The Work What we are building 2026

The Projects.

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.

No. 01

Projects

the principal work
No. I

Sorserer

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 soon
No. II

NewsBuddy

A 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 soon
No. III

Patron

A pseudonymous patronage and donation rail for civic projects — support the work without surrendering your identity.

public repo coming soon
No. IV

Muni

A municipal-finance dashboard prototype — line-item spending and revenue, made auditable by the public it belongs to.

public repo coming soon
No. V

DeBIOS

A foundational identity and consent layer for the Institute’s tools — prove who you are, and only what you choose to prove.

public repo coming soon
No. VI

DecentralisedDB

A decentralised data layer for civic records — public information that stays public because no single party can withhold it.

public repo coming soon
No. VII

Contradiction Benchmark

Benchmarking contradiction detection and resolution in multi-document AI knowledge systems

Principal Investigator · Melody Colantuono

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 soon
No. 02

Side Projects

smaller experiments, still public
No. i

Power Browser

A smaller experiment from the workshop — notes and a write-up forthcoming.

public repo coming soon
No. ii

Github Board Skill

A conversational Claude Code skill for reading and editing a GitHub Projects kanban board — natural-language driving, task routing, staged previews. MIT-licensed.

github
No. iii

SymbolicDB

A smaller experiment from the workshop — notes and a write-up forthcoming.

public repo coming soon
No. iv

Classical Consciousness

A smaller experiment from the workshop — notes and a write-up forthcoming.

public repo coming soon
No. v

Everyone Engineer

A smaller experiment from the workshop — notes and a write-up forthcoming.

public repo coming soon