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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TOKEN2049 Singapore took place on October 7 and 8. Bitroot CEO Juan José took the main stage to talk about parallel AI blockchains and the machine economy, while the team met institutions, exchanges, projects, developers, and KOLs at the booth and a community meetup, and shared its next-stage roadmap around Pipeline BFT, parallel EVM, decentralized AI, and physical AI.

GWDC 2026 KOREA took place at the aT Center in Seoul on September 29 and 30. Bitroot CEO Juan José delivered a main-stage talk titled "The Parallel AI Blockchain for the Machine Economy", while the team met developers, projects, and institutions from around the world at booth C08 and continued to build ecosystem partnerships in Korea and internationally around parallel EVM and AI infrastructure.

Parallel EVM rarely fails on transfer benchmarks, but often collapses on AMM, lending, and NFT mint traffic. This article explains how conflict hotspots form, how read/write-set granularity drives conflict rates, and how peak TPS degrades under real workloads.

Optimistic concurrency control began in 1981 database research and now underpins many parallel EVMs. This primer explains the read–validate–write phases, contrasts OCC with pessimistic locking and MVCC, and names the extra determinism and Byzantine constraints blockchains add.

Three 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.