Shipping
Transferithm v0.3 — public probability sheet, weekly cadence, Brier < 0.18 across windows.
Applied AI · Solutions Architecture · Build log
I build calibrated ML systems and translate them for the people buying.
Solutions Architect, Amazon Ads (L5). Currently shipping two flagship AI projects — Transferithm, a calibrated soccer transfer prediction system, and Redreem, travel intelligence with a tight feedback loop. This is where the architecture decisions, build logs, and longer case studies live.
Recent writing
What I've been working through
No published writing yet — first post coming soon.
Featured projects
What I'm building
Transferithm Active
Calibrated transfer windows for the people who actually read the rumour mill.
A multi-source ML pipeline predicting summer transfer outcomes for the top 5 European leagues. Calibration-first, auditable signal weights, public probability sheet shipped weekly.
pythonduckdbscikit-learnsportmonkslangchainlanggraphpgvectorastro
Redreem Active
Travel intelligence that learns from the people travelling.
A consumer travel app where every itinerary is a graded prediction. Closes the loop between LLM-generated recommendations and what the traveller actually did, and uses the delta to retrain ranking.
typescriptnextjssupabaseclaudeduffelseats-aero
Now
Currently focused on
Reading
Murphy on probabilistic forecasting; Anthropic's interpretability papers; The Athletic's deal-grading methodology.
Practising
Architecture diagrams that survive a recruiter glancing at them for nine seconds.