How can models find the right signal?
Feature selection, rough sets, high-dimensional data, efficient learning, and interpretable classification.
Methods · data mining · machine learningThree connected questions guide my work.
How should people direct and control agents?
Delegation, orchestration, explainability, uncertainty, tool permissions, intervention, and decision-centered evaluation.
Agent manager UX · responsible autonomy · evaluationHow does intelligence operate in the physical world?
Network planning, streaming data, sensing, health applications, and spatial visualization.
Networks · sensing · applied AI