WinAI Labs focuses on three flagship research areas where AI has the highest human impact: preventing failures before they occur, supporting human performance in high-stress environments, and enabling earlier, more effective response to risk and crisis.
1. Early Anomaly Detection for Safety-Critical Systems
Outcome:Proactive identification of weak signals to prevent failures, reduce risk, and protect lives in aerospace and defence environments.
Status:🟡 In progress
2. AI-Enabled Human Performance & Fatigue Intelligence
Outcome:Improved human decision-making, reduced fatigue-related risk, and healthier performance in high-stress operational roles.
Status:🟡 In progress
3. Proactive Risk Intelligence for Crisis & Emergency Response
Outcome:Earlier situational awareness and faster, more effective response to emerging risks, supporting safety, resilience, and humanitarian impact.
Status:🟡 In progress

