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I am currently a Research Director at JPMorgan AI Research working on Multi-agent systems, Reinforcement Learning and Generative AI Agents. I am focussed on building multi-agent systems that leverage LLMs and foundation models to automate and augment knowledge work tasks that are common in Finance, and the challenges that come with building agents that can work with humans in complex, risk-sensitive tasks. Applications include process automation, data retrieval & analysis, and root cause analysis.
I also work on multi-agent simulation of markets and complex economic systems complex settings by using multi-agent reinforcement learning (MARL) and agent-based modeling to automatically learn heterogeneous and bounded rational agent behaviors at scale, calibrate agent-based models with real data, and apply these to real world problems e.g. FX OTC and US mortgage markets. My team also built and released an open-source package Phantom that has been used in several applications.
University of California, Berkeley. Ph.D. in Electrical Engg. & Computer Science.
Indian Institute of Technology, Mumbai. B.Tech. and M.Tech. (Dual Degree) in Electrical Engineering.