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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.
Read Now
Crypto Research
How Crypto Wallets Work
A crypto wallet doesn't hold your crypto — it holds the cryptographic keys that prove your right to move it. This post explains key pairs, transaction signing, HD derivation, and how different wallet types (software vs hardware) differ in where signing happens.
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Crypto Research
How Gas Fees Are Calculated on Ethereum
Gas fees on Ethereum are calculated as gas units used x (base fee + priority fee). This post explains how EIP-1559 changed the fee model, what drives each component, and how the Layer 2 roadmap is shifting the economics.
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Crypto Research
How Staking Rewards Are Calculated
Staking yields come from three sources—protocol issuance, priority fees, and MEV—each responding to different conditions. Here's how the numbers are actually generated, and what changes them.
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Crypto Research
How Proof of Stake Validates Transactions
Proof of stake creates ledger security through economic skin in the game, not energy. Here's the step-by-step mechanism: validator deposits, block proposals, committee attestation, and cryptographic finality.
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Crypto Research
How Proof of Work Secures Bitcoin
Proof of work secures Bitcoin by making attacks expensive in the physical world — not through clever code. Here's how the mechanism connects energy expenditure to ledger integrity.
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Crypto Research
How Crypto Mining Actually Works
Mining isn't about solving puzzles to create coins. It's about ordering transactions and making that ordering expensive to reverse. Here's the actual mechanism behind proof-of-work.
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Crypto Research
How Ethereum Transactions Work
Ethereum transactions carry more than value — they trigger computation. Here's how the account model, gas mechanism, EVM execution, and EIP-1559 fee market work together.
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Crypto Research
How Bitcoin Transactions Work
A Bitcoin transaction is a cryptographically signed message that transfers ownership of unspent outputs from one address to another. Understanding the UTXO model, digital signatures, and confirmation process explains why Bitcoin behaves the way it does.
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Crypto Research
What Is the Metaverse in Crypto?
The metaverse in crypto refers to blockchain-anchored virtual environments where digital ownership is recorded at the protocol layer rather than controlled by a central platform. This post explains how it works, where the constraints live, and what would need to change for the concept to move beyond its current footprint.
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Crypto Research
What Is Web3?
Web3 describes an internet architecture built on public blockchains for ownership, identity, and value transfer without platform intermediaries. Here's how the model actually works — and where the gap between idea and reality currently sits.
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Crypto Research
What Is a Memecoin?
A memecoin is a cryptocurrency whose primary value driver is social attention rather than technical utility or economic mechanism. Here's how the system actually works — and why most collapse while a few endure.
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Crypto Research
What Is Dogecoin?
Dogecoin is a proof-of-work blockchain forked from Litecoin in 2013, with no supply cap and ~1-minute block times. This post explains the mechanism, the design tradeoffs behind unlimited inflation, and what the sparse development environment means for the network.
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