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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 Verify a Smart Contract
Smart contract verification confirms that published source code matches the bytecode deployed on-chain. Here's how to check it, what the proxy problem means for verification, and what a verified contract still doesn't tell you.
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Crypto Research
How to Check If a Token Is a Scam
Practical on-chain checks for identifying scam tokens before buying — contract verification, honeypot detection, liquidity lock status, holder distribution, and the limits of each method.
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Crypto Research
How to Read a Blockchain Transaction
A plain-language guide to the anatomy of a blockchain transaction — what every field means on Ethereum and Bitcoin, and how to find what you're actually looking for.
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Crypto Research
What Is an Eclipse Attack?
An eclipse attack isolates a single blockchain node by monopolizing all its peer connections. The network stays healthy — only the victim's view is compromised. Here's how the mechanism works and how nodes defend against it.
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Crypto Research
What Is a Re-Entrancy Attack?
A re-entrancy attack exploits the gap between a smart contract's external call and its state update, allowing an attacker to drain funds by recursively re-entering the function before balances are zeroed.
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Crypto Research
What Is a Sybil Attack?
A Sybil attack is when one actor creates many fake identities to gain disproportionate influence over a decentralized network. Here's how the mechanism works, what prevents it, and where the risk still exists.
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Crypto Research
What Is a Replay Attack?
A replay attack copies a valid signed transaction from one blockchain and broadcasts it on another — without the original sender's consent. The mechanism exploits shared transaction formats after hard forks. EIP-155 solved it in 2016 by including the chain ID in every signature.
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Crypto Research
What Is a Flash Loan Attack?
Flash loans must be borrowed and repaid in a single blockchain transaction. Attacks use them to temporarily access massive capital — manipulating price oracles or governance — to exploit protocols that assumed capital takes time to move.
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Crypto Research
What Is a Dusting Attack?
A dusting attack sends tiny amounts of cryptocurrency to many wallet addresses — not to steal funds, but to map them. Here's how the UTXO consolidation mechanism enables surveillance, and what wallets are doing about it.
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Crypto Research
What Is a Sandwich Attack?
A sandwich attack wraps a victim's DEX trade between two bot transactions — one before, one after — to profit from the predictable price impact. This post explains the mechanism, the slippage variable, and what's changing structurally.
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Crypto Research
What Is Front-Running in Crypto?
Front-running in crypto happens when bots read your pending transaction in the public mempool and execute ahead of it for profit. Here's how the mechanism works, why it's legal, and what actually reduces exposure.
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Crypto Research
What Is a Rug Pull?
A rug pull is a fraud where crypto project teams drain accumulated funds and disappear. This post explains the three main mechanics — liquidity rug, contract backdoor, and slow rug — and what structural defenses exist.
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