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Multi-agent forecasting, in the open

New evidence deserves
new priors.

Ask a question about the future — will it happen, when, or which way — and a panel of independent AI forecasters researches today’s primary sources, argues, survives a red team, and converges on a calibrated probability. Every step of the reasoning is published. Nothing is a black box.

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How a forecast is made

1

Ask anything resolvable

Pose the question in plain language. An analyst pins down precise resolution criteria first — vague questions make dishonest forecasts.

2

Independent panels research

Multiple frontier models, run as independent forecasters, search live primary sources — filings, government data, markets, the news of the last hour. Fresh evidence beats stale training data.

3

Adversarial review

Red teams attack each case. Judges score what survives. A forecast that can’t defend itself doesn’t ship.

4

Deterministic aggregation

Panel views are pooled with transparent math, and every probability is recomputed and validated outside the models. If a headline number diverges from its own tables, it is rejected — not rounded.

Four kinds of questions

Binary
“Will it happen?”

A single calibrated probability of YES, with a confidence band and the evidence that moves it.

Date
“When will it happen?”

A full distribution over dates — median, P10–P90 band, and milestone probabilities for the checkpoints you care about.

Multiple choice
“Which one?”

A probability for every outcome on a well-posed option set, including the scenarios nobody proposed.

Numeric
“What value?”

A full distribution over a quantity — median, P10–P90 band, and the probability of clearing each threshold.

What makes it trustworthy

Primary sources, today’s

Forecasters cite what they read, and they read the live web — not last year’s memories. Post-cutoff evidence is the point, not a bug.

Disagreement is data

Panels are built to disagree: different models, independent runs, opposing briefs. The spread between them is reported, not averaged away.

Math you can audit

Every aggregation step is deterministic and shown in the report. The headline number is recomputed from its own tables — or the forecast is thrown out.

Read the reasoning. Keep the probability.