The software, systems, and experiments the Institute is building — and where each one honestly stands. The Journal is the published work; this page is the workshop.
A scholar’s tool for tracking primary sources, replication status, and citation provenance — so a claim can carry its evidence with it.
public repo coming soonA reader-side companion that surfaces provenance, citations, and counter-evidence for any article — the reader’s tools catching up to the reporter’s.
public repo coming soonA pseudonymous patronage and donation rail for civic projects — support the work without surrendering your identity.
public repo coming soonA municipal-finance dashboard prototype — line-item spending and revenue, made auditable by the public it belongs to.
public repo coming soonA foundational identity and consent layer for the Institute’s tools — prove who you are, and only what you choose to prove.
public repo coming soonA decentralised data layer for civic records — public information that stays public because no single party can withhold it.
public repo coming soonBenchmarking contradiction detection and resolution in multi-document AI knowledge systems
A democracy reasons across thousands of documents that do not agree with one another. Reports contradict records, testimony contradicts the press, and an AI system that reads them all will usually average the disagreement into a confident, wrong answer. This project builds the measuring stick: a benchmark that scores how reliably a knowledge system detects contradictions across a multi-document corpus, and how soundly it resolves them once found.
public repo coming soonA smaller experiment from the workshop — notes and a write-up forthcoming.
public repo coming soonA conversational Claude Code skill for reading and editing a GitHub Projects kanban board — natural-language driving, task routing, staged previews. MIT-licensed.
githubA smaller experiment from the workshop — notes and a write-up forthcoming.
public repo coming soonA smaller experiment from the workshop — notes and a write-up forthcoming.
public repo coming soonA smaller experiment from the workshop — notes and a write-up forthcoming.
public repo coming soon