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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.
Read Now
Crypto Research
What Is USDT (Tether)?
USDT (Tether) is the largest stablecoin by circulation, designed to maintain a 1:1 peg with the US dollar through fiat reserves. This post explains how Tether works, where constraints live, and what would confirm or break its peg.
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Crypto Research
What Is a Cold Wallet?
A cold wallet stores cryptocurrency private keys offline, completely isolated from internet-connected devices. This explanation covers how the air gap mechanism works, where security constraints live, and whether operational friction justifies the security benefits.
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Crypto Research
What Is a Hot Wallet?
A hot wallet is cryptocurrency wallet software connected to the internet. The keys stay ready and accessible, which makes transactions immediate but creates an attack surface. Understand the mechanism, security tradeoffs, and when the convenience justifies the risk.
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Crypto Research
What Is a Non-Custodial Wallet?
A non-custodial wallet is a cryptocurrency wallet where you control the private keys directly—no third party can access, freeze, or lose your funds. This post explains how control works, where risks live, and what's changing.
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Crypto Research
What Is a Custodial Wallet?
A custodial wallet is a cryptocurrency wallet where a third party controls the private keys on your behalf. Understand the mechanism, tradeoffs, and what it means for actual ownership.
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Crypto Research
What Is a Digital Signature?
A digital signature is cryptographic proof that a transaction was authorized by the private key holder—created through elliptic curve mathematics, verifiable by anyone using the public key, but impossible to forge without the private key.
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Crypto Research
What Is Cryptography in Blockchain?
Cryptography in blockchain provides the mathematical security enabling trustless systems through hash functions, public-key cryptography, and digital signatures working together to create immutability and verifiable ownership.
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Crypto Research
What Is a Hash in Blockchain?
A hash in blockchain is a cryptographic fingerprint—a fixed-length output from a one-way function that makes tampering detectable. Understanding how hashing secures blockchains clarifies why certain attacks are computationally impossible.
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Crypto Research
What Is a Mempool?
A mempool is the waiting area where unconfirmed blockchain transactions sit before being added to a block. This post explains how mempools work, why they matter, and what happens when they fill up.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a signed instruction to transfer value or execute code. This post explains how transactions work, where they can fail, and what makes them different from traditional payments.
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Crypto Research
What Is a Layer 2 Blockchain?
Layer 2 blockchains process transactions off the main chain, then settle batches on Layer 1 for security. Understand how rollups reduce costs while maintaining decentralization.
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Crypto Research
What Is a Layer 1 Blockchain?
A Layer 1 blockchain is a base-layer protocol that processes and finalizes transactions independently, without relying on another blockchain. This explains how L1s work, where constraints live, and what separates them from Layer 2 solutions.
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