Blog

Learn fast to
Think Clearly

The 20% responsible for 80% of the results.
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.
Read Now
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
What Is a Layer 1 Blockchain?
A Layer 1 blockchain is a base-layer protocol that processes and finalizes transactions independently, without relying on another blockchain. This explains how L1s work, where constraints live, and what separates them from Layer 2 solutions.
Read Now
Crypto Research
What Is Cardano?
Cardano is a proof-of-stake blockchain designed with peer-reviewed research and formal methods. This explains how Ouroboros consensus works, where constraints live, and what would confirm or invalidate its direction.
Read Now
Crypto Research
What Is Solana?
Solana is a high-throughput blockchain designed for speed through Proof of History—a cryptographic timekeeping mechanism that orders events before consensus. This post explains how it works, where hardware constraints live, and what would confirm or break the architectural thesis.
Read Now
Crypto Research
What Is XRP?
XRP is a cryptocurrency designed for fast, low-cost cross-border payments on the XRP Ledger. This post explains how the consensus mechanism works, where constraints live, and what would confirm or invalidate the payment settlement thesis.
Read Now
Crypto Research
What Is a Token vs a Coin?
Coins operate on their own blockchains while tokens exist on existing networks through smart contracts. This distinction shapes security models, transaction costs, and technical constraints—understanding which you're holding means understanding where risk lives.
Read Now
Crypto Research
What Is Market Cap in Crypto?
Market capitalization in crypto is the total value of all coins in circulation—but it doesn't mean what most people think it means. Here's how it actually works and why it's misleading as a comparison metric.
Read Now
Crypto Research
What Is a Stablecoin?
A stablecoin is a cryptocurrency designed to maintain a consistent value relative to a reference asset, typically the US dollar. This post explains how stablecoins maintain their peg through fiat reserves, crypto collateral, or algorithmic mechanisms — and where each model can fail.
Read Now
Crypto Research
What Is an NFT?
An NFT is a unique digital token on a blockchain that represents ownership of a specific asset. Unlike fungible tokens, each NFT is distinct and cannot be replaced one-for-one with another.
Read Now
Crypto Research
What Is DeFi?
DeFi replaces financial intermediaries with code—users interact with protocols directly through smart contracts, eliminating custodians but not risk.
Read Now
Crypto Research
What Is a Hardware Wallet?
A hardware wallet is a physical device that stores cryptocurrency private keys offline. The mechanism isolates keys from internet-connected devices, providing the most attack-resistant self-custody option currently available.
Read Now
Crypto Research
What Is a Seed Phrase?
A seed phrase is the human-readable backup of your private keys—typically 12 or 24 words that can regenerate your entire wallet. Understanding the mechanism, security constraints, and why it's irreplaceable is essential for cryptocurrency self-custody.
Read Now
Crypto Research
What Is Gas in Ethereum?
Gas represents computational work on Ethereum. Users pay gas fees to validators for processing transactions and smart contracts. Fees fluctuate based on network demand.
Read Now
Lewsletter

Weekly notes on what I’m seeing

A personal letter I send straight to your inbox —reflections on crypto, wealth, time and life.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.