Modeling nonlinear and interaction effects of spatiotemporal and nongenetic factors improves prediction for complex traits A pre-train and fine-tune framework for adaptive boosting of pre-trained polygenic risk scores EduRiskX: A Neuro-Symbolic Framework with F-Logic Reasoning for Early Academic Risk Prediction Learning New Facts with QLoRA: An Acquisition-Retention Frontier Risks and Controls for Multi-Agent Systems: an analytical framework for deployment of AI agents across organisational boundaries