About Arawal Shukla

Research background

Scientific ML, adaptive AI, and cyber-physical systems.

My research focuses on systems that identify local failure, adapt under constraints, and keep the consequences of intervention measurable. I work through reproducible experiments, matched comparisons, ablations, and explicit limitations.