STAGE.
Documentation
The operating system for intellectual discourse

Where the best experts meet the best questions.

Stage is an AI-augmented live broadcast platform built to solve the Signal-to-Noise crisis in online discourse. Current platforms reward volume; Stage rewards value — shifting live Q&A from popularity contests to merit, where the best argument wins the stage.

22,727comments in 30 minutes
8questions answered
#1by votes: not a question
The Obama story

The most famous Q&A in internet history couldn't hear its best questions.

August 2012. President Obama sits down for Reddit's biggest-ever AMA. The crowd's top-voted submission isn't a question — it's a link collection. A moderator note ranks third. Meanwhile, the question behind his most-remembered answer of the entire session — a recent law-school graduate asking about drowning in student debt — sat buried where vote ranking left it. He could only answer what the ranking showed him.

We rebuilt that AMA on Stage. Ranked by substance instead of applause, the buried questions lead the queue — from the second they're submitted, before a single vote arrives. Then we ran a second decade, different host: Bill Gates, 2023. Same engine, untouched — nine of Stage's top ten were questions he actually chose to answer.

The empty chair

A six-year Army reservist wrote to his commander-in-chief. The president never saw it.

In that same AMA, a U.S. Army Reservist — nearly six years in uniform — wrote a personal, specific question about what his unit was living through. It finished with three upvotes, ranked #66, invisible. When our engine scores that question's idea density, it comes out at 0.85 — identical to the #1 question on the merit ranking. The substance was there. The visibility lottery buried it in its first five minutes, and vote ranking never looked back.

That soldier is in every audience. Podcasts and webinars carry great speakers to passive crowds; social feeds let everyone speak and no one be heard. Stage replaces "loudest first" with earned speech: the right to the speaker's attention is earned through the quality and substance of the contribution — judged in real time, blind to follower counts, timing, or mob momentum.

Reddit never gave this question its first five minutes. Stage does — on substance, it leads the feed from the second it's submitted.— from the proof-of-concept evaluation
From connection to cognition

A fundamental shift in what online interaction optimizes for.

Social Media 1.0 connected everyone and optimized for engagement — and got brawls, hive minds, and empty chairs. Stage is built for what comes next: optimizing for cognition. Four integrated AI systems curate the room in real time:

The GatekeeperScores every submission's idea density in real time — logical structure and substance, not sentiment or popularity
Smart rankingBlends substance, earned voter authority, and civility with the crowd's votes — tunable by the host for the room
The SynthesizerMerges overlapping questions into one sharper "super question," crediting every asker
The Credibility GraphAuthority earned two ways: verified credentials, or demonstrated quality of contribution
The old wayThe Stage way
First come, first served — most upvotes winsHighest intellectual density wins
Popularity contestsMerit-based ranking
Maximize engagementMaximize cognition
The loudest voice winsThe best argument wins

Want to go deeper?

The full documentation — product vision, architecture, design decisions, and the working analyses behind the proof of concept — is available to the team and invited collaborators.