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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.
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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.
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Crypto Research
What Is Tokenomics?
Tokenomics refers to the economic design of a cryptocurrency or token—supply limits, distribution mechanisms, and incentive structures that govern how value flows through a network. Understanding tokenomics means evaluating the rules, not assuming guaranteed value.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a digitally signed instruction to transfer value or execute code, bundled with fees and broadcast to a network where validators verify and permanently record it in a block.
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Crypto Research
What Is a DAO?
A DAO (Decentralized Autonomous Organization) coordinates through smart contracts rather than traditional management. This post explains how DAOs work, where constraints live, and what would confirm or break the autonomous governance model.
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Crypto Research
What Is a Hash in Blockchain?
A hash is a fixed-length cryptographic fingerprint generated from any input data. In blockchain, hashes link blocks together, verify data integrity, and make tampering computationally infeasible.
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Crypto Research
What Is Liquidity in Crypto?
Liquidity measures how easily an asset can be bought or sold without significantly moving its price. Understanding order books, slippage, and market depth across centralized and decentralized exchanges.
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Crypto Research
What Is a Mempool?
The mempool is where unconfirmed blockchain transactions wait before miners or validators include them in a block. Understanding how it works explains why transactions sometimes get stuck or cost more during network congestion.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a signed instruction to transfer value or execute code, verified by network participants and permanently recorded on-chain. Understanding how transactions move from pending to permanent explains why blockchain works the way it does.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a signed data record that changes the state of a distributed ledger. Understand how transactions work, what makes them different from traditional transfers, and what happens from submission to confirmation.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a digitally signed instruction that transfers value or data between addresses. Understanding how transactions work reveals what blockchain can and can't do.
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Crypto Research
What Is a CEX (Centralized Exchange)?
A centralized exchange (CEX) is a cryptocurrency trading platform where a single company controls custody and order matching. Understand how CEXs work as custodial intermediaries, where constraints live, and what would break the model.
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Crypto Research
What Is a DEX (Decentralized Exchange)?
A decentralized exchange (DEX) is a peer-to-peer cryptocurrency trading platform that operates without intermediaries. Understand how DEXs work, where constraints live, and what would confirm or break their viability.
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Crypto Research
What Is USDC?
USDC is a fiat-backed stablecoin issued by Circle maintaining a 1:1 peg with the US dollar through regulated reserves and monthly attestations.
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