Cloudflare 如何用 AI 子代理把 Astro 的 GitHub issue 降到零
How we built a software factory to drive Astro’s GitHub issue count to zero
Cloudflare 用 AI 子代理自动处理 Astro 的 issue，积压少了 85%，这套流水线可以搬回自己项目用。
Cloudflare 工程师用 GitHub Actions 跑隔离的 AI 子代理，替代人工验证 issue，把 Astro 的未关闭 issue 数削了 85%。
这套自动化流水线覆盖 bug 复现、补丁验证和预览发布三个阶段。文章拆解了子代理如何隔离运行、如何与仓库交互，以及为什么选择这种架构。
How we built a software factory to drive Astro’s GitHub issue count to zero
By replacing manual issue verification with isolated AI subagents running in GitHub Actions, the Astro maintainers reduced open issue count by 85%. This post explores the architecture behind automated bug reproduction, patch verification, and preview releases.
This report is categorized under AITOP's "How-to" desk. Within our cross-regional analytical framework, it directly maps to AI developer toolchains, coding agents, and engineering workflows. Key entities and technical topics under continuous tracking include Astro, Cloudflare, GitHub Actions, 智能体.
Primary source verification: published directly by Cloudflare Blog with first-party authority.
