11 · COMPETITIONSPlanned
Kaggle Competitions
A future home for documented tabular, NLP and vision competition work. No case study is published yet.
Project archive · 11 entries
All projects
The three featured case studies lead. The rest of the archive covers agents, simulation, statistics, visual explanation and work still in progress. Status is explicit; planned work is not presented as finished.
Project archive
11 projects shown
01 · FEATUREDEvaluated prototype
Legal Text Anonymiser
RoBERTa-based sensitive-entity detection, privacy transformations and measured mosaic re-identification risk.
02 · FEATUREDEvaluated prototype
QuoteGuard
Guardrailed insurance-policy RAG with hybrid retrieval, cited evidence and adversarial safety tests.
03 · FEATUREDWorking prototype
Touchline
An agentic football analyst that writes read-only SQL and compares answer accuracy, grounding, latency and cost.
04 · SYSTEMLive
PolicyDesk
A LangGraph planner, researcher and critic workflow over an insurance policy, compared with single-shot RAG.
05 · SECURITYIn progress
Red-Team Lab
Attack-by-attack testing of an LLM SQL agent and the damage its query guard actually prevents.
06 · SIMULATIONLive
Blackjack Simulator
Monte Carlo analysis of blackjack strategy, bankroll risk and which table conditions change the result.
07 · ANALYSISLive
Penalty Geometry & Game Theory
World Cup penalty choices as a shooter-versus-keeper payoff matrix using the keeper’s actual dive.
08 · COLLECTIONLive
ML in Football — Explorations
Self-contained interactive studies spanning network structure, travel, squads, similarity and penalties.
09 · DATA PRODUCTLive
Grid Lens
A live view of Australia’s electricity mix and regional carbon intensity, calculated and cross-checked two ways.
10 · EXPLAINERSLive
Data Curiosities
Interactive explanations of counterintuitive statistics, from Simpson’s paradox to M-bias and non-collapsibility.