The same incentive architecture that turned Bitcoin into a computing force 600,000 times more powerful than the world’s top supercomputers is redirected by Bittensor toward AI, organized across 128 specialized problem-solving networks called subnets. Each subnet defines its own goal, and miners compete for TAO token rewards by meeting it, meaning the network’s intelligence is shaped entirely by what it chooses to reward. That design principle, borrowed directly from Bitcoin’s playbook, is the foundation of everything Shaabana argues below.

Shift in long-term bull case

Shaabana’s core logic is simple: if coordination and code could create the world’s most powerful financial computing engine, the exact same blueprint can be applied to AI. By breaking a network down into 128 individual problem-solving neighborhoods or subnets, developers can source global hardware and intelligence without a central tech monopoly.

The trick to making a distributed system work relies entirely on the incentive design. “Show me the subnet, and I’ll tell you what the miners are optimizing for,” Shaabens said, adapting a famous market quote. If you reward participants for raw compute speed, they optimize for speed. If you reward them for data storage, they optimize for storage.

By setting these programmatic goals, open networks naturally attract talent and computing power far more efficiently than standard corporations.

“The long-term bull case is no longer primarily technological,” Shaabana concluded. “It is driven by debt, liquidity, and declining trust in traditional sovereign systems. Subnets really create markets. Intelligence really is no longer locked behind issues of organization; signals will define the truth, and performance is really rewarded.”

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