Now page. Last updated July 2026.

Research. I am a Research Assistant at Monash University Malaysia, developing wastewater treatment plant prediction models with RNNs, Transformers, and Markov chain methods on time-series sensor data.

Independent work. Web3 product management with proprietary AI research; process enhancement and automation through a contractor engagement with Quandatics; and data science and machine-learning training through a contractor engagement with Quandatics Academy.

Writing. The regression series is done. Current notes are drifting toward stochastic modelling; the Fokker-Planck note is the first of those.

Building. An AI video-generation pipeline and an internal CRM, both in progress, both on the projects page.