AI and software engineering for research, industry, and civil society.

Three LLMs answer in parallel, then, optionally, review each other's anonymised responses and revise. A rapporteur writes the synthesis; the lowest-confidence model writes the minority report. Open-source Python, eight decision methods, live at magi-council.org.

A static, interactive site comparing eight published forecasts of the 7 May 2026 UK local-election seat outcomes against the actual result. Four ways to read the same data, transparent dated provenance, recomputes three of the eight from current polling against a 2022 baseline. Live.

Directing a grant-funded UK non-profit community organisation: scaling from a volunteer response to structural impact, with AI-assisted drafting on the casework side.

A research tool that lets non-engineers grep across years of Android apps in seconds. AppInspect, built for the SFB 1187 platform-studies group at Siegen.

Conditional probability over two word lists, plus k-means over character-encoded words to pick openers. No training, no simulations at runtime. Live; talked about at a PyData London Meetup.

A browser-operated platform that gives privacy and platform-studies researchers live access to the network traffic of any Android or iOS app, without a networking background.

Designing, operating and hardening a one-off civic voting system under live attack (adversarial conditions in the security sense) with a five-figure budget and a team of one.