hi i'm nihal.

i'm:

building in public
breaking & shipping fast
optimizing for utility, vibes, & retention

right now i'm working on LEVSYS

stuff i've built / shipped:

some wins, lots of iteration. i like building simple things that help people and feel inevitable once you use them.

i also tinker with machine learning systems (RAG & memory, multi-agent workflows, video & world models), wrote numerous medical machine learning papers, shipped b2b infra, & taught machine & deep learning, and still happiest when the loop is:

idea → prototype → users → refactor → ship & repeat

p.s. if you want to build something or have a crisp ask (<300 chars), email nihal@berkeley.edu. i usually reply.