Robotic high-throughput formulation labself-improving AI models predicting formulationstabilityPK and process outcomesand a cloud portal for experiment design and monitoring. Stated formulation technologies: amorphous solid dispersions (ASDincluding hot-melt extrusion)SEDDS and lipid-based systemsmicrospheresin-situ depotslong-acting injectablesnanoparticlesIV and parenteral formulationstopicals and semisolidsIR tablets and ODT. Stated analytical scope covers identitypuritysize/morphologysolid-state characterisationflow propertiesrelease/dissolution and stability.