SERVICE

Multilingual NLP, transliteration, low-resource language modeling, generative reasoning, cultural evaluation, and preference analysis for language and speech systems.

Automation, training and evaluation pipelines, ML systems, low-level experimentation, and production-minded implementation across Python, C, and C++.

Research papers translated into code, educational ML tooling, datasets, reviews, talks, and public resources that make complex work easier to understand and extend.