Jake Brukhman: Why Decentralized AI Is Set To Explode (What's Changed)
Jake Brukhman: Why Decentralized AI Is Set To Explode (What's Changed)
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Note: AI-generated summary based on third-party content. Not financial advice. Read more.
Quick Insights

Investors should prioritize BitTensor (TAO) following its milestone achievement of training a 100-billion parameter model, proving decentralized networks can now compete with centralized data centers. Consider accumulating Akash (AKT) and Render (RENDER) to capture the projected $500 billion shift toward decentralized inference and subsidized compute by 2026. Look for exposure to Near Protocol (NEAR) and the Hermes ecosystem to benefit from the "Agent Era," where autonomous swarms are expected to grow at a 100% CAGR. Apple (AAPL) remains a high-conviction hardware play, as its M5 chips will enable the transition to local, private AI inference for prosumers. For long-term growth, monitor "monetizable AI" projects like Pluralis and Pearl, which allow token holders to earn passive income from model ownership and "Proof of Useful Work."

Detailed Analysis

The following investment insights are extracted from the discussion with Jake Brukhman, CEO of CoinFund, regarding the convergence of Artificial Intelligence and Decentralized Networks (Web3).


Decentralized Training Networks (Jensen AI, Pluralis, Macrocosmos)

• The core thesis is that decentralized networks can disrupt the AI supply chain by training models on commodity hardware (consumer GPUs, MacBooks) rather than centralized data centers. • Macrocosmos recently achieved a milestone by training a 100 billion parameter model on BitTensor, proving that decentralized training is reaching commercial viability. • Pluralis is developing "model parallel training," where model weights are fragmented across the network. This prevents any single entity (government or corporation) from controlling the model and creates a built-in monetization layer.

Takeaways

Cost Advantage: Decentralized training can be significantly cheaper than traditional data centers because it eliminates overhead costs like facilities maintenance and cooling. • Monetization Shift: Investors should look for "monetizable decentralized AI" where the network—not a central company—owns the weights, allowing token holders to receive revenue from every inference (query) made to the model. • Market Share: Capturing even 10% of the training market could represent a $50 billion to $100 billion opportunity over the next five years.


Decentralized Inference (AntSeed, Venice, Akash)

• Inference (the act of an AI generating a response) is the primary revenue driver in AI, currently generating ~$60–$65 billion in Annual Recurring Revenue (ARR) for companies like OpenAI and Anthropic. • The market for inference is projected to reach $500 billion to $1 trillion by 2031. • Venice is highlighted as a leader in private, uncensorable chat interfaces that do not rely on centralized providers.

Takeaways

Subsidized Compute: New models like Pearl use "Proof of Useful Work" to merge-mine cryptocurrency while performing AI tasks, potentially making decentralized inference cheaper than centralized alternatives by 2026. • Revenue Potential: If decentralized networks can scale to "frontier-grade" models (trillions of parameters), they can compete directly for the massive inference revenue currently dominated by Big Tech.


AI Agents & "Agentic Swarms" (Hermes, OpenClaw)

• The industry is moving toward an "Agent Era" where billions of autonomous agents will perform commerce, research, and investing on behalf of users. • Agentic Swarms (groups of agents collaborating) have already demonstrated the ability to solve complex problems faster than centralized teams (e.g., optimizing quantum circuits faster than Google). • Hermes is noted as a robust, well-architected "harness" for agents that outperforms competitors like OpenClaw in design and assistant capabilities.

Takeaways

The "Trace Data" Moat: Agents generate "trace data" (the record of their mistakes and corrections). Currently, Anthropic and OpenAI own this data. Decentralized harnesses allow users to "donate" data to models they co-own via tokens, creating a competitive counterbalance to Big Tech. • Investment Opportunity: The number of personal agent users is expected to grow at a 100% Compound Annual Growth Rate (CAGR) over the next five years.


Hardware & Local Inference (Apple M5 Chips)

• There is a growing trend toward "Local Inference," where users run powerful AI models on their own desks rather than in the cloud. • Apple (AAPL) is a key player here with the M5 suite of chips, which provides enough power for prosumers to run significant models locally.

Takeaways

Privacy Demand: High-end users (prosumers) are increasingly seeking local privacy for their data and sovereign agents that work exclusively for them. • Passive Income: In the future, users may be able to monetize their idle desktop GPU power at night, providing compute to decentralized networks for a return, similar to "yield farming" in DeFi.


Key Tickers & Entities Mentioned

BitTensor (TAO): Mentioned in the context of the Macrocosmos 100B parameter model. • Near Protocol (NEAR): The partner for the episode, focused on "User-Owned AI" and private inference. • World (formerly Worldcoin - WLD): Cited as an early CoinFund investment in the AI/Crypto intersection. • Akash (AKT) & Render (RENDER): Referenced as established decentralized compute/resource networks. • Apple (AAPL): Identified as a critical hardware enabler for local AI through its silicon (M5 chips). • Pluralis, Jensen AI, Pearl, AntSeed: Early-stage or portfolio companies representing the "frontier" of decentralized AI.

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Episode Description
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/ --- 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/ --- Relay is the fastest and most reliable way to swap any token on any chain. Learn more here: https://relay.link/bridge --- 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/ --- 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 --- 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: Website: https://therollup.co/ Spotify: https://open.spotify.com/show/1P6ZeYd... Podcast: https://therollup.co/category/podcast Follow us on X: https://www.x.com/therollupco Follow Rob on X: https://x.com/robbieklages Follow Andy on X: https://x.com/andyyy Join our TG group: https://t.me/+TsM1CRpWFgk1NGZh The Rollup Disclosures: https://goodidea.ventures 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.
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