| May 01, 2026 | I’ve officially started my CRUK ACED Pathway Award at the University of Cambridge — stepping into my first Principal Investigator role. Two years, £190k, building dynamic AI for 5-year breast cancer risk prediction from longitudinal mammography.  |
| Mar 15, 2026 | Returned to the University of St Andrews to guest-lecture for CS5014 (Machine Learning), covering sequence processing — RNNs, attention, and transformers. A full-circle moment. |
| Dec 15, 2025 | Passed my PhD viva! Thesis title: Bridging the Chasm: Improved Healthcare Using Both Established and Novel Analytical Frameworks. Graduation ceremony scheduled for July 2026. |
| Sep 30, 2025 | Spoke at the Cambridge AI in Medicine Seminar Series on Deep Learning-Based Follicle Growth Prediction using a Transformer Architecture — a decoder-only GPT-style model trained on 28k IVF/ICSI cycles. |