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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 Blockchain Indexers Work
Blockchains are optimized for tamper-resistance, not retrieval. Indexers solve this by continuously reading on-chain data, decoding it, and writing it into queryable databases — making real-time dApps possible.
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Crypto Research
How Crypto Market Making Works
Market makers post continuous buy and sell quotes, earning the bid-ask spread while managing inventory risk. This explains the mechanism across CEX order books, AMM liquidity pools, and the emerging intent-based settlement layer.
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Crypto Research
How Stablecoin Reserves Work
Stablecoins maintain their peg through three distinct reserve models — fiat-collateralized, crypto-collateralized, and algorithmic. Each has different failure modes, verification mechanisms, and regulatory exposure.
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Crypto Research
How Token Vesting Works
Token vesting controls when holders can access their allocations. Here's how the smart contract mechanism works, the difference between cliff and linear schedules, and what vesting doesn't actually prevent.
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Crypto Research
How ERC-721 (NFT) Tokens Work
ERC-721 is the token standard behind NFTs on Ethereum. Each token has a unique ID mapped to an owner's address. This post explains how the ownership mechanism works, where the metadata risks actually live, and what structural changes are developing.
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Crypto Research
How ERC-20 Tokens Work
ERC-20 is the standard interface that makes most Ethereum tokens composable. This post explains the approve/transferFrom mechanism, where constraints live, and what the evolving execution layer means for how tokens work in practice.
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Crypto Research
How Bitcoin Script Works
Bitcoin Script is the programming language behind every Bitcoin transaction. It locks funds with conditions and unlocks them when those conditions are met — using a stack machine that's intentionally not Turing-complete.
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Crypto Research
How the Lightning Network Works
The Lightning Network moves Bitcoin payments off-chain using payment channels and multi-hop routing. This post explains the mechanism — how channels open, how HTLCs enable trustless routing, and where liquidity and reliability constraints live.
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Crypto Research
How Avalanche Subnets Work
A subnet in Avalanche is a validator set, not a blockchain. This post explains how subnets work, how Avalanche9000 changed the model, and where the constraints live.
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Crypto Research
How Polkadot Parachains Work
Polkadot parachains are sovereign blockchains that connect to a central Relay Chain for shared security. Here's how collators, paravalidators, XCM messaging, and the new Agile Coretime model actually work.
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Crypto Research
How Cosmos IBC Works
IBC (Inter-Blockchain Communication) is the protocol that lets Cosmos-based blockchains exchange tokens and data without relying on a trusted intermediary. This post maps the mechanism, the trust model, and the key constraints.
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Crypto Research
How Cardano's Ouroboros Consensus Works
Ouroboros is Cardano's formally verified proof-of-stake consensus protocol. Here's how it selects block producers, why epochs and slots matter, and what formally verified actually means.
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