Research

Our Research Verticals

We pursue applied AI research across five industry verticals, each chosen for its potential to generate transformative economic and social outcomes.

AI & Deep Tech

The cross-cutting foundations our applied work depends on – edge inference, transfer learning, explainable models, retrieval-augmented generation, and the privacy-preserving architectures behind every other vertical.

Aged & Disability Care

Privacy-preserving fall detection on edge hardware, multi-condition risk prediction validated on Australian aged-care cohorts, and adaptive rehabilitation with real-time feedback.

Food & Agriculture

Transfer-learning models for crop disease detection across regions, deep-learning spectroscopy for inline food-processing QC, and IoT-fused contamination tracing along supply chains.

Manufacturing

Explainable on-device visual inspection, cross-asset predictive maintenance with LSTM fault prediction, and physics-informed digital twins for interpretable real-time process control.

Tourism, Events & Sport

Retrieval-augmented assistants tied to real-time inventory, demand forecasting for mid-market operators, and crowd-flow analytics that double as safety and compliance dashboards.