把大模型塞进本地设备里。
Putting large models onto local devices.
_{本地优先的 AI 工具作者 · 开源项目 PR 贡献者（翻译与本地化 / AI 工具链 / 基础设施）
Local-first AI tooling author · PR contributor across open-source repos (translation & localization · AI tooling · infra)}

几个自己维护的仓库，都还在慢慢做，欢迎试用和提 issue · Repos I maintain — still evolving, issues welcome:

• ASRbox — 音视频转写与 AI 字幕工作台，支持 25 个本地 ASR 模型，macOS / Windows / Docker 都能跑。 Audio/video transcription and AI-subtitle workbench with 25 local ASR models — runs on macOS, Windows, and Docker.
• bilidown — B 站视频、番剧、课程和音频下载工具，提供 macOS 与 Windows 桌面客户端。 Bilibili videos, anime, courses, and audio downloader, with macOS and Windows desktop clients.
• image-studio — 本地优先的 AI 图像工作台：文生图、按指令改图、去背景和 4 倍放大，提供 macOS 与 Windows 桌面客户端。 Local-first AI image workbench — text-to-image, instruction-based editing, background removal, and 4× upscaling, with desktop clients.
• XiaoSeek LX04 — 在小爱触屏音箱上接入 DeepSeek 的成功尝试，老设备 AI 时代起死回生，保留了原生语音和米家控制。 DeepSeek on the Xiaoai touchscreen speaker — an old device revived for the AI era, with native voice and Mijia control intact.
• vid2note — 把视频转成 Markdown 笔记和思维导图的工具。 Turns videos into Markdown notes and mind maps.
• ai-sdd-bootstrap — 给 AI 辅助开发用的分阶段脚手架，以前有用，现在模型能力强了没啥用。 Staged scaffolding for AI-assisted development — useful once, less needed as models got stronger.

• Dailin521/codex-provider-sync — 新增 macOS Avalonia 桌面端 GUI：在 Codex 里切换模型接入不再丢失会话记录——我的第一个 PR。 macOS Avalonia desktop GUI, so switching model providers in Codex no longer loses your chat history — my first PR.
• collabora/WhisperLive — 实时音频流水的会话内重置：reset 标志与在途转写的竞态、锁内帧缓冲换入、TensorRT 后端对齐（三轮维护者 review 修出真实死锁）。 Race-free in-session transcript reset for live streaming — buffered frame swap under lock, ack propagation, and TensorRT backend parity.
• kornia/kornia — LightGlue 匹配的张量维度修复：(1, N, D) 描述子不再被早退条件误判而静默返回 0 匹配。 LightGlue matcher dimension fix — (1, N, D) descriptors no longer hit the early-exit check and silently return zero matches.
• microsoft/PyRIT — Converter 身份哈希纳入有序参数，消除同参数量转换器的静默注册冲突。 Converter identity hashing now includes ordered parameters, fixing silent registration collisions between same-arity converters.
• ludo-technologies/pyscn — LCOM4 内聚度度量语义修复：同名 property 的 getter/setter 访问合并进同一方法簇，类不再被虚假分裂。 LCOM4 cohesion-metric fix — getter and setter accesses of the same property now merge into one method cluster instead of splitting the class.
• moeru-ai/airi — 维护者 any 清理计划的 stream-kit 子项：9 处 any → unknown、队列监听器与 handler 事件完整类型化、补事件测试并删掉 lint 抑制。 Type-safety refactor under the maintainer's any-cleanup plan — nine any→unknown rewrites, fully typed queue listeners and handler events, plus new event tests.
• aws-powertools/powertools-lambda-python — 新增 AppSyncIdentityLambda 身份类型：AWS_LAMBDA 授权的 data class 分派 + fixtures + 测试 + 文档，维护者经真实 authorizer API 验证后合并。 AppSyncIdentityLambda for AWS_LAMBDA authorization — data-class dispatch, fixtures, tests, and docs, validated by the maintainer against a real authorizer.
• version-fox/vfox — 五条下载路径统一加固：任何非 200 状态即失败并报状态、URL 凭证脱敏、插件文件名 Windows 反斜杠安全。 Hardened five download paths to fail on any non-200 status with the reason, redacted URL credentials, and Windows-safe plugin file names.
• introlab/rtabmap — SLAM 库枚举边界根因修复：setNNStrategy 负值不再直通 FLANN 分支导致 abort，回退暴力匹配。 One-line root-cause fix in a SLAM library — NNStrategy values below zero now fall back to brute force instead of aborting inside FLANN.
• DefectDojo/django-DefectDojo — Qualys 扫描解析器健壮性：缺词条 QID 的 finding 跳过并告警，不再让整份报告导入崩溃。 Qualys parser resilience — findings whose QID has no glossary entry are skipped with a warning instead of crashing the whole import.
• milind-soni/OpenMausBot — 聊天管线对上下文超限错误的结构化恢复：识别结构化错误并恢复运行而非直接失败，双平台隔离服务端四场景验证。 Structured recovery from context-length errors in the chat pipeline — the run recovers instead of failing, verified on both platforms against an isolated server.
• kizuna-ai-lab/sokuji — 模型导入支持 hf-mirror.com：本机实测 CORS/防盗链链路后落地，curl/wget 命令按 URL 逐条推导镜像改写。 hf-mirror.com as a model-import source, grounded in on-machine CORS/hotlink measurements, with per-URL mirror rewriting for curl and wget.
• fishjar/kiss-translator — 划词翻译悬停延时：正确的事件语义（relatedTarget 感知的离开检测）+ 计时器生命周期管理，七语界面。 Hover delay for selection translation with relatedTarget-aware leave detection, clean timer lifecycle, and i18n in seven languages.
• github/relative-time-element — duration/elapsed 计时格式的 tabular numerals：内联 font-feature 让跳动的秒数对齐（github 官方 Web 组件）。 Tabular numerals for ticking duration and elapsed formats, so counting digits stop jittering (a github-owned web component).
• maboloshi/github-chinese — 仓库描述翻译按钮的 DOM 适配：组合选择器覆盖新旧布局 + MutationObserver 重挂载，四个运行时脚本同步并补回归测试。 Repo-description DOM adaptation — combined selectors covering old and new layouts plus MutationObserver remounting, synced across all four runtime scripts with regression tests.
• nextai-translator/nextai-translator — 新版 Claude 模型兼容层：拒收 temperature / thinking budget 的启动 400 修复。 Compatibility fix for current Claude models that reject temperature and thinking budgets.
• windingwind/zotero-pdf-translate — Claude temperature 弃用门控：按官方弃用文档实现 modelSupportsTemperature() 版本判定（4.7+/Mythos 边界）+ NaN 防护。 Version-gated temperature omission for Claude models — modelSupportsTemperature() with the 4.7+/Mythos boundary and NaN guards.
• docmd-io/docmd — 搜索索引从 /vX.Y.Z/ 版本式 base 路径加载：补上源码注释声称但缺失的绝对 site root 分支。 Search index loading from versioned base paths like /vX.Y.Z/, via the build-injected absolute site root the code claimed but never used.
• desplega-ai/agent-swarm — 消息切分的 Unicode 边界：极小 limit 撞上代理对（surrogate pair）时不再死循环。 Unicode boundary fix — message splitting no longer loops forever when a tiny limit lands on a surrogate pair.
• autokey/autokey — 脚本 API 新增 window.get_session_type()（X11 / Wayland 会话检测），含再生成的 API 文档。 window.get_session_type() scripting API for X11/Wayland detection, with regenerated API docs.
• doocs/leetcode — 0031. Next Permutation 的 Rust 题解（中英双语 tab）。 Rust solution for 0031. Next Permutation, with bilingual README tabs.
• WeblateOrg/weblate — 新增 DEFAULT_WORKSPACE_TM 项目设置（配置 + 模型默认值 + 文档 + 测试），维护者排入 2026.12 milestone。 New DEFAULT_WORKSPACE_TM project setting — config, model defaults, docs, and tests, scheduled by the maintainer for the 2026.12 milestone.
• mdn/translated-content — MDN 中文站 Element 系列 9 个属性页的翻译与英文同步（aria* 属性一族）。 Nine Element property pages translated or synced to current English on MDN zh-cn.
• progit/progit2-zh — 《Pro Git》中文版全书 24 处「派生」统一为「分叉」，逐条对照英文原版并写进译者术语表。 Unified the translation of "fork" from 派生 to 分叉 across 24 occurrences — each verified against the English source — plus a glossary entry.
• riscv/riscv-isa-manual — RISC-V ISA 手册 8 处失效交叉引用修复（Antora 本地构建红绿验证）。 Fixed eight broken cross-references in the RISC-V ISA manual, verified with a local Antora build.

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