Projects

Research and open-source projects in generative AI, NLP, and Indic language processing.

Research / GenAI

Matra

A sentence-constrained superword tokenizer for Indic scripts. On the MUTANT eval set: aggregate fertility 1.78, 72.5% sequence reduction, 9.10 bytes per token. Produces 31% fewer tokens than Gemini 3.5 Flash, 62% fewer than Qwen-3.6-MoE, and 22% fewer than Sarvam-105B across 24 languages.

Drut (WIP)

An edge Speech-to-Speech model targeting sub-150ms latency, multilingual (first of its kind), full-duplex interactivity, and native tool calling.

Generative AI

Desi Maximalism

Text-to-Image LoRA made from a hand-curated dataset to flawlessly generate the vibrant, nostalgic retro aesthetics of Desi Indian culture that frontier models fail to reproduce.