The MedWriter project aims to create an AI-based clinical decision support system for automated discharge letter generation. Co-funded through Italian Sustainable Growth Fund and the EU, the project will utilize 1.3M patient records from HL7/FHIR-compliant SISWEB platform. The system will employ hybrid neural architectures including CNNs, transformers, and reinforcement learning for accurate clinical narrative synthesis.