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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.
Read Now
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
CEX vs DEX: Which Should You Use?
CEX and DEX aren't just different interfaces — they're structurally different custody models with different risk profiles. Understanding the mechanism helps you choose deliberately, not by default.
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Crypto Research
Custodial vs Non-Custodial Wallets
The difference between custodial and non-custodial wallets is not a preference question. It's structural: who holds the private key, who bears counterparty risk, and what happens when a custodian fails.
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Crypto Research
Hot Wallet vs Cold Wallet
Hot and cold wallets store the same thing — private keys — in different places with different attack surfaces. Understanding the distinction means understanding what you're actually exposed to.
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Crypto Research
Proof of Work vs Proof of Stake
Both are consensus designs that solve the same distributed ledger problem, but with different security assumptions, cost structures, and failure modes. Here's how each mechanism actually works — and where each one can break.
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Crypto Research
Bitcoin vs Ethereum: What's the Difference?
Bitcoin and Ethereum are both blockchains, but they were built for different purposes. Bitcoin optimizes for monetary settlement. Ethereum optimizes for programmability. The distinction shapes everything — how they fail, how they evolve, and what would change your view of each.
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Crypto Research
Bitcoin vs Ethereum: What's the Difference?
Bitcoin and Ethereum are often compared as if they're competing for the same thing. They're not. Here's a clear breakdown of the actual architectural and philosophical differences between the two networks.
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Crypto Research
How Blockchain Upgrades Work
Upgrading a blockchain requires coordinating thousands of independent nodes with no central admin. This post explains soft forks, hard forks, activation mechanisms, and where the coordination constraints actually live.
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Crypto Research
How Cross-Chain Messaging Works
Cross-chain messaging is the infrastructure that lets smart contracts on separate blockchains communicate. The mechanism has four stages — originate, relay, verify, execute — and the verification step is where most security tradeoffs live.
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Crypto Research
How Atomic Swaps Work
Atomic swaps allow two parties to exchange cryptocurrencies across different blockchains without a trusted intermediary. Here's how the mechanism actually works — and why it's more constrained in practice than in theory.
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Crypto Research
How Crypto Custody Works
Crypto custody is the question of who controls the private key. Three models dominate — self-custody, exchange custody, and qualified custody — each with distinct risk profiles, key management approaches, and regulatory frameworks.
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Crypto Research
How Blockchain APIs Work
Blockchain API covers at least four distinct interface types — RPC, explorer APIs, indexed GraphQL, and specialized feeds — each with different architecture and trust assumptions. Understanding the differences matters for anyone building or auditing on-chain applications.
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Crypto Research
How RPC Nodes Work
RPC nodes are how most blockchain applications read data and submit transactions without running their own node. This explains the mechanism, the trust trade-offs it creates, and what light clients change about the picture.
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