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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
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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Crypto Research
What Is Wallet Draining and How Does It Work?
Wallet draining empties a crypto wallet through approvals or signatures the owner didn't fully understand. This post explains the mechanism, the two main attack paths, what gets drained and what doesn't, and how defenses are evolving.
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Crypto Research
What Does "Infinite Approval" Mean?
When a DeFi app asks you to approve 'infinite,' it's granting a smart contract permanent, unlimited permission to move your tokens. Here's how the mechanism works, where the risk actually lives, and what's changing.
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Crypto Research
What Does "Revoke Approval" Mean in Crypto?
When you approve a DeFi protocol to spend your tokens, that permission doesn't expire — it persists until you revoke it. This explains how approvals work, what revoking does, and where the real risk sits.
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Crypto Research
What Happens When a DAO Is Hacked?
When a DAO gets hacked, either smart contract code breaks or the governance mechanism itself gets weaponized. The two failure modes work differently, the response options are different, and what happens to funds and users depends entirely on which type you're dealing with.
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Crypto Research
What Happens If a Bridge Gets Exploited?
When a crypto bridge gets exploited, the vault gets drained and bridged assets on the destination chain become unbacked. Here's the mechanism, the historical examples, and what determines who loses what.
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Crypto Research
What Happens During a 51% Attack?
A 51% attack gives an attacker majority control over a blockchain's consensus process — but what they can actually do with it is more specific (and more limited) than most descriptions suggest. Here's the mechanism, the historical examples, and why it matters more for some chains than others.
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Crypto Research
What Happens If a Smart Contract Has a Bug?
When a smart contract has a bug, the code can't be patched — it's already live on-chain, and funds are already at risk. This post maps the main vulnerability categories, what recovery options actually exist, and how the security ecosystem has developed in response.
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Crypto Research
What Happens If a Smart Contract Has a Bug?
When a smart contract has a bug, the code can't be patched — it's already live on-chain, and funds are already at risk. This post maps the main vulnerability categories, what recovery options actually exist, and how the security ecosystem has developed in response.
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Crypto Research
What Happens to Stuck Pending Transactions?
A pending crypto transaction can sit in the mempool indefinitely when fees are too low or nonces are out of order. Here's the mechanism behind stuck transactions and what actually happens when you wait, speed up, or cancel.
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Crypto Research
What Happens If a Validator Goes Offline?
A validator going offline triggers inactivity penalties — not slashing. Here's how Ethereum's proof-of-stake design distinguishes unavailability from misbehavior, and what the inactivity leak actually does.
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Crypto Research
What Happens When All Bitcoin Is Mined?
When the last bitcoin is mined around 2140, the block subsidy disappears — but the network keeps running. Here's what changes mechanically for miners, security, and transactions, and what the open questions are.
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