
AMBR · AI for Bio
Machine learning for antibiotic-resistance research. Built with the team that won Hack-Nation 2026.
Things I have built
Products, research tools, and experiments. Some grew over months; others came together with a team in a weekend.

Machine learning for antibiotic-resistance research. Built with the team that won Hack-Nation 2026.

A personal AI assistant that follows a conversation and offers help when it is useful. Starting with voice, timing, and context.

Probabilistic demand forecasting, with research into Bayesian deep learning and calibrated uncertainty.

Grounding language in a scene graph, validating structured actions, and executing edits in NVIDIA Isaac Sim.
A prototype that combines running routes, local landmarks and spoken stories.