Nexus for Advanced Intelligence
in Law, Engineering & Medicine
Nail'Em

RUOK is a highly accurate Chest X-ray screening AI designed to solve radiologist shortages in rural Thailand. Optimized by medical experts to detect eight prevalent regional diseases, this advanced transformer model delivers up to 93% accuracy—ensuring fast, reliable, and accessible healthcare where it’s needed most.

Glaucoma screening from a fundus photograph, handed over in a LINE chat. It runs on a data-efficient image transformer instead of a convolutional network, cutting preprocessing time tenfold, and adds a ‘pie’ augmentation aligned with the ISNT rule together with a polar transformation that opens up the cup region.

Visual field testing on an off-the-shelf VR headset through WebXR, in place of the custom 3D-printed rig it grew out of. The prediction model adds positional and severity features when converting GlauCUTU sensitivity to Humphrey Field Analyzer values, reaching a mean absolute error of 4.34 and a Pearson correlation of 0.80 on the test eyes.

A legal-guidance chatbot for survivors of sexual violence, reachable on LINE. Transformer models read a survivor's own account and classify what it is asking for against Thai Supreme Court decisions under Section 276 of the Criminal Code, with XLM-RoBERTa reaching a macro F1 of 0.77 — the basis for the recommendations LAW-U gives on the rights and steps open to them.