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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
What Is Polkadot?
Polkadot is a relay chain connecting independent blockchains (parachains) under shared security. Parachains inherit Polkadot's validators rather than bootstrapping their own, and communicate cross-chain through XCM.
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Crypto Research
What Is Cosmos?
Cosmos is a network of independent blockchains that communicate natively via IBC. This post explains the hub-and-zone architecture, how the Inter-Blockchain Communication protocol works, and where the system's real constraints live.
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Crypto Research
What Is Cosmos?
Cosmos is a network of independent blockchains that communicate natively via IBC. This post explains the hub-and-zone architecture, how the Inter-Blockchain Communication protocol works, and where the system's real constraints live.
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Crypto Research
What Is Avalanche?
Avalanche achieves sub-two-second finality through repeated random subsampling — a different class of consensus design. Here's how the mechanism works, where the tradeoffs live, and what the subnet architecture actually means.
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Crypto Research
What Is Polygon?
Polygon is Ethereum scaling infrastructure — a sidechain with cheap fast transactions and a growing suite of ZK-proof technology. This post explains how Polygon PoS works, how it differs from true rollups, and what is changing with the ZK transition.
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Crypto Research
What Is BNB Chain?
BNB Chain is a smart contract blockchain developed by Binance that runs Ethereum-compatible applications at low fees. This post explains how it works, what its validator structure means for trust, and what would change your understanding of it.
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Crypto Research
What Is Litecoin?
Litecoin is one of Bitcoin's earliest technical variants — same proof-of-work design, different parameters. This post explains what was changed, why, and what Litecoin's continued relevance actually depends on.
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Crypto Research
What Is a Blockchain Bridge?
A blockchain bridge lets you move assets between separate blockchain networks. Learn how bridges work, why they exist, and why they've become one of crypto's biggest security targets.
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Crypto Research
What Is a Blockchain Oracle?
A blockchain oracle is a system that connects smart contracts to real-world data. Learn how oracles work, where they're necessary, and why they introduce a distinct category of risk.
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Crypto Research
What Is Yield Farming?
Yield farming describes deploying crypto assets into DeFi protocols to earn returns from fees, lending interest, or token emissions. The mechanism is real; whether the yield is sustainable depends on which of those three sources is paying you.
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Crypto Research
What Is a Liquidity Pool?
A liquidity pool is a smart contract holding token reserves that enables decentralized trading without order books or counterparties. This post explains the constant product formula, impermanent loss, pool depth, and how concentrated liquidity changed the model.
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Crypto Research
What Is a Blockchain Transaction?
A blockchain transaction is a cryptographically signed instruction broadcast to a network, validated by nodes, and permanently written into a block. This post explains the full lifecycle — from signature to confirmation — along with why fees exist, why transactions are irreversible, and what's changing with account abstraction and Layer 2.
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