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Decentralized Compute + Swarm Inference: The Future of AI Models | Ivan Nikitin, Fortytwo (#71)

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Manage episode 523737817 series 3702845
Content provided by Fluence. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Fluence or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Small, specialized AI models are catching up to and in many cases outperforming — frontier LLMs. Fortytwo is building a decentralized compute network where thousands of lightweight models collaborate, rank each other’s outputs, and produce reasoning-quality results that rival the biggest models in the world. This is swarm Inference powered by DePIN.In this episode, Tom Trowbridge (Co-Founder of Fluence) talks with Ivan Nikitin, Co-Founder of Fortytwo — a decentralized AI network that recently surpassed GPT-5–class models on coding, math and hard-science benchmarks.🚀 This episode breaks down why the era of mega-models is slowing, how swarm architectures overcome hallucinations, and why decentralized compute may be the future of AI infrastructure:

- Why small specialized models now outperform frontier LLMs on domain tasks

- How Fortytwo’s “swarm ranking” filters out hallucinations and boosts accuracy

- The limitations of giant models: diminishing returns & rising compute costs

- Decentralized compute: consumer hardware as a global AI network

- The Fortytwo reward system: reputation, incentives & proof-of-InferenceIf you want to understand why decentralized compute is challenging the frontier-model paradigm — and how swarm Inference could redefine the future of AI — listen now! 🎧

  continue reading

71 episodes

Artwork
iconShare
 
Manage episode 523737817 series 3702845
Content provided by Fluence. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Fluence or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://podcastplayer.com/legal.

Small, specialized AI models are catching up to and in many cases outperforming — frontier LLMs. Fortytwo is building a decentralized compute network where thousands of lightweight models collaborate, rank each other’s outputs, and produce reasoning-quality results that rival the biggest models in the world. This is swarm Inference powered by DePIN.In this episode, Tom Trowbridge (Co-Founder of Fluence) talks with Ivan Nikitin, Co-Founder of Fortytwo — a decentralized AI network that recently surpassed GPT-5–class models on coding, math and hard-science benchmarks.🚀 This episode breaks down why the era of mega-models is slowing, how swarm architectures overcome hallucinations, and why decentralized compute may be the future of AI infrastructure:

- Why small specialized models now outperform frontier LLMs on domain tasks

- How Fortytwo’s “swarm ranking” filters out hallucinations and boosts accuracy

- The limitations of giant models: diminishing returns & rising compute costs

- Decentralized compute: consumer hardware as a global AI network

- The Fortytwo reward system: reputation, incentives & proof-of-InferenceIf you want to understand why decentralized compute is challenging the frontier-model paradigm — and how swarm Inference could redefine the future of AI — listen now! 🎧

  continue reading

71 episodes

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