Jake Brukman breaks down why a swarm of decentralized agents beat Google's quantum circuit research in a week, why decentralized training on consumer hardware is now provably cheaper than data centers, and why winning just 10% of AI training automatically locks in revenue from a $1 trillion inference market. He published this thesis in September 2022, before ChatGPT existed.

Jake Brukman is Founder and CEO of CoinFund, an 11-year digital assets and decentralized AI investment firm.

The Rollup is where the leaders of digital assets and finance converge. Live from the financial capital of the world.

Timestamps

00:00 AI Meets Decentralization Thesis

02:44 Thesis Before ChatGPT Existed

03:44 Consumer Devices Train Models

04:29 100B Parameters Consumer Hardware

06:45 Rise Of Authentic Swarms

09:15 Swarms Outpaced Google Fast

12:53 Inference Drives All Revenue

13:13 $1T Inference Market 2031

14:53 Crypto Subsidizes AI Inference

17:02 Win Training Win Inference

20:47 Decentralized Training Now Cheaper

22:49 Kirkland $500M Own Model

28:39 Harnesses Collect Trace Data

31:24 Co-Own Model Donate Traces

33:10 Different From Past Web3

40:11 2.4B Monthly AI Users

Guest Socials:

Jake Brukhman X: https://x.com/jbrukh

CoinFund X: https://x.com/coinfund

CoinFund Website: https://www.coinfund.io/

Partners:

Better than Banks. Transparent capital efficiency earning the highest yields in DeFi. Learn more here: https://infinifi.xyz/

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Dinari - Over 230 1:1 backed tokenized stocks, ETFs & more with dividends. US-based SEC transfer agent. Available on 5+ chains & via API. https://dinari.com/

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Relay is the fastest and most reliable way to swap any token on any chain. Learn more here: https://relay.link/bridge

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Zama is an open source cryptography company that builds state-of-the-art Fully Homomorphic Encryption (FHE) solutions for blockchain.

Learn more here: https://www.zama.org/

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Trezor is the creator of the first-ever hardware wallet. Securing crypto for 2M+ users worldwide. 100% open source.

Learn more here: https://affil.trezor.io/aff_c?offer_id=133&aff_id=36664

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𝗪𝗲 𝘁𝗿𝘆 𝗼𝘂𝗿 𝗯𝗲𝘀𝘁 𝘁𝗼 𝗽𝗿𝗼𝗱𝘂𝗰𝗲 𝗵𝗶𝗴𝗵-𝗾𝘂𝗮𝗹𝗶𝘁𝘆, 𝗻𝗼𝗻-𝗯𝗶𝗮𝘀𝗲𝗱, 𝗲𝗱𝘂𝗰𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗰𝗼𝗻𝘁𝗲𝗻𝘁 𝗳𝗼𝗿 𝘁𝗵𝗲 𝗱𝗶𝗴𝗶𝘁𝗮𝗹 𝗮𝘀𝘀𝗲𝘁𝘀 𝗲𝗰𝗼𝘀𝘆𝘀𝘁𝗲𝗺. 𝗦𝘂𝗽𝗽𝗼𝗿𝘁 𝘂𝘀 𝗯𝘆 𝗰𝗹𝗶𝗰𝗸𝗶𝗻𝗴 𝗮𝗻𝘆 𝗼𝗳 𝘁𝗵𝗲 𝗹𝗶𝗻𝗸𝘀 𝗯𝗲𝗹𝗼𝘄 𝗳𝗼𝗿 𝗳𝗿𝗲𝗲 𝗿𝗲𝘀𝗼𝘂𝗿𝗰𝗲𝘀:

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𝗗𝗜𝗦𝗖𝗟𝗔𝗜𝗠𝗘𝗥: 𝘐𝘯𝘷𝘦𝘴𝘵𝘪𝘯𝘨 𝘪𝘯 𝘤𝘳𝘺𝘱𝘵𝘰𝘤𝘶𝘳𝘳𝘦𝘯𝘤𝘺 𝘢𝘯𝘥 𝘋𝘦𝘍𝘪 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮𝘴 𝘤𝘰𝘮𝘦𝘴 𝘸𝘪𝘵𝘩 𝘪𝘯𝘩𝘦𝘳𝘦𝘯𝘵 𝘳𝘪𝘴𝘬𝘴 𝘪𝘯𝘤𝘭𝘶𝘥𝘪𝘯𝘨 𝘵𝘦𝘤𝘩𝘯𝘪𝘤𝘢𝘭 𝘳𝘪𝘴𝘬, 𝘩𝘶𝘮𝘢𝘯 𝘦𝘳𝘳𝘰𝘳, 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮 𝘧𝘢𝘪𝘭𝘶𝘳𝘦 𝘢𝘯𝘥 𝘮𝘰𝘳𝘦. 𝘈𝘵 𝘤𝘦𝘳𝘵𝘢𝘪𝘯 𝘱𝘰𝘪𝘯𝘵𝘴 𝘵𝘩𝘳𝘰𝘶𝘨𝘩𝘰𝘶𝘵 𝘵𝘩𝘪𝘴 𝘤𝘩𝘢𝘯𝘯𝘦𝘭, 𝘸𝘦 𝘮𝘢𝘺 𝘦𝘢𝘳𝘯 𝘢 𝘤𝘰𝘮𝘮𝘪𝘴𝘴𝘪𝘰𝘯 𝘰𝘳 𝘧𝘦𝘦 𝘢𝘴 𝘢 𝘴𝘱𝘰𝘯𝘴𝘰𝘳𝘴𝘩𝘪𝘱, 𝘪𝘧 𝘵𝘩𝘪𝘴 𝘪𝘴 𝘵𝘩𝘦 𝘤𝘢𝘴𝘦 𝘸𝘦 𝘸𝘪𝘭𝘭 𝘢𝘭𝘸𝘢𝘺𝘴 𝘮𝘢𝘬𝘦 𝘴𝘶𝘳𝘦 𝘪𝘵 𝘪𝘴 𝘤𝘭𝘦𝘢𝘳. 𝘞𝘦 𝘢𝘳𝘦 𝘴𝘵𝘳𝘪𝘤𝘵𝘭𝘺 𝘢𝘯 𝘦𝘥𝘶𝘤𝘢𝘵𝘪𝘰𝘯𝘢𝘭 𝘤𝘰𝘯𝘵𝘦𝘯𝘵 𝘱𝘭𝘢𝘵𝘧𝘰𝘳𝘮, 𝘯𝘰𝘵𝘩𝘪𝘯𝘨 𝘸𝘦 𝘰𝘧𝘧𝘦𝘳 𝘪𝘴 𝘧𝘪𝘯𝘢𝘯𝘤𝘪𝘢𝘭 𝘢𝘥𝘷𝘪𝘤𝘦. 𝘞𝘦 𝘢𝘳𝘦 𝘯𝘰𝘵 𝘱𝘳𝘰𝘧𝘦𝘴𝘴𝘪𝘰𝘯𝘢𝘭𝘴 𝘰𝘳 𝘭𝘪𝘤𝘦𝘯𝘴𝘦𝘥 𝘢𝘥𝘷𝘪𝘴𝘰𝘳𝘴.