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Thoughts on data science, machine learning, and research

Aug 2, 2026

: DeFi, Ethereum, Blockchain, Web3, Statistics

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: wh...

Jul 28, 2026

: DeFi, Blockchain, Web3

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 measu...

Jul 26, 2026

: DeFi, Blockchain, Web3

When the Book Keeps Moving. What Hyperliquid Lets Outsiders Reconstruct.

Hyperliquid first shows up as a price story.

Jul 21, 2026

: DeFi, Rust, Blockchain, Web3

Dynamic Fees in AMMs: When the Signal Matters

Part I asked whether an AMM surface formed. Part II ran pool state forward. Part III contrasted reserves with book depth. This piece runs the AMM d...

Jul 19, 2026

: DeFi, Blockchain, RWA, Web3