Selected work
02 / eight projects · 2021–2026
Jackpot Carousel @ Rank
A real-time jackpot carousel live on Mecca Bingo and Grosvenor Casino: a Cloudflare Worker polls and caches jackpot values from multiple providers, and a Remix service layer streams them into smoothly animated UI. Multi-provider normalisation, polling architecture and cache invalidation under production traffic — the code stays with the employer; the live site speaks for itself.
Evolving Creatures FLAGSHIP CASE STUDY
A genetic algorithm evolving 3D creatures in a PyBullet physics sim to climb a mountain — selection, crossover, mutation, honest fitness design that catches its own reward hacks, and an interactive explainer where you can step through evolution yourself. GA, not RL — and the writeup explains exactly why that distinction matters.
Breast Cancer Detection CASE STUDY
A four-stage pipeline — baseline CNN → frozen VGG16 → regularisation → fine-tuning — on CBIS-DDSM mammography, with Grad-CAM heatmaps showing where the model looks, including on the cases it gets wrong. Honest headline: AUC 0.77 on 714 held-out scans — above the published mean-radiologist benchmark, below clinical grade, and the case study says so up front.
Document Q&A (RAG)
Retrieval-augmented pipeline: chunking, local sentence-transformer embeddings, cosine search, and grounded answers citing their source chunks — plus a similarity guardrail that says "no relevant content" instead of hallucinating. FastAPI backend, React + TypeScript front end, 61 tests and an evaluation harness grading retrieval quality.
Crypto Hunter
A p5.js platformer from first-year programming — collect the coins, dodge the enemies — the first code I ever shipped. Kept here deliberately: an AI-assisted rebuild is underway, and the before/after will live side by side.