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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
How to Use Testnet Faucets
Testnet faucets distribute valueless test tokens so you can run transactions without spending real money. This post covers which faucets work for Sepolia and other networks, why they have restrictions, and what to do when they're empty.
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Crypto Research
How to Test a Transaction Before Sending
Testing a transaction isn't one thing — it's three distinct techniques for three different risks. This post breaks down test sends, testnets, and transaction simulation, and what each one actually protects against.
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Crypto Research
How to Back Up Your Wallet
Backing up a wallet means more than writing down the seed phrase. A complete backup covers the seed phrase, any passphrase layered on top, and documentation of account structure — because an incomplete backup can silently leave funds inaccessible.
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Crypto Research
How to Secure Your MetaMask
MetaMask security isn't one problem — it's four distinct problems with different failure modes. This post maps the seed phrase, approval, phishing, and browser layers, and explains what actually changes each risk.
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Crypto Research
How to Spot a Pump and Dump
A pump and dump follows a recognizable four-stage pattern: accumulation, trigger, distribution, collapse. This post maps the mechanism, the on-chain signals worth checking, and what distinguishes coordinated manipulation from organic volatility.
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Crypto Research
How to Verify Team and Investors in a Crypto Project
Verifying a crypto team is harder than it looks — credentials can be fabricated, investors can be misrepresented, and LinkedIn is not proof of anything. This post maps the verification steps that are actually reliable: GitHub commit history, on-chain vesting, and independent investor confirmation.
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Crypto Research
How to Check Token Supply and Distribution
Token supply metrics — circulating, total, and max — are frequently misread and sometimes self-reported inaccurately. This post explains each number, how to verify them on-chain, and how to read holder distribution to identify concentration risk.
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Crypto Research
How to Find the Contract Address of a Token
A token's name tells you nothing — its contract address is the canonical identifier. Here's how to find it, verify it, and why the source you check matters.
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Crypto Research
How to Research a New Token
Most people research tokens in the wrong order — price first, fundamentals second. This explains the mechanism-first approach: what to check, in what order, and what each check actually tells you.
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Crypto Research
How to Research a New Token
Most people research tokens in the wrong order — price first, fundamentals second. This explains the mechanism-first approach: what to check, in what order, and what each check actually tells you.
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Crypto Research
How to Avoid Crypto Scams
Most crypto scams fit into two categories — technical exploits and social engineering. Understanding the pattern is more durable than memorizing a growing list of specific threats.
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Crypto Research
What Happens During a Bank Run on DeFi?
A DeFi bank run plays out through smart contract logic rather than human decisions. Here's what actually happens — step by step — when a lending protocol faces a mass-exit event.
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