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Karma (Decentralized Agent-Simulation Subnet on Bittensor)

A Bittensor subnet where miners run competing simulation models, rewarded for forecasting accuracy via calibration and Brier scores — turning predictive intelligence into a cryptoeconomic primitive.

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Tech Stack

React
Python
Solidity
Web3

Description

We propose a decentralized agent-simulation subnet on Bittensor that transforms predictive accuracy into a cryptoeconomic primitive. Inspired by centralized multi-agent forecasting systems, miners operate competing simulation models and are rewarded based on statistically verified forecasting performance using calibration and Brier scores. Rather than rewarding capital allocation like traditional prediction markets, the subnet rewards measurable intelligence. Over time, this evolves into a decentralized risk intelligence layer for finance, crypto, and enterprise decision-making.

Team Leader
PPrajeeth Naliganti
Project Link
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