AI for accountable business
Natural language processing, computer vision, and multimodal AI that preserve provenance and support decisions people can defend.
AI · NLP · Computer visionResearch agenda
Research
From prediction to accountable action: defensible measures, reliable evidence, domain judgment, and adoption inside real institutions.
ESG & sustainable finance
Turning disclosure narratives and visual evidence into measurable signals of corporate behavior, supply-chain practice, and value.
ESG · Disclosure · Sustainable supply chainsHuman–AI learning
Designing project-based learning where AI scaffolds inquiry while teachers retain judgment, evidence standards, and responsibility.
PBL · AI governance · Learning design