AI Systems Foundation Model Virtualization An operating-system-inspired layer that virtualizes foundation models for enterprise and scientific workloads. Agentic AI Guardrails Policy-enforced guardrails and automated evaluation for safe, reliable autonomous agents. LLM Selection & Evaluation Data-efficient evaluation and co-optimized recommendation of large language models for practical tasks. Time-Series Foundation Models Adapting multivariate time-series foundation models for forecasting and anomaly detection. Graphs & Biology Hypergraph Learning Clustering, hyperedge prediction, and representation learning for higher-order graph structures. Multilayer Networks for Biology Multilayer network centrality to uncover molecular mediators of tissue-tissue communication.