Long-form technical writing on execution models, consensus, EVM foundations, and verifiable AI. Each insight makes Web3 clearer.
Editor's pickThree mature paths break past single-threaded execution — Sealevel-style deterministic pre-declaration, Block-STM-style optimistic concurrency control, and Sui-style object models. This piece compares their assumptions, developer costs, and fit with EVM compatibility.
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"EVM compatible" is often flattened into a marketing line. What actually sets migration cost is bytecode semantics, the precompile set, JSON-RPC behavior, and whether Foundry/Hardhat still work unchanged. This piece separates those four layers and explains why parallelism makes compatibility harder to keep.
Why data, model, and compute contributors rarely get automatic payouts in AI—and what on-chain metadata indexes, threshold sharding, TEE-assisted audit, and smart-contract splits each solve and do not solve—plus how rights sit atop settlement and trusted computing.
