Raoul Pal: The Journey Man URGENT: AI Is Inevitable. But Can It Be Better?
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Jan 8, 2026 
Jeffrey Quesnelle, co-founder and CEO of Nous Research, dives into the urgent need for decentralized, open-source AI. He fears that allowing a few powerful companies to control AI could stifle innovation. The conversation highlights how his organization utilizes crypto for capital formation and coordinates training across multiple data centers. They also delve into the philosophical implications of open-source, comparing it to the historical impact of the printing press. Jeffrey shares insights on AI research trends and the importance of retaining human context in an increasingly intelligent world.
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From Automotive Electronics To Open-Source AI
- Jeffrey recounts moving from automotive electronics work in Detroit into open-source AI after stable diffusion's release.
- He taught himself, experimented on his gaming GPU, and joined a community to keep AI open and editable.
Use Smart Contracts For Robust Coordination
- Design smart contracts to assign work, verify completion, and prevent gaming in permissionless training networks.
- Use on-chain coordination to remove single points of failure and resist regulatory shutdowns.
Chase Big Efficiency Wins Not Small Gains
- Noose targets thousand‑x efficiency gains rather than incremental improvements to stay competitive.
- Single big breakthroughs (optimizer, context tricks) can close gaps with well-funded labs.
