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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
Can Smart Contracts Replace Lawyers?
Smart contracts automate the execution of deterministic agreements. They don't negotiate, interpret, or resolve disputes about what parties intended. Here's exactly where the line falls.
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Crypto Research
Is Cold Storage Mandatory?
Cold storage solves one specific problem — online private key exposure — while introducing physical security requirements that aren't always acknowledged. Whether it's the right choice depends on your threat model, not a blanket rule.
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Crypto Research
Are Crypto Loans Safe?
Crypto loans come in two fundamentally different forms — overcollateralized DeFi lending and unregulated CeFi deposits. Their risk profiles aren't the same, and 2022 demonstrated why the distinction matters.
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Crypto Research
Is Bitcoin the Only Valuable Crypto?
Bitcoin has unique monetary properties no other crypto has fully replicated. But "only valuable" is the wrong frame — different assets derive value from different mechanisms. This post maps them.
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Crypto Research
Can Anyone Create a Cryptocurrency?
The technical barrier to creating a token is near zero. The barrier to creating a functioning cryptocurrency — with security, adoption, and network participants — is not. They're different things, and collapsing them creates real confusion.
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Crypto Research
Is Decentralized Finance Unregulated?
DeFi isn't unregulated — it's subject to existing laws with complicated enforcement. The regulatory exposure depends on which layer you're examining: smart contracts, front-end interfaces, or the developers behind the protocol.
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Crypto Research
Are All Blockchains Energy-Intensive?
Most blockchains use a fraction of Bitcoin's energy. The energy debate is really about proof of work — not blockchain technology as a category. Here's how the mechanism actually works.
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Crypto Research
Can You Get Rich Quick with Crypto?
Some people have gotten rich quickly with crypto — that's verifiable. The mechanism that made it possible, and whether those conditions still exist, is a different question entirely.
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Crypto Research
Is Tether a Scam?
Tether has a documented history of reserve misrepresentation and two regulatory settlements. Whether that makes it a scam depends on precision. Here's what the evidence actually shows — and what remains uncertain.
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Crypto Research
Does Crypto Have Intrinsic Value?
The intrinsic value debate in crypto is usually a dead end. The real question is what each asset's value basis is — and whether it's durable. Bitcoin, ETH, and meme coins have very different answers.
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Crypto Research
Is Web3 Just Marketing?
Web3 became one of the most inflated terms in recent tech history. Here's what's architecturally real underneath it, what was marketing packaging, and how to tell the difference.
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Crypto Research
Are Crypto Whales Manipulating Markets?
Crypto whales can move markets — but market impact and manipulation aren't the same thing. This post maps what's documented, what's structural, and where the narrative overstates reality.
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