I reflect on the projects that shaped my approach to applied AI, including precision agriculture systems, geospatial engineering for public agencies, and responsible deployment practices.

I outline the questions I am investigating at IISER Thiruvananthapuram, from physics-informed graph learning for fire-risk analysis to climate-relevant forecasting.