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Thoughts on data science, machine learning, and research

Jun 30, 2026

When the Quote Becomes Calldata. The Fork Tests Whether It Holds.

A note on turning a Uniswap quote into API-native calldata, then replaying that transaction against pinned mainnet state.

Jun 28, 2026

: DeFi, RWA, Ethereum, Blockchain, Web3

The Price Moves First. DEX Routes Fray Before the Exit.

A quote is the first place where exit risk becomes observable—not as a failed trade yet, but as route fragmentation, output deterioration, and summ...

Jun 23, 2026

: RWA, DeFi, Rust, Software, Blockchain

From RWA Evidence Collectors to a Rust Audit Toolkit

One CLI, three contracts, versioned evidence bundles.

Jun 21, 2026

: RWA, DeFi, Tokenization, Blockchain, Web3

Where RWA Exchange Risk Actually Sits

When the venue becomes part of the product, which record is authoritative?

Jun 16, 2026

: Rust, Blockchain, Cybersecurity, Web3

Building an Interactive P2P Attack Gym in Rust

Slot pressure, fake state, and poisoned discovery on 127.0.0.1.

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