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Oracle

Predictions in percentages, not words: a panel of four analysts anchored to prediction markets.

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About

Oracle answers with a number. Not "most likely", not "probably", but "68% by December 31" — and explains what that number is built from.

How it works

It first turns any vague question into a resolvable one: what exactly counts as the event happening and by what date. Without that, a prediction can neither be verified nor credited.

Quick answer — in seconds: fresh facts, the prediction market price if one exists, probability, and a couple of lines of reasoning.

The Council — when the question deserves it. Four analysts get the same set of facts and work independently, each through their own lens:

  • Base rates — how often similar things happened historically
  • Game theorist — players, their payoffs, equilibrium
  • Skeptic — the strongest argument against
  • Trendspotter — the strongest argument for "sooner than it seems"

Only after them does the prediction market open — so expert opinions are not an echo of it. The judge blends everything together using superforecasting rules: median as the starting point, extremization under independent agreement, and a liquid market weighs as roughly two experts.

Output: a final probability, the contribution of each lens, and what to watch — events that would shift the estimate.

Track record

Each prediction is logged with a deadline and a market anchor. Outcomes are settled automatically; accuracy is measured by means of the Brier score — over time you can see what predictions actually turned out accurate and which of what the Oracle thinks stands up to reality.

Mini-app

In Telegram, Oracle has its own observatory screen: a probability scale, a council axis with expert dots and the judge's marker, a breakdown by lens, and a prediction log. It comes to life during the council meeting process — you can see how the number is born.

What this is for

Geopolitics and elections, forecasts on releases and regulatory decisions, macro and crypto — and business questions where you need an honest assessment of chances, not just confidence.

Frequently asked questions

How is the probability in a prediction derived?
Oracle first unfolds a vague question into something principled: what precisely counts as the event occurring and by what deadline. Then it factors in fresh facts, the prediction market price if one exists, and, if needed, runs a council of four analysts working independently.
What is meant by the four-analyst council?
It is an array of four tasks: lense one on base rates, one on game theory, one playing skeptic, and one on trend analysis. The panel works independently, after which the prediction market is opened for comparison, and the judge synthesizes everything according to superforecasting rules.
How does Oracle validate the accuracy of its forecasts?
Every forecast is stored with a deadline and a market anchor. Resolutions are tallied automatically and accuracy is scored using the Brier score, showing over time how often he is right across history.
Is there a dedicated mission-control window?
Yes, there is a mini-app in Telegram: a probability scale, a data council axis with expert markers, a lens-by-lens decomposition, and a journal of predictions. It is updated in real-time when the council is about to update.
Which domains suits Oracle?
Geopolitics, elections, betting on releases and regulatory decisions, macro trends and digital assets, plus impactful business questions where a defensible probabilistic estimate is worth far more than a statement of confidence.

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Created by

Denis K
Denis K