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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.
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Crypto Research
Is Bitcoin Too Slow to Be Useful?
Bitcoin processes roughly 7 transactions per second. Visa handles thousands. The comparison is real — but it conflates payment authorization with settlement, and ignores that Bitcoin was designed for a different job.
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Crypto Research
Can Deleted NFTs Still Exist?
When a marketplace removes an NFT listing, the on-chain record doesn't disappear with it. This post maps what blockchain makes permanent and what depends entirely on storage architecture — centralized servers, IPFS, and on-chain storage.
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Crypto Research
Is Layer 2 Less Secure Than Layer 1?
Layer 2s inherit Ethereum's consensus security for data availability and settlement — but introduce distinct risks at the sequencer, bridge contract, and upgrade key level. Whether they're 'less secure' depends on what risk you're actually measuring.
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Crypto Research
Are All Blockchains Public?
Not all blockchains are public. This post explains the real difference between public, private, and consortium blockchains — and what that tells you about who trusts whom.
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Crypto Research
Does Low Price Mean a Crypto Is Cheap?
A $0.10 token isn't cheaper than a $100,000 one. Price per unit tells you almost nothing — market cap and fully diluted valuation are the metrics that actually measure relative size.
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Crypto Research
Is "Not Your Keys" Always True?
The "not your keys, not your coins" maxim describes a real and important risk. But applied as a universal rule, it breaks down in three specific custody arrangements — multisig, smart contracts, and MPC wallets — each with a different failure mode worth understanding.
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Crypto Research
Can You Lose Staked Crypto?
Yes — through three distinct mechanisms: validator slashing that destroys tokens at the protocol level, smart contract exploits in liquid staking, and custodial exchange failure. Each operates differently and requires a different response.
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Crypto Research
Are Smart Contracts Legally Binding?
Smart contracts execute automatically, but legal enforceability is a separate question. This post maps how the two systems interact — jurisdiction, remedies, the mistake doctrine — and where they diverge.
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Crypto Research
Is Blockchain Just a Database?
A blockchain stores data, so yes — technically it's a type of database. But the dismissal misses what the structural differences actually enable, and when those differences matter.
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Crypto Research
Does Higher Market Cap Mean Better Investment?
Market cap is price times circulating supply. That's the whole formula. It tells you the aggregate value at current price — not whether that price reflects quality, safety, or return potential. Here's what the number actually means, where it falls short, and why fully diluted valuation matters more than most people realize.
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Crypto Research
Is Staking Risk-Free?
Staking is marketed as passive income with minimal risk. The mechanism tells a different story. Here are the distinct risk categories — slashing, inactivity leaks, unbonding, liquid staking exposure, and inflation dynamics — mapped clearly.
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Crypto Research
Are Hardware Wallets Unhackable?
Hardware wallets meaningfully reduce one specific attack vector. They don't eliminate risk. Understanding what they actually protect against — and what they don't — changes how you use them.
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