What I'm doing · Updated November 2026
What I'm Now Doing
A live snapshot of what I'm building, teaching, and researching. Updated as things change, not on a schedule.
Building
Engineering the RimonsIELTS e-learning platform solo and remote: student portal, REST API, admin dashboard, and a Python central service, all live in production.
Building out Shera Bot, my multi-agent prototype with approval-gated actions, and maintaining my own tools: BriefLi shortlinks, VoiceKey offline voice typing, ODE 3D Orbit, and this portfolio.
Teaching
Undergraduate Teaching Assistant at UIU (since Aug 2025), supporting DBMS, DSA-I, ICS, and SWE lab courses with weekly lab sessions, office hours, and code reviews.
Researching
FYDP-II is defended and the Lorenz-1960 PINN paper is submitted to ICEEICT 2027: a network trained on the ODE residual alone, within 3e-05 of a DOP853 reference without ever seeing the answer.
Solving boundary-layer problems with new equation systems, and working with PINNs across areas: windowed training with causal residual weighting for longer horizons, CAN masquerade attack detection on the ROAD dataset, and shape optimization for small robots.
The DT-NB hybrid study manuscript is written but not submitted anywhere yet, and the PINN survey dossier for Artificial Intelligence Review is in progress.
Learning
Where PINNs hold up and where they break: long horizons, stiff systems, and boundary-value problems, through my own experiments rather than just reading.
System design and Docker/CI pipelines for the production work.
Also Worth Knowing
All of my projects are open source because I like open source. To be clear about my place in it: I have not contributed to anyone else's project yet. Everything in my repos is mine.
That's the present tense.
If you want the longer version of any of this, the about and research pages have it, or just ask me directly.