Systems that earn their place in production.

Downloads official commission-of-inquiry transcripts, speaker-chunks the text, embeds every passage into Qdrant, and builds an evidence-aware Neo4j graph — served through a read-only surface that walks from a search hit to each claim's full provenance.

An AI scribe that listens to the consultation, structures the clinical note, and hands the practitioner back the time they spent typing. Documentation support — explicitly not a medical device — POPIA-compliant by design, with the practice as responsible party.

A scheduled pipeline that crawls South African news and public sources, extracts structured incidents, geocodes against an SA gazetteer, and assembles a graph of perpetrators, victims, and routes — surfaced through network and route analysis.

Network analysis over public social-media activity: clustering, bridge detection between communities, and interactive graph exploration for investigators who need to see structure rather than scroll a feed.

Transaction intelligence from raw statement PDFs: parsing, categorisation, and monthly allocation pivots that make spending patterns legible without hand-keying a single row.

A school operations platform: the timetabling, communication, and administrative machinery that schools currently run across a dozen disconnected spreadsheets and WhatsApp groups.

Market-timing research tooling — signal construction, backtesting, and the discipline of writing down a thesis before the market tells you whether you were right.