I'm exploring AI-assisted code maintenance and pull requests as part of the real-world evaluation and data collection for my own research project. Code changes undergo multiple rounds of AI auditing and cross-checking using GPT-6-Astra with Ultra reasoning. I contribute ideas and take part in reviewing and revising the changes. My background is outside computer science, so mistakes and omissions may remain. Corrections and guidance are always welcome.
我正在尝试使用 AI 进行代码维护和提交 PR，为自己的研究项目开展实际检验和数据收集。使用模型为 GPT-6-Astra，思考深度为 Ultra。代码变更经过 AI 的多轮审计与校对，我本人参与审阅、修订和提出想法。由于我的背景并非计算机科学，仍难免有错误和疏漏，欢迎大家不吝指教。
Need help? @mention me in the issue or PR. If a PR isn't useful, feedback is welcome, and you can simply close it. I'm very happy to learn and improve.
如需帮助，欢迎在 Issue 或 PR 中直接 @ 我。如果某个 PR 没能帮上忙，欢迎反馈，也可以直接关闭；我非常乐意学习和改进。
35 merged PRs across 8 upstream projects. · 35 项已合并 PR，覆盖 8 个上游项目。
12 merged PRs · Documentation tooling Improve page layout, links, data loading, hot updates, component slots and image alt text. |
1 merged PR · Code formatting Preserve comment order in test calls. |
4 merged PRs · Python imaging Preserve image transparency, correct variance rounding and crop type hints, and add optional PSDraw text escaping. |
4 merged PRs · Inference infrastructure Enforce tokenizer pool limits and connection cleanup, strengthen concurrent tests, prevent backoff overflow, and correct examples. |
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10 merged PRs · Code analysis Improve project isolation, index reliability, rename handling and CI release checks. |
2 merged PRs · Multimodal retrieval Decode local image paths and preserve document IDs during extraction. |
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1 merged PR · Subtitle translation Report translation-provider test failures accurately. |
1 merged PR · Markdown rendering Preserve literal HTML when exporting Markdown tables. |
Explore all 35 merged PRs · 展开完整贡献记录
- #5430 — Fix page spacing when no sidebar is present · 修复无侧栏时的主题间距
- #5434 — Use page locales in content loaders · 内容加载器按页面语言生成正文和摘要
- #5435 — Preserve string glob ignore patterns · 正确处理字符串排除规则，避免全部文章被过滤
- #5436 — Preserve queries and anchors on index-page links · 首页 Markdown 链接保留查询参数和锚点
- #5440 — Preserve page data when injecting scripts · 页面数据包含结束标签或替换符号时仍能正确编译并保留原值
- #5441 — Watch data files outside the site root · 目录外数据文件修改、新增和删除均触发页面热更新
- #5442 — Resolve SVG links during prefetching · 修复 SVG 链接预取崩溃，并遵守新窗口链接排除规则
- #5443 — Infer image dimensions with URL suffixes · 正确推断带查询参数或锚点的图片尺寸，避免布局跳动
- #5445 — Forward slots to client components · 转发默认、具名及作用域插槽，保留显式参数兼容
- #5446 — Preserve URL settings in container titles · 提示容器标题与详情摘要中的链接遵守 URL 和相对路径设置
- #5448 — Invalidate all cached revisions of an importing page · 清除各编辑版本的缓存，避免撤销编辑恢复过期内容
- #5457 — Preserve alt overrides for themed images · 保留亮暗图片的 alt 覆盖值及装饰图片的空文本
- #20043 — Preserve comment order in test calls · 保留测试调用中的注释顺序
- #9989 — Correct ImageOps.crop border type hints and docs · 修正 ImageOps.crop 的边框类型注解及文档
- #9994 — Prevent negative variance from rounding errors · 修复恒定图像方差的负向舍入误差及标准差异常
- #9995 — Preserve transparency when padding and expanding images · 保留扩边和填充后的透明区域，避免透明像素变为不透明
- #9996 — Add optional backslash escaping to PSDraw text · 提供可选的反斜杠转义，避免误解析并保持默认行为兼容
- #2713 — Fix JSON message examples for the chat tokenizer · 修正聊天 tokenizer 的 JSON 消息示例
- #2719 — Enforce pool capacity during concurrent tokenizer creation · 并发创建时遵守 tokenizer 池容量并释放未使用连接
- #2720 — Prevent adaptive concurrency backoff overflow · 防止自适应并发控制的错误退避计算溢出
- #2811 — Strengthen capacity tests and move logging outside the lock · 防止并发容量测试伪通过，简化查表并将日志移到锁外
- #1865 — Count special-token spellings as ordinary text · 将特殊 token 的字面拼写作为普通文本计数
- #1876 — Retain failed node batches for retry · 保留失败的节点批次以便重试
- #1877 — Recognize fork PR runs with unambiguous source history · 修复 fork PR 的 CI 运行关联判断
- #1878 — Scope incremental rehydration to the requested project · 将增量重建限制在指定项目内
- #1879 — Preserve UNC hosts in CPU-profile file URLs · CPU profile 文件 URL 保留 UNC 主机名
- #1880 — Declare nested empty containers during rename · 重命名时正确声明嵌套空容器
- #1881 — Keep source fallbacks inside the owning project · 将源码回退查找限制在所属项目内
- #1883 — Separate rename success from rollback status · 区分重命名失败与回滚结果，避免错误报告成功
- #1884 — Reject incomplete protobuf index layouts · 拒绝不完整或混用格式的 Protobuf 索引
- #1885 — Gate automatic release tags on successful source CI · 自动发布前要求源提交 CI 成功
- #359 — Decode local Markdown image paths · 正确解码本地 Markdown 图片路径
- #360 — Preserve chunk document IDs during extraction · 提取时保留分块的文档 ID
- #481 — Report failed translation-provider tests accurately · 准确报告翻译服务测试失败
- #618 — Preserve literal HTML in Markdown table exports · Markdown 表格导出保留 HTML 字面文本
All merged contributions → · Work in progress →
Only merged upstream PRs are counted; my own repositories and unmerged PRs are excluded. Merged does not necessarily mean released. Verified September 30, 2026 (UTC+8).
仅统计已合并的对外贡献，不含个人仓库及未合并 PR；合并不代表已经发布。核验日期：2026 年 9 月 30 日（北京时间）。