We introduce Newcoin, a novel protocol designed to accelerate open-source AI advancement by enabling the pooling of learning instances across diverse pipelines. This approach has the potential to multiply epistemic affordances exponentially, fostering unprecedented growth in AI capabilities. Newcoin leverages cryptographically signed statements and a game-theoretical consensus mechanism, which aggregates weighted human feedback to evaluate and reward network contributions. The open interpretability of learning signals contributes to improved generalization capabilities through several mechanisms. This shared cognitive space, where learning signals from various domains and tasks are universally interpretable, allows AI systems to leverage collective knowledge to better generalize to new, unseen problems. By integrating robust security measures with an incentive structure that promotes high-quality outputs, Newcoin creates a self-improving ecosystem for AI development. This innovative framework not only accelerates open-source AI capabilities but also addresses critical concerns of alignment and safety, paving the way for responsible and rapid advancements in artificial intelligence.