Personal site of Sambit Panda — AI researcher, cofounder and CEO of Leah Health, Johns Hopkins PhD.https://sampan.me/en-ushttps://sampan.me/writing/why-uncertainty-quantification-matters/https://sampan.me/writing/why-uncertainty-quantification-matters/A confident wrong answer can be worse than no answer at all. Here's how I think about uncertainty in the systems we're building at Leah.Thu, 12 Mar 2026 00:00:00 GMThttps://sampan.me/writing/multi-agent-google-adk/https://sampan.me/writing/multi-agent-google-adk/Practical notes from porting Leah from a single-agent prototype to a coordinated multi-agent pipeline.Sat, 28 Feb 2026 00:00:00 GMThttps://sampan.me/writing/lessons-porting-scipy/https://sampan.me/writing/lessons-porting-scipy/Getting a hypothesis test into the standard library teaches you a lot about API design — and about your own code.Tue, 04 Nov 2025 00:00:00 GMT