was honored to be selected—among only 8 individuals—for an oral presentation at the 14th Critical Care Conference. My talk focused on CU-ICU, a Thai-language instruction-tuned model designed to assist ICU practitioners. Built on the T5 architecture, the model was fine-tuned using efficient techniques such as LoRA, AdaLoRA, and IA3. CU-ICU integrates evidence-based clinical guidelines, including those from the Surviving Sepsis Campaign, to support clinical reasoning.