Go Programming World

Sep 4, 2026 · Backend Development

Engineering AI Coding Practices: Achieving 96% Cross-Project Code Consistency with onexai

The author details how they built the onexai toolkit — 46 convention tools and 20 scaffolding commands — to feed structured, high-quality Go standards to AI via MCP, enabling consistent, production-grade code across projects with 96% similarity to reference implementations like miniblog and onex.