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status: no gcp creds

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lohjo/README.md
Loh John Ray — a researcher who ships

 

I'm a Year 3 Engineering Science student at Ngee Ann Polytechnic, working at the intersection of deep-tech research and human-centred engineering. My research sits in CO₂ adsorption — packed-bed columns, polymer-based sorbents, breakthrough-curve modelling for Direct Air Capture. My builds sit elsewhere: multimodal AI for misinformation, voice-directed surgical co-pilots, an open-source 3D-printable blood sampler for disaster and LMIC settings.

Both, at once, all the way down.

Mathematics is the only language I know that compresses without lying.

 

Currently

Researching packed-bed CO₂ adsorption with polymer sorbents; modelling breakthrough curves across PFO, LDF, and PSO kinetics. — Building SENTINEL, SOAR, Lifeline / quickly-draw!, and a small constellation of side projects. — Learning agentic orchestration, MLOps, on-device inference, and the conversational Japanese I'll need for GEIP.

 

Selected work

SENTINEL — a multimodal AI-generated-content detection platform for Southeast Asia. FastAPI on Cloud Run, Gemini ensemble, SEA-LION GUARD for SEA-language coverage, Chrome extension + Telegram bot. Built in 24h at Hackomania 2026, extended for the Gemini Live Agent Challenge.

SOAR — voice-directed surgical co-pilot. One Orchestrator agent, nine specialists, 26 in-process tool functions, Vertex AI Gemini Live bridged into a browser console.

Lifeline / quickly-draw! — open-source 3D-printable blood sampler for disaster and low-resource settings. Vacuum-actuated bellows, microneedle array, sub-S$10 BOM, CAD released under CC-BY-4.0.

MathScribe — handwriting-to-LaTeX, fine-tuned olmOCR VLM with QLoRA. End-to-end MLOps pipeline.

 

Hello, in four languages

Hello.   你好。   こんにちは。   Xin chào.

 

Signals

Top languages GitHub streak
GitHub contribution snake

 


github  ·  linkedin  ·  portfolio

Pinned Loading

  1. ProjID3 ProjID3 Public

    Parametric Study of the Regeneration Process of CO2 Capture Sorbent in Packed-Bed Columns

    Python

  2. yolomolo yolomolo Public

    AIxYOU's Build a Web App

    TypeScript

  3. portfolio portfolio Public

    HTML

  4. soar-main soar-main Public

    HTML