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 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.
Read Now
Crypto Research
How to Report Crypto on Taxes
Crypto is treated as property under US tax law — every sale, trade, and disposal is a reportable event. Here's how Form 8949, Schedule D, and the new 1099-DA fit together.
Read Now
Crypto Research
How to Choose a Validator
Choosing a validator is a risk evaluation exercise, not just a commission comparison. Here's what uptime, self-stake, slashing history, and protocol-specific mechanics actually mean for your decision.
Read Now
Crypto Research
How to Claim Staking Rewards
How staking rewards are claimed differs by protocol. Solo ETH validators, liquid staking (Lido, Rocket Pool), Cosmos chains, and Solana each handle reward accrual and claiming differently — some automatic, some requiring manual transactions.
Read Now
Crypto Research
How to Unstake Crypto
Unstaking crypto isn't instant — the mechanics depend on which protocol you used and how you staked. Ethereum has a withdrawal queue, Cosmos locks for 21 days, Polkadot for 28. This post explains unbonding periods, liquid staking exits, and what to check before you click unstake.
Read Now
Crypto Research
How to Exit a Liquidity Position
Exiting a liquidity position returns tokens in the current pool ratio, not your entry ratio — and impermanent loss crystallizes at exit. Here's how the mechanic works across v2, v3, and Curve pools.
Read Now
Crypto Research
How to Use Slippage Settings
Slippage tolerance controls how much price deviation your swap will accept before reverting. Set it too low and transactions fail repeatedly. Set it too high and bots can extract value from the gap. Here's how to calibrate it by pool type and context.
Read Now
Crypto Research
How to Avoid Getting Front-Run
Every DeFi swap sits in a public mempool before confirmation. Bots watch that queue and insert trades ahead of yours to profit from the price impact. Here's how the mechanism works and which levers actually reduce exposure.
Read Now
Crypto Research
How to Estimate Gas Costs
Gas cost estimation is multiplication: gas units times gas price. This post explains what each number represents, how EIP-1559 changed the fee structure, and how to read the estimate your wallet shows before you confirm.
Read Now
Crypto Research
How to Calculate Impermanent Loss
Impermanent loss measures how much a liquidity position underperforms a simple hold. This post covers the calculation formula, worked examples for common price moves, and how to weigh it against fee income.
Read Now
Crypto Research
How to Check if a Pool Is Safe
Evaluating a liquidity pool for safety means checking four distinct failure modes: exploitable contract code, admin key risk, compromised token contracts, and thin liquidity enabling manipulation. This post maps each risk and the on-chain checks that address them.
Read Now
Crypto Research
How to Read a Token's Smart Contract
A token's smart contract defines the rules: who can mint, whether transfers can be paused, how fees are set. You don't need to be a developer to extract meaningful signal — you need to know where to look.
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.