Analytical work produced during professional engagements with institutions, governments, and multilateral organizations.
These are public versions of research produced during professional engagements and do not represent official publications of the institutions mentioned.
Prepared for Reserve Bank Innovation Hub
Risk-based governance framework for AI adoption by financial infrastructure operators. Covers technical standards, organizational readiness assessment, and ecosystem coordination mechanisms aligned to financial regulatory requirements.
Prepared for Reserve Bank Innovation Hub
Analysis of deployment considerations for voice-based AI in healthcare settings serving low-literacy populations. Examines technical architecture, privacy-preserving design, consent mechanisms, and institutional readiness requirements for responsible deployment.