Six systems
Orpheus: a knowledge graph you can walk around in
Solo, end to end: four conflicting public APIs reconciled onto Wikidata QIDs into one PostgreSQL schema; 39,080 pre-generated rooms at launch, served as pure static files (43,000 today); an AI agent auditing the result with its reasoning logged; and, since August, an oracle over the graph that ships with its evaluation published. Live at orpheus.rocks.
Orpheus itself: nine months from the first room to a live site, solo.
Security-awareness ML at eight-million-user scale
Deep-neural-network risk scoring for roughly eight million users of KnowBe4’s security-awareness platform, deployed on SageMaker. Granted patent on the approach (US 10,673,876).
Patented, and in production for eight million users.
Manpower & sentiment models for the US Navy
STEER, a 400,000-agent model of the Navy’s enlisted workforce; CRIMSON, a sentiment model calibrated against real-world incident data.
Fleet-scale agent-based modeling, validated against real incident data.
Medicare market simulation
Agent-based model of a national insurance market, validated against years of historical market data, used to steer plan design.
CFO-credited “100:1 return”; #6 → #2 in the market.
Nymbler: evolutionary baby-name explorer
An interactive-evolution recommender that learned your taste in names as you browsed, built as Icosystem’s own product rather than for a client.
A Time top-50 website; US Patent 8,725,755.
Interactive-evolution route design for the French postal service
Led route-construction software built on interactive evolutionary methods through its national rollout, and presented it in French to the national technical team.
Deployed in every French post office; ran for a decade.