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By Lewis Jackson
A lot of people looking at my recent research have asked the same question: “Surely Ripple already understands all of this. So what does that mean for XRP?” That question is completely valid — and it turns out it’s the right question to ask. This research breaks down why XRP is unlikely to be the internal settlement asset of CBDC shared ledgers or unified bank platforms, and why that doesn’t mean XRP is irrelevant. Instead, it explains where XRP realistically fits in the system banks are actually building: at the seams, where different rulebooks, platforms, and networks still need to connect. Using liquidity math, system design, and real-world settlement mechanics, this piece explains: why most value settles inside venues, not through bridges why XRP’s role is narrower but more precise than most narratives suggest how velocity (refresh interval) determines whether XRP creates scarcity or just throughput and why Ripple’s strategy makes more sense once you stop assuming XRP must be “the core of everything” This isn’t a bullish or bearish take — it’s a structural one.
If you want to understand XRP beyond hype and price targets, this is the question you need to grapple with.

New XRP-Focused Research Defining the “Velocity Threshold” for Global Settlement and Liquidity

A lot of people looking at my recent research have asked the same question: “Surely Ripple already understands all of this. So what does that mean for XRP?” That question is completely valid — and it turns out it’s the right question to ask. This research breaks down why XRP is unlikely to be the internal settlement asset of CBDC shared ledgers or unified bank platforms, and why that doesn’t mean XRP is irrelevant. Instead, it explains where XRP realistically fits in the system banks are actually building: at the seams, where different rulebooks, platforms, and networks still need to connect. Using liquidity math, system design, and real-world settlement mechanics, this piece explains: why most value settles inside venues, not through bridges why XRP’s role is narrower but more precise than most narratives suggest how velocity (refresh interval) determines whether XRP creates scarcity or just throughput and why Ripple’s strategy makes more sense once you stop assuming XRP must be “the core of everything” This isn’t a bullish or bearish take — it’s a structural one. If you want to understand XRP beyond hype and price targets, this is the question you need to grapple with.
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Lewis Jackson Ventures announces the release of the Jackson Liquidity Framework — the first quantitative, regulator-aligned model for liquidity sizing in AMM-based settlement systems, CBDC corridors, and tokenised financial infrastructures. Developed using advanced stochastic simulations and grounded in Basel III and PFMI principles, the framework provides a missing methodology for determining how much liquidity prefunded AMM pools actually require under real-world flow conditions.

The Jackson Liquidity Framework - Announcement

Lewis Jackson Ventures announces the release of the Jackson Liquidity Framework — the first quantitative, regulator-aligned model for liquidity sizing in AMM-based settlement systems, CBDC corridors, and tokenised financial infrastructures. Developed using advanced stochastic simulations and grounded in Basel III and PFMI principles, the framework provides a missing methodology for determining how much liquidity prefunded AMM pools actually require under real-world flow conditions.
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In the first Macro Documentary, Lewis Jackson breaks down why crypto behaves unlike any asset class in modern finance — and why most investors are playing the game with the wrong mental model. Using real mathematics, network theory, and complex-systems research, Jackson explains why outliers dominate crypto returns, why crashes cascade violently, and how a small number of “network hubs” end up shaping the entire ecosystem. This research report converts that documentary into a clear, structured explanation — and shows how investors can position themselves in a market governed by power laws, preferential attachment, and criticality.

Crypto Doesn’t Follow the Rules — Inside Lewis Jackson’s Most Important Framework Yet

In the first Macro Documentary, Lewis Jackson breaks down why crypto behaves unlike any asset class in modern finance — and why most investors are playing the game with the wrong mental model. Using real mathematics, network theory, and complex-systems research, Jackson explains why outliers dominate crypto returns, why crashes cascade violently, and how a small number of “network hubs” end up shaping the entire ecosystem. This research report converts that documentary into a clear, structured explanation — and shows how investors can position themselves in a market governed by power laws, preferential attachment, and criticality.
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Crypto Research
Why Ethereum Burns ETH
Ethereum burns ETH on every transaction through EIP-1559's base fee mechanism — but the burn exists to fix a fee market problem, not to engineer scarcity. Here's how the mechanism works and what it actually means for ETH supply.
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Crypto Research
Why Bitcoin Correlation to Stocks Varies
Bitcoin's correlation with equities isn't fixed — it rises when macro factors dominate and falls when crypto-specific dynamics take over. The asset oscillates between two regimes rather than settling permanently into either.
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Crypto Research
Why Crypto Has Bull and Bear Markets
Crypto's multi-year bull and bear cycles emerge from three overlapping mechanisms: Bitcoin's scheduled supply shocks, speculative narrative feedback loops, and macro liquidity conditions. Understanding each explains why the pattern repeats — and why it's never identical.
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Crypto Research
Why VCs Invest in Crypto
Venture capital firms invest in crypto through mechanisms that don't exist in traditional markets — token allocations, compressed liquidity timelines, and protocol-layer bets. Here's how the model actually works, and what's genuinely different about it.
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Crypto Research
Why Crypto Twitter Matters
Crypto Twitter isn't just social media noise — it's where protocol decisions get debated before governance votes, where exploits get disclosed in real time, and where reputations form outside any official channel. Here's why one social platform became structurally load-bearing for crypto.
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Crypto Research
Why Crypto Projects Use Discord
Discord became the default community layer for crypto because its server architecture, role permissions, and token-gating bots map unusually well onto how crypto communities need to be organized — and why alternatives haven't displaced it yet.
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Crypto Research
Why Some Tokens Have No Max Supply
Bitcoin has 21 million. Ethereum has no cap. Dogecoin's cap was deliberately removed. The design choice follows from what the token is trying to do — and whether new supply is productive or dilutive determines whether it matters.
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Crypto Research
Why Hardware Wallets Cost Money
Hardware wallets cost money because of the secure element chip — a purpose-built processor that keeps private keys isolated from every attack vector on a connected machine. Here's how the mechanism works.
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Crypto Research
Why Crypto Exchanges Hold Your Keys
When you deposit crypto on an exchange, the exchange controls the private keys — not you. Here's why that architecture exists, what it costs you, and what's changing.
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Crypto Research
Why Bitcoin Maximalism Exists
Bitcoin maximalism isn't just tribalism — it's a specific thesis about how monetary networks concentrate value and why Bitcoin's founding properties are structurally unreplicable. Here's the actual argument.
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Crypto Research
Why Ethereum Needs Sharding
Ethereum's base layer processes ~15-30 TPS because every full node validates every transaction. Sharding breaks that constraint — but not by running parallel execution chains. Here's what Ethereum is actually building and why.
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Crypto Research
Why MEV Exists
MEV — maximal extractable value — is a structural feature of public blockchains, not a bug. Block producers have discretion over transaction ordering, and that discretion creates extractable value. This post explains who captures it, how, and what's being built to change the dynamic.
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