This piece features Matt Huang, co-founder of Paradigm ($12B AUM), sharing his crypto investing framework. He sees crypto as a fundamental shift in human coordination, moving through three phases: money (Bitcoin), financial system (stablecoins), and internet platform (AI + crypto). The third phase is still "illegible" (hard for outsiders to understand), which is where returns are highest. He's bullish on stablecoins as a new payment rail and on AI agents using crypto to coordinate. Key holdings: Bitcoin (now seen as digital gold, $2T market cap), stablecoins like USDC/USDT ($200B+ on-chain, used by SpaceX for cross-border payments), and Ethereum (smart contract platform, bought early by Paradigm).
Matt Huang, co-founder of Paradigm (managing over $12 billion in assets), shares his framework for investing in frontier crypto sectors. Core viewpoint: His early investment in ByteDance (now yielding a return of 10,000 times the initial capital) shaped his method of identifying exceptional founders
Matt Huang, co-founder of Paradigm (with over US$12 billion in assets under management), shares his framework for investing in frontier crypto. His core thesis: “Crypto represents a fundamental transformation in how humans coordinate, and it is going through three stages: money → financial system → internet platform. The first two stages have gradually become clear, while the third remains highly ‘illegible’ — and that is precisely where excess returns come from.” Huang cites his early investment in ByteDance (which later yielded 10,000x returns on the initial capital) as an example to illustrate that identifying “exceptional founders” is more important than understanding the business model. Paradigm not only invests in leading companies but also builds open-source tools, combining IQ and EQ to navigate crypto volatility.
Matt Huang believes that the best investment opportunities come from an intuitive judgment of "exceptional founders," rather than an early understanding of the business model.
In 2012, Huang visited ByteDance founder Zhang Yiming in Beijing. At the time, ByteDance was valued at approximately $20–30 million, and its main product was a "personalized news" app—Huang admitted, "I hated the idea because similar models had never succeeded in the U.S." Yet during the meeting, he sensed a "rare combination": "extremely focused and ambitious, yet balanced and not self-destructive." From day one, Zhang Yiming targeted the "global attention and media market," while nearly all Chinese companies (Tencent, Alibaba) focused only on the domestic market.
ByteDance remains the best investment in Huang's career. Based on the current secondary market valuation of $200–300 billion, the return multiple is approximately 5,000–10,000x. Huang acknowledges this was not purely skill, but more about "daring to say yes to a person."
Key signal: During his time at Sequoia, Huang found that all of his most successful investments (ByteDance, Bitcoin, Ethereum, Uniswap, Instacart), except for crypto assets, shared a "founder energy signature"—a non-verbal sense of "extreme competence, obsession, and balance."
Matt Huang argues that investment returns are inversely correlated with an asset's "legibility" — the harder a frontier is for outsiders to understand, the greater the potential return.
Huang draws on James Scott's Seeing Like a State: imposing top-down, "legible" models on complex systems strips away the underlying organic complexity. In crypto, "making things legible too early often introduces false analogies." For example, the label "Web3" has helped dissemination, but has also generated a flood of misleading comparisons.
Empirical observations:
Huang's inference: "The more one can tolerate ambiguity and resist the urge to apply ready-made frameworks, the more likely they are to capture excess returns in crypto." This is consistent with Peter Thiel's aversion to "buzzwords" and Michael Moritz's preference for "finding exotic birds rather than following the herd."
Matt Huang believes that crypto is undergoing a three-phase evolution of "currency → financial system → internet platform," with stablecoins serving as the core catalyst for the start of Phase 2.
Phase 1: Currency (Bitcoin)
Phase 2: Financial System (Stablecoins)
Huang predicts: "In 10-20-30 years, nearly all financial transactions will run on such rails."
Phase 3: Internet Platform (Most Unreadable)
Matt Huang noted that price volatility is relatively manageable, but organizational volatility (people, mindset, culture) is the real challenge.
Founded in 2018, Paradigm's first fund was $400 million (topped up to approximately $700–800 million in 2021), raised a $2.5 billion venture fund in 2021, and another $850 million second venture fund in 2024 (not yet deployed). As of the interview, assets under management were approximately $12 billion.
Key numbers:
Lessons from organizational volatility:
Reflection on the FTX investment:
Matt Huang describes Paradigm’s core positioning as “pushing the crypto frontier” rather than simply optimizing investment returns.
The team has almost no “central-casting” investors — everyone is an engineer, researcher, or security expert. Their typical working state: “Not building Excel models, but deriving mathematical mechanisms on a whiteboard, or Georgios running three screens with 200 tabs open writing code.”
Mechanism leverage: For example, Uniswap’s automated market maker formula — a single mathematical equation supports “trillions of dollars in trading volume.” Paradigm believes that “the most leveraged point in crypto is designing the right mechanism — it has more impact than any investment decision.”
Self-critique: Huang admits that the team’s “technical depth” comes with a side effect — “We have strong views on the technical future, and sometimes we are too attached to our own technical roadmap, not remaining completely agnostic like an ideal investor.” This is a deliberate trade-off.
1. "All my most successful investments (except crypto assets) share a 'founder energy signature' — a non-verbal sense of extreme competence, obsession, and balance." — Evidence: ByteDance founder Zhang Yiming in a 2012 meeting, despite Huang "hating his idea," was driven by intuition to invest at a $20–30 million valuation, ultimately returning 5,000–10,000x.
2. "Investment returns are inversely correlated with an asset's legibility — the harder it is for outsiders to understand the frontier, the greater the potential return." — Evidence: SaaS is now highly legible (Tiger, Coatue value it with near-perfect precision), and excess returns have vanished; crypto remains highly illegible, hence underpriced.
3. "Crypto is undergoing three phases: money → financial system → internet platform. The first two are gradually becoming clear; the third phase (AI + crypto integration) remains highly ambiguous — but ambiguity is precisely where the opportunity lies." — Evidence: Bitcoin's market cap is about $2 trillion, stablecoin market exceeds $200 billion, and payment and coordination mechanisms between AI agents represent the next frontier.
4. "Stablecoins are the 'perfect control experiment' — they don't try to replace the dollar, they just transmit the dollar using more efficient technology. A 24/7 global programmable payment rail is the most fundamental architectural upgrade for finance." — Evidence: SpaceX already uses stablecoins for cross-border payments; companies repatriating dollars from Africa/Latin America via stablecoins find it cheaper than traditional wire transfers.
5. "AI is intelligence; crypto is the way to coordinate intelligence. AI agents building markets and allocating scarce resources through crypto will go far beyond simple payment scenarios." — Evidence: Crypto's native-to-computer payment and coordination mechanisms naturally fit the needs of AI agents; traditional systems cannot handle "spontaneous transactions between computers."
6. "You can think of crypto as a new security technology — it lowers the cost of 'enforcing contract rules,' thereby unlocking economic organizational forms that were previously infeasible." — Evidence: Analogous to Walmart's cash registers, surveillance cameras, and anti-theft tags — these security technologies made large-scale retail possible; crypto embeds trust into code, enabling multi-party coordination without a centralized intermediary.
7. "Amid the volatility of crypto, asset volatility is relatively manageable; organizational volatility (people, mindset, culture) is the real challenge." — Evidence: In a bull market, it is easy to attract "short-term bandwagoners," who leave in a bear market; Paradigm's core investment team shrank from 20 people in 2021 to 10 currently, believing "smaller and more focused is more effective."
8. "Economic freedom is the next undervalued frontier. Just as encrypted messaging (WhatsApp/Signal) needed to be protected, encrypted finance also needs to be protected — otherwise, we are 'slowly drifting toward a totalitarianism of possibilities.'" — Evidence: Operation Chokepoint 2.0's de-banking of legal but disfavored activities; the economic violence used to punish political speech in the Canadian trucker incident.