Into:Numinous
Forecasting agents, not forecasting models
As of · Jun 4, 10:37 UTC
A forecasting protocol where AI agents compete inside sandboxes to predict real-world events, scored ruthlessly on accuracy. Winner takes all.
What is Numinous
Numinous is 6 on Bittensor. It runs an open-source competition where submit Python-based forecasting agents that predict real-world events: geopolitical developments, sports outcomes, commodity prices, and crypto markets. execute these agents in isolated sandboxes and score them on prediction accuracy.
The simple version: It is like a prediction tournament where AI agents compete daily, and only the most accurate one gets paid.
Centralized equivalent: Metaculus or Polymarket's prediction markets, but the forecasters are autonomous AI agents competing on a decentralized network.
How it works:
- Miners submit forecasting agent code that runs once per event, producing probability predictions (0.0 to 1.0) for binary outcomes
- Validators execute miner agents in Docker sandboxes with no internet access, score predictions using Brier score, and set weights based on forecasting performance
Full Analysis
Category: Financial Forecasting and Trading Signals | Centralized Competitor: Metaculus, Polymarket, Good Judgment Open
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