what i'm focused on right now
last updated: august 2026 · chennai, india
work
building generative ai systems at spritle software — mostly agentic tooling (mcp servers, multi-agent orchestration) and production-grade ml pipelines.
side projects
training small language models from scratch and reasoning-tuning them — most recently rune-r1. also shipping small mcp servers for tools i actually use day to day (whatsapp, gitlab, ui generation) — see /projects for the full list and write-ups.
learning
going deeper on reasoning-tuning and multi-agent architectures, and where rag pipelines break down at scale.
life
based in chennai, india. this page is inspired by Derek Sivers' /now page movement — a snapshot, not a bio.