Augment Code 官方最新动态：Karpathy skills on OpenClaw: agents don't write better code. But they do it more efficiently.

来源：Augment Code 官方动态 | 发布日期：2026-04-30T14:33:00.000Z

核心更新概览

and ran three coding agents through 40 OpenClaw PRs. The judge scored code quality as basically unchanged, but the agents got to the same answers with less work: fewer tool calls and file reads, and c

详细内容记录

and ran three coding agents through 40 OpenClaw PRs. The judge scored code quality as basically unchanged, but the agents got to the same answers with less work: fewer tool calls and file reads, and consistently lower time and cost. We tested Auggie, Claude Code, and Codex against 40 PRs from . For each PR, we ran each agent twice: once with existing plus about 2.5k characters of Karpathy-style coding rules prepended to the file. The Karpathy rules are the kind of thing you'd write at the top of a team style guide. Think before coding: state assumptions, surface tradeoffs, ask if unclear Simplicity first: no speculative features, no single-use abstractions, minimum code Surgical changes: don't touch adjacent code, match existing style, no drive-by refactors

更多技术细节可访问官方原文：https://www.augmentcode.com/blog/karpathy-skills-on-openclaw-agents-don-t-write-better-code-but-they-do-it-more-efficiently。