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
How Wrapped Tokens Work
Wrapped tokens let assets from one blockchain be used on another. Here's how the locking-and-minting mechanism works, where custodial risk lives, and what's actually changing.
Read Now
Crypto Research
How Automated Market Makers Work
Automated market makers replaced order books with a math formula. Here's how the constant product mechanism actually works, what liquidity provision means, and where the system breaks down.
Read Now
Crypto Research
How Crypto Borrowing Works
Crypto borrowing lets you access capital without selling your assets — but the mechanics differ sharply between DeFi and CeFi. This explains how each works, where liquidation risk lives, and what's actually happening when you borrow against crypto.
Read Now
Crypto Research
How Crypto Lending Works
Crypto lending operates through two structurally different systems — centralized platforms and DeFi protocols. This explains how each mechanism works, where the constraints live, and why the distinction matters.
Read Now
Crypto Research
How NFT Ownership Works
NFT ownership is a record in a smart contract — not a transfer of the underlying asset, copyright, or file. This explains the mechanism precisely: the ERC-721 token standard, the metadata chain, where constraints live, and what on-chain ownership actually guarantees.
Read Now
Crypto Research
How DAOs Make Decisions
DAO governance runs on token-weighted voting, proposals, quorum thresholds, and timelocked execution. Here's how the mechanism actually works — and where it breaks down.
Read Now
Crypto Research
How Oracles Bring Off-Chain Data On-Chain
Blockchains are closed systems that can't fetch external data on their own. Oracles are the mechanism that bridges off-chain data to smart contracts — here's how they work and where the trust actually lives.
Read Now
Crypto Research
How Digital Signatures Verify Ownership
Digital signatures let you prove you authorised a transaction without revealing your private key. Here's the mechanism behind how blockchain ownership actually works — from ECDSA and key pairs to nonce constraints, replay protection, and what BLS signatures change.
Read Now
Crypto Research
How Merkle Trees Work in Blockchain
Merkle trees are the data structure that lets blockchains verify specific transactions without downloading everything. Here's how the mechanism works, why it matters for lightweight clients, and what's changing with Verkle trees on Ethereum's roadmap.
Read Now
Crypto Research
How Crypto Transactions Get Confirmed
A crypto transaction isn't confirmed the moment you hit send. This explains exactly what happens between broadcast and finality — and why the number of confirmations matters.
Read Now
Crypto Research
How Blockchain Nodes Communicate
A mechanism-level explanation of how blockchain nodes find each other, propagate transactions and blocks, and maintain network connectivity without a central server.
Read Now
Crypto Research
How Difficulty Adjustment Works in Bitcoin
Bitcoin targets 10-minute block times, but hash rate is always changing. The difficulty adjustment recalibrates every 2,016 blocks to keep the network on schedule — here's how the mechanism works and what it can and can't protect.
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.