Work in progress
Work culture8 min read
Working remotely, asynchronously
Clear writing, thoughtful handoffs, and making progress across time zones — without turning every decision into a meeting.
Coming soon04 — Writing
Blog.
Notes on the things I build and read — machine learning, systems, research, and the mathematics underneath. New posts are on the way.
6 posts in all categories
Featured
All Posts
Interactive article
Research7 min read
From Gujarat’s monsoon to hydrological forecasting
Building the Gujarat Monsoon Monitor, learning from the Saurashtra floods, and forecasting river flow with SeqLSTM-MHA.
26 Sep 2026
Interactive article
Research6 min read
Frequency injection for camouflaged objects
Why the Laplacian pyramid is a surprisingly good prior for detecting things that do not want to be seen.
25 Sep 2026
Work in progress
Software7 min read
Shipping cross-platform without losing your mind
Lessons from maintaining iOS, Android, and web on one small team — analytics, RCAs, and keeping ANRs down.
Coming soon
Interactive article
Research8 min read
Purifying adversarial attacks with topology
A walkthrough of the intuition behind TopoReformer and topological purification for OCR-based attacks.
25 Sep 2026
Work in progress
Research12 min read
Matched averaging, revisited: making federated aggregation work
Neuron matching breaks down as architectures get deeper. Notes from building PFedMA — where pruning meets matched averaging, and what actually moves the needle on non-IID clients.
Coming soon