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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.
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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
How to List an NFT for Sale
Listing an NFT for sale means signing a marketplace order that authorizes a buyer to purchase your token. Here's how the approval and order mechanism works, where the fees sit, and what to watch for.
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Crypto Research
How to Mint an NFT
Minting an NFT means executing a transaction that creates a token on-chain and assigns it to your wallet. Here's what actually happens, what you need, and where the risks sit.
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Crypto Research
How to Check NFT Metadata
NFT metadata is the JSON file that defines what an NFT represents — its name, image URL, and traits. The token on-chain is just an ID; the metadata is everything else. Here's how to read it directly from the contract and what to look for.
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Crypto Research
How to Verify an NFT Is Authentic
The contract address is the only identifier that matters for NFT authenticity — not the image, name, or listing. This post explains the five-step verification process and where it gets complicated.
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Crypto Research
How to Export Wallet Transactions
Exporting wallet transaction history depends on whether you're on a centralised exchange or a self-custody wallet. The methods differ, the data is incomplete by default, and combining sources is almost always necessary.
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Crypto Research
How to Find Your Transaction History
Transaction history in crypto lives in multiple places — exchange accounts, block explorers, and separate records per chain. Here's where to look and how to compile a complete picture.
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Crypto Research
How to Document Crypto Losses
Crypto losses don't become deductions automatically — you have to realize them, document four specific data points, and apply them correctly. Here's how the loss rules work, including carryforward limits, the missing wash sale rule, and what records you actually need.
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Crypto Research
How to Handle Airdrop Taxes
Airdrop tokens are taxable income under IRS rules — calculated at fair market value on the date of receipt, even if you never sell. Here's how the mechanism works, when the taxable event occurs, and what records you need.
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Crypto Research
How to Handle DeFi Taxes
DeFi creates more taxable events than almost any other financial activity — and most generate no automatic reporting. Here's how the mechanics work: swaps, liquidity provision, yield, and airdrops.
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Crypto Research
How to Handle NFT Taxes
NFT taxes involve more taxable events than standard crypto — disposals, NFT-for-NFT trades, protocol airdrops, and creator income each have different mechanics. This explains the calculation, the open collectibles question, and where valuation gets hard.
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Crypto Research
How to Use a Crypto Tax Tool
Crypto tax tools automate transaction import and cost basis calculation — but they have real failure modes. Here's how the workflow actually works and what to verify before you file.
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Crypto Research
How to Track Cost Basis in Crypto
Cost basis is the starting number behind every crypto tax calculation. This post covers the accounting methods the IRS permits, why cross-wallet transfers break automatic tracking, how DeFi complicates basis further, and what 1099-DA changes — and doesn't.
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