Machine learning & robotics
Efficient vision-language-action models and robot learning: how a policy should represent and generate actions, and how to do it at a fraction of the usual parameter count.
Systems engineer & ML researcher
I build systems where every clock cycle counts.
Third-year Electrical Engineering dual-degree student at IIT (BHU). I work close to the metal and at the research edge, building high-performance systems and efficient vision-language-action models for robotics.
Experience
full résumé →- 01
Visual AI
Research intern · Changwon National University
Real-time perception for vision-language-action robots, fast enough to act on.
Current research · South Korea2026 - 02
Algorithmic Trading Head
The Quant Club · IIT (BHU)
Lead the algorithmic-trading vertical, strategy research, tooling, and mentoring.
Lead algorithmic trading2026 - 03
Production Engineering
Engineering intern · Magic Lamp
Built a Prometheus + Grafana + Loki observability stack from scratch for API health.
0→1 monitoring built ground-up2025 - 04
Quantitative Research
Research consultant · WorldQuant LLC
Developed and backtested alpha signals across vast financial datasets.
Top 10% global · WorldQuant challenge2025
Selected results
- 1899 Codeforces Expert Codeforces · max rating 2026
- 1st Integral Cup, preliminary round Jane Street · Optiver · QRT 2025
- 1st International Quant Challenge WorldQuant · 1st rank at IIT (BHU) 2025
- Merit Indian Olympiad Qualifier in Mathematics IOQM 2024
What I work on
research notes →Algorithms & systems
Advanced data structures and optimization for performance-critical systems, low-level design where every clock cycle counts.
Mathematics & quant
Mathematical modelling and optimization, including quantitative finance: statistical tools that discover and capture market anomalies.
Recent writing
all entries →- Jun 2026 VLA-DSS: a Vision-Language-Action model on the efficiency frontier How a 28.9M-parameter, RGB-only robot policy holds its own against models several times its size, by trading learned visual capacity for mathematically-grounded structure: wavelet scattering, a frozen DINOv3 backbone, and a Fourier Neural Operator action head.
- Apr 2026 The Axiom Journey: Engineering a High-Performance Engine A technical dive into the core architecture, sprite batching, and Entity-Component Systems (ECS) of the Axiom 2D game engine.
// let's talk
Building something that needs to be fast, or hunting for a sharp engineer? Get in touch.