Built & deployed Torchlaunch, which is a Pytorch wrapper that eliminates boilerplate and makes distributed training easier for researchers.

Was part of the founding team behind Amii’s Vulcan clusters, as part of the PAICE initiative.

Wrote the first Slurm config file for the Vulcan clusters.

Worked on implementing a smart resource allocation system for Slurm job submissions.

Created ML training materials for researchers and residents

Built & deployed custom image generation, inpainting and outpainting models for ad creatives

Built a RHLF (Reinforcement Learning from Human Feedback) router to route prompts to appropriate model, LoRA and config parameter settings.

Researched the leverage Quantum computing & photonics offer in optimization of energy distribution.

Built a nonreciprocal quantum battery simulator using Qiskit & Pennylane.

Developed a Monte Carlo Quantum circuit.

First person to bring generative AI to the visual effects industry.

Built & deployed a diffusion based CGI asset generator.

Built & deployed an LLM that acts as a screenwriting assistant tool using a RAG pipeline using vector embeddings and a FAISS index to handle fast retrieval, which was then hooked into the generation step with a lightweight retriever-generator setup