JosephWang
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Aug 11, 2026
DeFi·DEX·Ethereum·Machine Learning·Finance

Before the Result Could Count, the Benchmark Had to Freeze

The previous post reported the execution result. This companion documents the evaluation contract behind it.

Aug 9, 2026
DeFi·Market Structure·DEX·Ethereum·Finance

A Large DEX Order Is a Sequential Control Problem

Earlier posts isolated pool mechanics, dynamic fees, and liquidity response. This study uses the same lab for a different question: how to execute a parent o...

Aug 4, 2026
DeFi·Statistics·Rust·R·Finance

How I Turned AMM Logs Into a Causal Pipeline

The previous post reported the headline: no large short-run liquidity exit after UNIfication. This is the methods companion—how that reading was earned by fr...

Aug 2, 2026
DeFi·Market Structure·DEX·Statistics·Finance·Governance

When the Fee Switch Turns On, Does Liquidity Walk Away?

The pool series measured one layer at a time; dynamic-fee simulations asked whether state can price toxic flow. Part V tests a different margin: what happens...

Jul 28, 2026
DeFi·DEX·Blockchain·Web3·Finance·Hyperliquid

After Uniswap v4 Went Live. The Pool Is No Longer the Whole Market.

Overview. Schematic only. Hooks are opt-in modules around a concentrated-liquidity pool; simple pools can remain simple. Not measured from a live deployment.

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