Bittensor’s Real Experiment Is Paying Markets to Produce Intelligence

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Most conversations about decentralized AI stall on the adjective. "Decentralized" sounds like a value, and values are hard to audit. Bittensor is more interesting when you drop the adjective and look at what the network actually does all day: it grades work and pays for it.

The mechanism is simple to state. Bittensor is a marketplace for machine intelligence. Anyone can run a node that produces some kind of AI output — an inference result, a forecast, a dataset, a piece of verified information. Other nodes measure that output against a rule set, and the network rewards producers in proportion to how validators score their work, with payouts flowing through each subnet’s token and emission system. There is no product roadmap to believe in. There is a number, recomputed continuously, and a payment that follows it.

Subnets are the unit of competition

The network is split into subnets. Each subnet...

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