The Bittensor Whitepaper outlines a novel blockchain-based framework where machine learning models are stakeholders that rank and reward each other based on informational contribution. It explains the consensus, inflation, bonding, and anti-collusion mechanisms that make the system resistant to attacks, while enabling multi-modality model participation via conditional computation and knowledge distillation. The paper serves as the technical cornerstone for Bittensor's P2P intelligence economy.