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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 Solana Achieves High Throughput
Solana processes thousands of transactions per second using Proof of History and parallel execution. Here's the actual mechanism behind the speed — and the trade-offs it creates.
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Crypto Research
How XRP Consensus Works
XRP uses federated Byzantine agreement — no mining, no staking. Validators vote using trusted node lists, and finality is deterministic in 3–5 seconds. This explains the mechanism, the UNL architecture, and where the security trade-offs actually live.
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Crypto Research
How Sidechains Work
Sidechains are separate blockchains connected to a main chain via a two-way bridge. They don't inherit main chain security — that's the trade-off. This post explains the mechanism, bridge security models, and why the design distinction matters.
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Crypto Research
How State Channels Work
State channels let two parties transact off-chain and settle only the final balance on-chain. The mechanism, constraints, and where this fits in the Layer 2 landscape.
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Crypto Research
How Blockchain Finality Works
Blockchain finality is the point at which a transaction becomes practically irreversible. Bitcoin achieves it probabilistically through accumulated proof of work. Ethereum now achieves it cryptoeconomically through validator attestation. Here's how the mechanism actually differs — and why the distinction matters for settlement, bridges, and infrastructure design.
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Crypto Research
How Flash Loans Work
Flash loans are uncollateralized DeFi loans that must be borrowed and repaid within a single transaction. The mechanism, legitimate use cases, exploit context, and constraints explained.
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Crypto Research
How Liquidations Work in DeFi
DeFi lending protocols liquidate undercollateralized positions automatically. Here's how the mechanism works, who executes liquidations, and what cascade risk looks like in practice.
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Crypto Research
How Perpetual Futures Work
Perpetual futures are the dominant trading instrument in crypto by volume. Here's how the funding rate, mark price, and liquidation systems actually work.
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Crypto Research
How Crypto Derivatives Work
A derivative is a contract whose value comes from an underlying asset — not the asset itself. This explains futures, perpetual swaps, options, the funding rate mechanism, and where each instrument lives in the market.
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Crypto Research
How Exchange Order Books Work
An order book is the mechanism through which buyers and sellers establish price on an exchange. This post explains how bids, asks, and matching engines work — and where AMMs fit in.
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Crypto Research
How Hardware Wallets Secure Your Crypto
Hardware wallets secure crypto by storing private keys in a tamper-resistant chip. Transaction signing happens inside the device — the key never leaves, even on a fully compromised host computer.
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Crypto Research
How Multi-Signature Wallets Work
Multi-signature wallets require M-of-N private keys to authorize a transaction. This post explains the threshold structure, how Bitcoin and Ethereum implement it differently, and where the real tradeoffs live.
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