Engineer. Builder. Endlessly curious.
I like hard problems.
And making things work.
I’ve been building AI agents, reinforcement learning environments, and the systems around them. At Proximal Labs, I built RL environments and the agents and techniques that generate them. My background spans hands-on staff engineering at Zepto, Tekion, and an early-stage startup, leading teams and taking B2B and B2C products from idea through delivery and growth.
Based in Bengaluru, building with people everywhere.
Different problems. The same care for what happens underneath.
A platform for research, experiments, and the work between them.
Helmsman brings together research engines, shared data infrastructure, an operator workspace, and Structure Lab. Built independently, with a record of what we tried and what we learned.
Inside HelmsmanBuilt reinforcement learning environments, the agents that generate them, and benchmarks for difficult engineering work at Proximal Labs. Contributor to FrontierSWE.
An open-source prototype of rental operations across tenants, owners, operations staff, guards and admins. It explores shared identity, backend authorization and the handoffs between visits, bookings and agreements.
A Kubernetes platform I designed and run on Hetzner: cloud workers, a dedicated server for memory-heavy work, and a burst pool that scales to zero. More than forty components sit behind Git-driven deployments. This site runs on it.
A shared knowledge and skill platform across repositories and machines. MCP discovery, hybrid search, provenance, verification, and explicit relationships between entries.
An engineering case study in coordinating work, preserving state, and checking evidence. Eleven projects with thirteen tools, published as public Apache-2.0 reference implementations.
Decisions, tradeoffs, and the parts that deserve a closer look.
Stable identity, evidence gates, and visible deployment states in the Helmsman operator workspace.
How a rental-company prototype connects customers, owners, field teams, guards, and administrators without treating a role switch as permission—now open source under MIT.
The shared Postgres limit, the rollout that reduced idle connections, and why a green dashboard is only one kind of evidence.
My dad bought me my first computer when I was in UKG, the last year of kindergarten. I’ve been interested in computers ever since. Gaming was a big part of what drew me in.
I started coding in college. That curiosity has stayed with me, through backend engineering, AI research infrastructure, and now building products of my own.
From production backends to the environments where AI learns.
AI research lab building reinforcement learning environments for frontier model developers
RL environments / Benchmark design / Eval infra / LLM agents
India’s quick-commerce leader, 10-minute delivery at massive scale
Go / gRPC / vtproto / PGO / Microservices
Early-stage startup building a decentralized creator-monetization platform
NestJS / PostgreSQL / Kafka / DynamoDB / DSPy
Automotive retail cloud, a dealership management SaaS
Java / Spring Boot / MongoDB / AWS / Elasticsearch
Computer-vision startup working on document and OCR processing
Python / OpenCV / scikit-learn / FastAPI