I'm Aishwary — an ML engineer who builds production systems in regulated, latency-sensitive domains. This is where I write up the engineering work in depth: the architecture decisions, the ML pipelines, the tradeoffs I made, and the things I got wrong.

The current focus is Quantsentinel, a multi-tenant quant platform for Indian options & futures markets that I designed and built end-to-end. If you're hiring senior ML engineers, scoping a consulting engagement, or just want to talk about hard problems in this space — reach out.

• Building Quantsentinel: ML for Indian Options Markets in Production

  A technical case study on designing and shipping a multi-service quant platform — 11 services, 17 ML systems, 4-layer alpha engine, 7-wall risk castle, written across ten focused days. The architecture, the ML pipelines, the closed loops, the tradeoffs, and the things I got wrong.