Projects

Research & industry

• Mar 2026 – present

  DSDG

  Distributed synthetic data generation

  A distributed generator that produces synthetic training data by orchestrating multi-turn model conversations, then materialises each run as a reviewable candidate record for SFT and RLFT.

  • LLM post-training
  • Distributed systems
  • JAX/TPU

• Mar 2024 – Mar 2026

  CAESAR

  Combat aircraft engagement and strategic AI response

  A machine-learning framework for electronic support measures: detecting radar pulses, sorting them into emitters, classifying and localising those emitters, and fusing multiple sensors into one picture for the pilot.

  • Electronic warfare
  • Sensor fusion
  • Real-time ML

• 2024 – present

  SciREX

  Scientific research and engineering excellence

  An open-source scientific ML framework in JAX, built jointly by the AiREX Lab at IISc and ZenteiQ, covering diffusion, training and transformer modules with reproducibility built in.

  • Open source
  • JAX
  • Scientific ML

• Sep 2022 – Mar 2023

  SimInhale

  Particle deposition in the human airway

  Turbulent flow through human airway geometry, coupled with Lagrangian particle tracking to find where inhaled particles deposit and in what fraction. GPU-accelerated with OpenMP and CUDA.

  • CFD
  • CUDA
  • Turbulence modelling

Personal

• Feb 2026 – present

  ExpMan

  Experiment manager written in Rust

  A high-performance experiment tracker: logging that never blocks your training loop, a live SSE dashboard for comparing runs, and a single binary that serves it all. Published on crates.io and PyPI.

  • Rust
  • Open source
  • Tooling

Also

• Semi-autonomous, gesture-controlled maze-solving robot

  Built around an ATmega16, with gestures resolved from an accelerometer and magnetometer, omni drive for movement, and a servo-mounted sonar for wall detection.

• Uncovering the nucleus of large networks

  A Python/NetworkX implementation of Dumba and Zhang's method, tested across several datasets and compared against degree, eigenvector, betweenness and closeness centrality.

• Coal outsourcing price calculator for e-reverse-auctioning

  Calculates the minimum sustainable price at which a project can be fulfilled, accounting for potential hazards and the cost of closure, so companies avoid bidding at unsustainable values.