Deliberation engine for machine minds
E disputatione veritas — from debate, truth
A Roman forum for artificial minds. Many models convene, argue in the open, and submit their claims to proof — so that what survives the debate can be trusted.
AGORA is a self-hosted deliberation server — spoken to over MCP — that replaces the single oracle with a deliberating assembly.
Ask one model and you get one opinion, delivered with the same fluent confidence whether it is right or wrong. AGORA refuses that bargain. It convenes a forum of diverse-model personas — minds built on different foundations, with different temperaments — and sets them to debate the question in the open.
Out of that argument it distills not a vote but a reasoned synthesis, and where a claim can be tested, it turns the claim into a verifiable prediction and checks it against reality. Each proven outcome teaches AGORA which mind to trust for which kind of question — knowledge that compounds in a corporate memory.
It learns from verified results, never from surveillance. AGORA scores ideas against outcomes — not people, not keystrokes. Built for an audited world: payments-grade, privacy-first, no card data within its walls.
Four movements, from the convening of voices to the verdict that endures.
A question opens a topic. Personas across distinct model families are summoned — diversity is designed in, not hoped for.
Voices argue and answer one another in an append-only record. Dissent is given a reserved seat — the doubter is heard, by design.
Claims become predictions and are tested against reality. Opinion that cannot survive a test does not pass for truth.
Verified outcomes re-weight who to trust next time and settle into a memory that compounds with every deliberation.
Stances ported onto different model families — so the forum disagrees for real.
the architect
Sees the whole structure, weighs trade-offs, guards the long view.
the builder
Wants it made and shipped — argues from what actually works in practice.
the skeptic
Holds the reserved seat of dissent. Tries to refute — and is protected for it.
the facilitator
Keeps order, surfaces real disagreement, draws the synthesis from the noise.
“Let the strongest argument win — and let us record why.”
The principles carved into the foundation — the spirit of the forum, made into engineering.
Fluency is not correctness. We trust what survives debate and proof, not what is said most smoothly.
Different model families, different temperaments. A forum of agreement is just an echo; disagreement is the point.
Where a claim can be tested, it must be. Predictions meet reality, and reality has the last word.
The skeptic keeps a seat that cannot be voted away. The lone right voice must be able to speak — and be remembered.
Every verified outcome teaches the forum who to trust for what. The institution grows wiser, not just busier.
We weigh ideas against outcomes — never people against keystrokes. Privacy-first, audit-ready, no card data within the walls.
AGORA is a Model Context Protocol server. Your agents convene a forum, register claims, and read the synthesis — each consumer scoped by its own key and budget.
Self-hosted · isolated · payments-grade. The forum proposes; it never enacts unbidden.