Operational AI Audits
Testing whether benchmark-winning models remain useful under real failure-detection and inspection constraints.
SYSTEMS
Research that becomes something you can inspect, test, and use.
Operationalizing Nitrogen Compliance
Leakage-safe, alarm-budget-aware wastewater early warning and operational model evaluation.
Scientific Operations Console
A scientific operations interface for heterogeneous experimental systems and AI-assisted workflows.
Climate Resilience for Urban Water Systems
Decision-aware resilience modeling under climate stress, disturbances, recovery, and uncertainty.
Interpretable AI for Battery Safety
Mechanism-aware and falsification-driven machine learning for battery safety and thermal-runaway research.