{"description":"One entry per day: REA stars, entries added (ids into records.json), and a short brief in zh-TW/en/zh-CN naming which long-term signals the day supports. rank_previous in records.json is each entry's rank on the previous day.","signals":{"A":"Client-side code is no longer a moat (features get cloned fast)","B":"Verification is the bottleneck (differential tests, evidence, honest grading)","C":"Legacy software preservation and migration (games first, then enterprise)","D":"Hardware interop and control of one's own devices (firmware, BLE, IoT)","E":"Model-platform limits (refusals, account bans, policy changes)","F":"Cost and efficiency (tokens, tool surface, local models)","G":"Ecosystem expansion (new architectures, formats, integrations, ports)"},"days":[{"date":"2026-10-06","stars":5336,"stars_delta":null,"new":["heartland-side-effects","rea-jev"],"stats":{"count":2,"wow":{"2":2},"type":{"app":2},"status":{"tested":1,"shipped":1}},"backfilled":true,"text":{"zh-TW":{"headline":"REA 副作用逐項驗證與社群外掛 rea-jev 同日出現","summary":"這天只有兩個項目，熱度都是 0，都偏向「在 REA 外層加一層檢查」。人工整理的驗證顯示，16 項功能宣告中改寫目標、需 root、改權限皆為 0，但有 10 項會啟動程序，不能無條件放行，Evidence 的 SHA-256 也經 sha256sum 驗證完全一致。社群外掛 rea-jev 則把 REA 的 MCP server 與 Jev 判斷模型結合，做工具路由、呼叫前檢查與證據追蹤，不過檢查只是建議性質，不是安全邊界。資料不足以與前幾天做比較，重點在於調查結果的可信度正被獨立檢驗。"},"en":{"headline":"REA side-effect audit and the rea-jev plugin land on the same day","summary":"Only two items appeared, both with zero heat, and both add a checking layer around REA. A hand-curated audit found that across 16 feature declarations, none rewrite targets, require root or change permissions, but 10 launch processes and so cannot be allowed unconditionally; the Evidence SHA-256 hashes also matched exactly under sha256sum. The community plugin rea-jev combines REA's MCP server with the Jev judgment model to add tool routing, pre-call checks and evidence tracking, though its checks are advisory rather than a security boundary. There is not enough data to compare with previous days, but the theme is clear: the trustworthiness of investigation results is being independently verified."},"zh-CN":{"headline":"REA 副作用逐项验证与社区插件 rea-jev 同日出现","summary":"这天只有两个项目，热度都是 0，都偏向“在 REA 外层加一层检查”。人工整理的验证显示，16 项功能声明中改写目标、需 root、改权限皆为 0，但有 10 项会启动进程，不能无条件放行，Evidence 的 SHA-256 也经 sha256sum 验证完全一致。社区插件 rea-jev 则把 REA 的 MCP server 与 Jev 判断模型结合，做工具路由、调用前检查与证据追踪，不过检查只是建议性质，不是安全边界。数据不足以与前几天做比较，重点在于调查结果的可信度正被独立检验。"}},"signals":["B","F"],"highlights":["heartland-side-effects","rea-jev"]},{"date":"2026-10-07","stars":10746,"stars_delta":5410,"new":["apisitlee-mac-pitfalls"],"stats":{"count":1,"wow":{"2":1},"type":{"case":1},"status":{"reported":1}},"backfilled":true,"text":{"zh-TW":{"headline":"REA 星數倍增至 1 萬以上，Mac 實測文章同日出現","summary":"當天 REA GitHub 星數達 10746，比前一個紀錄 5336 多出 5410，增幅超過一倍。當天只有一個項目：一篇人工整理的案例，在 REA 登上 Trending 第一的同一天於 Mac 上實測，整理出安裝與執行會遇到的 4 個問題，並說明 Decompile → Understand → Recreate 的調查流程。這顯示工具爆紅後，社群很快開始補上平台相容性與上手方法，不過當天資料量少、評分也只有 2/5，只能視為早期訊號。"},"en":{"headline":"REA stars pass 10,000 as a hands-on Mac pitfalls write-up appears the same day","summary":"REA's GitHub star count reached 10,746, up 5,410 from the previous record of 5,336, more than doubling. The day's only item is a hand-curated case study: written the day REA hit #1 on Trending, it tests REA on a Mac, lists 4 pitfalls in installation and running, and explains the Decompile → Understand → Recreate investigation flow. It suggests the community quickly starts filling in platform compatibility and onboarding once a tool goes viral, but with a single item rated 2/5 it is only an early signal."},"zh-CN":{"headline":"REA 星数翻倍至 1 万以上，Mac 实测文章同日出现","summary":"当天 REA GitHub 星数达 10746，比之前的记录 5336 多出 5410，增幅超过一倍。当天只有一个条目：一篇人工整理的案例，在 REA 登上 Trending 第一的同一天于 Mac 上实测，整理出安装与运行会遇到的 4 个问题，并说明 Decompile → Understand → Recreate 的调查流程。这表明工具爆红后，社区很快开始补上平台兼容性与上手方法，不过当天数据量少、评分也只有 2/5，只能视为早期信号。"}},"signals":[],"highlights":["apisitlee-mac-pitfalls"]},{"date":"2026-10-08","stars":null,"stars_delta":null,"new":["kingy-notes-exporter","gunzrs","d-c98d5d03bf","d-49c3fe3859"],"stats":{"count":4,"wow":{"2":2,"3":2},"type":{"case":2,"learn":1,"app":1},"status":{"tested":2,"shipped":1,"reported":1}},"backfilled":true,"text":{"zh-TW":{"headline":"REA 用免費工具完成逐位元組驗證，驗證成為焦點","summary":"這天最值得看的是兩則重視驗證的案例：一位作者依 REA 的發現重寫筆記匯出的 CSV 格式器，再用第二個解析器逐位元組比對，全數通過且只用免費軟體；另一則在 GitHub Actions 上以全合成檔案跑通 Ghidra、JADX、Binwalk/Unblob 三條流程，並明說這不代表對真實程式的驗證。另有 GunZRs 把 GunZ 移植到 Rust，素材取自玩家自己的 Steam 安裝。整體重心從「能不能逆向」轉向「怎麼證明結果是對的」，同時舊遊戲移植也持續出現。"},"en":{"headline":"REA work verified byte-for-byte with free tools; verification takes center stage","summary":"The standout items are two verification-minded cases. One author rebuilt a notes-export CSV formatter from REA's findings and checked it byte-for-byte against a second parser, with everything passing using only free software. Another ran REA's Ghidra, JADX and Binwalk/Unblob workflows on fully synthetic files in GitHub Actions, and states plainly that this does not validate real programs or firmware. GunZRs, a Rust port of GunZ that loads assets from the player's own Steam install, also appeared. The emphasis is shifting from whether REA can reverse something to how to prove the result is right, while legacy game ports keep showing up."},"zh-CN":{"headline":"REA 用免费工具完成逐字节验证，验证成为焦点","summary":"这天最值得看的是两则重视验证的案例：一位作者依 REA 的发现重写笔记导出的 CSV 格式器，再用第二个解析器逐字节比对，全部通过且只用免费软件；另一则在 GitHub Actions 上以全合成文件跑通 Ghidra、JADX、Binwalk/Unblob 三条流程，并明说这不代表对真实程序的验证。另有 GunZRs 把 GunZ 移植到 Rust，素材取自玩家自己的 Steam 安装。整体重心从“能不能逆向”转向“怎么证明结果是对的”，同时旧游戏移植也持续出现。"}},"signals":["B","C","G"],"highlights":["kingy-notes-exporter","d-49c3fe3859","gunzrs"]},{"date":"2026-10-09","stars":null,"stars_delta":null,"new":["netcat-audit","zenn-electron-known-answer","d-48e797d2e8","tracebrief"],"stats":{"count":4,"wow":{"2":2,"3":2},"type":{"case":2,"learn":1,"app":1},"status":{"tested":2,"shipped":2}},"backfilled":true,"text":{"zh-TW":{"headline":"兩個案例同講一件事：REA 的結論要附證據、可驗證","summary":"這天的重點是兩個人工整理的案例：一個用 REA 6.2.0 加 Ghidra 靜態審查 Ubuntu 的 netcat，每個結論都附原始證據檔，結果與上游一致、沒有植入跡象；另一個拿自寫的 Electron App 當標準答案，發現 IPC、API 與視窗設定的重建數值完全正確，但「為什麼是隱藏功能」仍要人自己讀 Evidence。TraceBrief 則進一步用確定性腳本檢查報告引用的證據是否存在，不成立就拒絕產出。這顯示社群關注的重點正從「能不能分析」轉向「結論能不能驗證」。"},"en":{"headline":"Two cases show REA conclusions need evidence you can verify","summary":"Two hand-curated cases lead the day. One statically audits Ubuntu's netcat with REA 6.2.0 and Ghidra, attaching raw evidence files to every conclusion; it found the binary consistent with upstream and no sign of implanted code. The other tests REA against a self-written Electron app with known answers: IPC wiring, public APIs and window settings were reconstructed exactly, but the explanation of why a feature is hidden still has to be pieced together from the Evidence. TraceBrief goes a step further, using a deterministic script to check that every cited Evidence item exists and refusing to produce a report if one does not. The community's focus is shifting from whether REA can analyze to whether its conclusions can be verified."},"zh-CN":{"headline":"两个案例共同说明：REA 的结论要附证据、可验证","summary":"这天的重点是两个人工整理的案例：一个用 REA 6.2.0 加 Ghidra 静态审查 Ubuntu 的 netcat，每个结论都附原始证据文件，结果与上游一致、没有植入迹象；另一个拿自写的 Electron App 当标准答案，发现 IPC、API 与窗口设置的重建数值完全正确，但“为什么是隐藏功能”仍要人自己读 Evidence。TraceBrief 则进一步用确定性脚本检查报告引用的证据是否存在，不成立就拒绝产出。这说明社区关注的重点正从“能不能分析”转向“结论能不能验证”。"}},"signals":["B"],"highlights":["netcat-audit","zenn-electron-known-answer","tracebrief"]},{"date":"2026-10-10","stars":58461,"stars_delta":47715,"new":["touhou-factory","d-b704d89ca5","nextjs-stripe-leak-check","d-39a6a89f43","macos-preview-race","claude-code-muse","d-ecbb34ba3f","d-3cacad9892","d-2731867e4e","d-58c16f12d8","d-7b1ef2129b","fathom-rust","d-309b4f51ec","d-0a452529f0","d-9991989e8e","d-d9f3e2beb7"],"stats":{"count":16,"wow":{"2":10,"3":3,"4":1,"5":2},"type":{"case":8,"app":6,"learn":2},"status":{"shipped":8,"tested":3,"reported":5}},"backfilled":true,"text":{"zh-TW":{"headline":"東方遊戲逐函式重建登頂,社群實作與工具並進","summary":"這天 REA 星數升至 58461,比前一個紀錄 10746 多出 47715,關注度明顯暴增。排名第一的是東方 Project 三部作的逐函式重建:用 Agent 分析原始執行檔、還原 C++ 並與原二進位比對,TH08 已有 Linux 與瀏覽器可玩版本。另有 DOS 遊戲 Larax & Zaco 的反編譯,且明確聲明不是可玩遊戲、也非位元級一致;以及對上線中的 Next.js + Stripe 系統做外洩檢查。其餘多是 MCP 精簡橋接、DeepSeek 外掛與教學專案,顯示生態系持續擴張;不少高熱度貼文只有心得、沒有證據,值得保留判斷。"},"en":{"headline":"Touhou function-by-function rebuild tops the day as tools and tutorials grow","summary":"REA's GitHub stars reached 58,461 on this day, up 47,715 from the previous record of 10,746. The top item is a function-by-function rebuild of three Touhou Project games, using agents to analyze the original executables, recover C++ and compare against the original binaries; TH08 is already playable on Linux and in the browser. Other evidence-backed work includes a decompilation of the DOS game Larax & Zaco, which explicitly says it is neither playable nor bit-exact, and an external leak check of a live Next.js + Stripe system. Much of the rest is ecosystem building, such as a thin MCP bridge cutting 139 tools to 21, DeepSeek Harness plugins and tutorials, while several high-heat posts offer only impressions without evidence."},"zh-CN":{"headline":"东方游戏逐函数重建登顶,社区实践与工具并进","summary":"这天 REA 星数升至 58461,比之前的纪录 10746 多出 47715,关注度明显暴增。排名第一的是东方 Project 三部作的逐函数重建:用 Agent 分析原始可执行文件、还原 C++ 并与原二进制比对,TH08 已有 Linux 与浏览器可玩版本。另有 DOS 游戏 Larax & Zaco 的反编译,并明确声明不是可玩游戏、也非位级一致;以及对线上 Next.js + Stripe 系统做的泄露检查。其余多是 MCP 精简桥接、DeepSeek 插件与教学项目,显示生态持续扩张;不少高热度帖子只有心得、没有证据,值得保留判断。"}},"signals":["B","C","G"],"highlights":["touhou-factory","d-b704d89ca5","nextjs-stripe-leak-check"]},{"date":"2026-10-11","stars":76998,"stars_delta":18537,"new":["obsidian-quick-switcher","dotey-claude-slides","zwo-asiair","d-4e8823e589","d-c24f94de41","ski-or-die","wispr-flow-eric","codex-browser-annotation","wispr-flow-az9713","d-6417fa2b6c","smart-toilet","encrypted-lib-rewrite","d-f40052c423","d-4037cb4975","d-87ce73d9b4","d-5a8e8882b7","d-19ff7d8929","psp-mips-lab","rea-investigate","d-c4120d6952","d-723866fc43","d-6472b3d476","d-44200b3153","d-e4a069d9ea","d-b7bab8c269"],"stats":{"count":25,"wow":{"2":10,"3":4,"4":5,"5":6},"type":{"case":15,"app":9,"learn":1},"status":{"tested":8,"shipped":9,"reported":8}},"backfilled":true,"text":{"zh-TW":{"headline":"REA 星數衝破 7.6 萬，逆向案例從遊戲延伸到韌體與核心","summary":"2026-10-11 的 REA GitHub 星數達 76998，比前一個紀錄 58461 增加 18537。當天排名最前的幾則都是有細節的案例：Obsidian 快速切換器排序演算法約 4 分鐘重建並逐筆比對、ZWO ASIAIR 韌體純靜態分析發現 4700 埠為明文 JSON-RPC、Untangle 重建在 54 項主張中對 52 項。同時也出現把 Windows 版魔獸世界、DOS 遊戲、arm64 核心納入的案例，顯示 REA 的使用範圍持續擴大，而且愈來愈多作者用對照原版或標示「已證實／推論／未知」的方式驗證結論。"},"en":{"headline":"REA passes 76,998 stars as cases spread from games to firmware and kernels","summary":"On 2026-10-11 REA's GitHub stars reached 76,998, up 18,537 from the previous record of 58,461. The top items were detailed cases: Obsidian's quick switcher ranking rebuilt in about 4 minutes and compared entry by entry, ZWO ASIAIR firmware analyzed purely statically with a plaintext JSON-RPC control port on 4700, and an Untangle rebuild where 52 of 54 checkable claims held up. Targets also ranged from a World of Warcraft client and a DOS game to an arm64 kernel, and more authors validated their conclusions by comparing against the original or labeling findings as confirmed, inferred or unknown."},"zh-CN":{"headline":"REA 星数突破 7.6 万，逆向案例从游戏延伸到固件与内核","summary":"2026-10-11 的 REA GitHub 星数达 76998，比前一个纪录 58461 增加 18537。当天排名最前的几则都是有细节的案例：Obsidian 快速切换器排序算法约 4 分钟重建并逐笔比对、ZWO ASIAIR 固件纯静态分析发现 4700 端口为明文 JSON-RPC、Untangle 重建在 54 项主张中对 52 项。同时也出现把 Windows 版魔兽世界、DOS 游戏、arm64 内核纳入的案例，显示 REA 的使用范围持续扩大，而且越来越多作者用对照原版或标示「已证实／推论／未知」的方式验证结论。"}},"signals":["B","C","D"],"highlights":["zwo-asiair","d-c24f94de41","obsidian-quick-switcher"]},{"date":"2026-10-12","stars":129748,"stars_delta":52750,"new":["touhou-factory","obsidian-quick-switcher","dotey-claude-slides","dx-ball-sound-pan","zwo-asiair","d-4e8823e589","d-c24f94de41","d-b704d89ca5","ski-or-die","wispr-flow-eric","codex-browser-annotation","d-fab901f33e","d-c6fbea64b5","th04-bullet-ring","nextjs-stripe-leak-check","d-11f7715188","d-831a3c86b4","wispr-flow-az9713","d-6417fa2b6c","smart-toilet","d-39a6a89f43","macos-preview-race","claude-code-muse","encrypted-lib-rewrite","d-365a6c591d","d-04c6b16c3b","openbattlefield2","vsl-dsp","d-733ba71db9","netcat-audit","d-f40052c423","d-9409d062f4","d-bfaf7bdd8b","d-a080ed3b32","d-4037cb4975","notion-clipboard","aegis-totp","downunderctf","pi-desktop-electron","windows-calc-percent","d-87ce73d9b4","zenn-electron-known-answer","kingy-notes-exporter","gunzrs","d-ecbb34ba3f","d-3cacad9892","d-5a8e8882b7","d-1ea735e339","d-9aea516faa","d-2731867e4e","d-19ff7d8929","d-1d3d058162","d-21657b277b","d-b50fa3ab1c","d-7b67dfdd18","d-c98d5d03bf","d-a0e7f6b9af","d-3ea3ed837d","psp-mips-lab","d-48e797d2e8","d-a82ddff1d7","d-d2c64cc5c2","d-d150fc5a4f","local-models-12gb","d-fad55735f3","poker-organizer","d-fbb1b433ec","d-f5aadf840e","d-135476cbb2","d-58c16f12d8","rea-investigate","d-7b1ef2129b","d-fc29eb6876","d-bd181ec8c5","d-643f986b06","d-e1728ce0c0","d-5df65cb299","d-c4120d6952","d-793448136a","d-1c34171707","dino-speed","d-549b544e96","d-49c3fe3859","heartland-side-effects","korean-practice","d-da8a49f9d0","d-967ffa90e5","d-d947abe6ea","d-778047f459","d-723866fc43","d-6472b3d476","d-44200b3153","d-e4a069d9ea","fathom-rust","d-309b4f51ec","d-0a452529f0","d-9991989e8e","d-d9f3e2beb7","d-482475583c","tracebrief","rea-jev","d-980ec6dbee","d-861443acdc","d-b7bab8c269","apisitlee-mac-pitfalls"],"stats":{"count":105,"wow":{"2":61,"3":24,"4":11,"5":9},"type":{"case":57,"app":27,"learn":17,"news":4},"status":{"shipped":34,"tested":27,"reported":44}},"text":{"zh-TW":{"headline":"REA 星數暴增逾五萬,逆向工程案例從遊戲擴及應用與硬體","summary":"REA 的 GitHub 星數來到 129748,比前一個紀錄 76998 多了 52750。當天 105 個項目中,排名最前的多是有實際成果的案例:東方 Project 逐函式重建、Obsidian 快速切換器排序演算法還原、Claude Slides 編輯器近乎完整復刻,以及僅憑 REA 重建 Untangle 並由獨立 agent 對照原始碼評分(54 項主張中 52 項正確)。題材已不限於老遊戲,還涵蓋 ZWO ASIAIR 韌體、智慧馬桶藍牙協定與 Steam 遊戲;同時也出現「純 Claude 先完成、結果相近」的對照,提醒 REA 的優勢仍有爭議。"},"en":{"headline":"REA stars jump by over 50,000 as reverse-engineering cases spread beyond games","summary":"REA's GitHub stars reached 129,748, up 52,750 from the previous record of 76,998. Of the 105 items that day, the top ones are cases with concrete results: function-by-function Touhou rebuilds, a recovered Obsidian quick-switcher ranking algorithm, a near-complete clone of the Claude Slides editor, and an Untangle rebuild made only with REA and graded against the source by an independent agent (52 of 54 checkable claims correct). Topics now go beyond old games to ZWO ASIAIR firmware, a smart toilet's Bluetooth protocol and a Steam game. One comparison found plain Claude finished first with a similar result, so REA's edge is still debated."},"zh-CN":{"headline":"REA 星数暴增逾五万,逆向工程案例从游戏扩及应用与硬件","summary":"REA 的 GitHub 星数达到 129748,比之前的纪录 76998 多了 52750。当天 105 个项目中,排名靠前的多是有实际成果的案例:东方 Project 逐函数重建、Obsidian 快速切换器排序算法还原、Claude Slides 编辑器近乎完整复刻,以及仅凭 REA 重建 Untangle 并由独立 agent 对照源码评分(54 项主张中 52 项正确)。题材已不限于老游戏,还涵盖 ZWO ASIAIR 固件、智能马桶蓝牙协议与 Steam 游戏;同时也出现“纯 Claude 先完成、结果相近”的对照,提醒 REA 的优势仍有争议。"}},"signals":["A","B","D"],"highlights":["d-c24f94de41","dotey-claude-slides","zwo-asiair"]},{"date":"2026-10-13","stars":168009,"stars_delta":38261,"new":["d-c12d5f21df","d-84a98e5541","d-5725375ff2","d-27154f0faa","d-45164a9283","d-c7df969fb6","d-f89356bcea","d-f0ba2f76ab","d-44b05a613b","d-e3f085652a","d-72281941df","d-9bf3ce4cb1","d-ee78e9d70f","d-0eaa14a486","d-27b0054d80","d-8aa113d77d","d-9185a20b03","d-0027bf84f0","d-0af2e7691a","d-6840ab3975","d-1584370128","d-406e661ae1","d-4bc9fbfd08","d-057bb02105","d-24e9fa56e9","d-ec0218b130","d-d1d24cba8d","d-2020210c4f","d-15c389453c","d-b5c104566c","d-fe1e18573c","d-78c096101a","d-e5515b0c5a","d-ca0152a539","d-db76f53aba","d-885d463fa0","d-9e851834fe","d-fa40d24345","d-b3508599f9","d-6ff161d3f6","d-c882d312a2","d-982924949f","d-4fdf2b299b","d-b739aae656","d-d12a05914d","d-d79fa65f04","d-b4539e2522","d-2be83fcb81","d-1010f4606a","d-fdeb455dba","d-e32d307219","d-8e51c88ae7"],"stats":{"count":52,"wow":{"2":30,"3":13,"4":9},"type":{"case":29,"news":4,"learn":8,"app":11},"status":{"reported":33,"shipped":16,"tested":3}},"text":{"zh-TW":{"headline":"REA 星數破 16.8 萬,一天內多款商用軟體被逆向重建","summary":"REA 的 GitHub 星數達 168009,比前一個紀錄 129748 增加 38261。當天 52 個項目中,排名靠前的多是實作案例:有人拆解 Screen Studio、CapCut、剪映、Microsoft Word,也有人還原 Chrome 恐龍遊戲、Vanguard 伺服器登入與 DOOM 亂數程式的被改動處。其中不少只有作者自述,沒附程式碼或測試;較有驗證的是十個發行元件的逐筆比對研究(686 項通過測試)、DOOM 差異還原(兩版皆通過全部測試),以及 Word 重建附的功能對照表(作者坦承仍有粗糙處)。這顯示客戶端軟體的功能被快速複製,而如何驗證成果,比複製本身更關鍵。"},"en":{"headline":"REA passes 168k stars as many commercial apps get reverse-engineered in a day","summary":"REA's GitHub stars reached 168,009, up 38,261 from the previous record of 129,748. Most of the top items among the day's 52 were hands-on cases: people took apart Screen Studio, CapCut, Jianying and Microsoft Word, and others recovered the Chrome dino game, a Vanguard server login and the tampered spot in DOOM's random-number code. Many are the author's own account with no code or tests. The better-verified ones are the ten-component differential study (686 passing tests), the DOOM diff recovery (both versions pass all tests) and the Word rebuild with a feature comparison table (the author admits it is still rough). Client-side features are being cloned fast, and checking the results matters more than the cloning itself."},"zh-CN":{"headline":"REA 星数破 16.8 万,一天内多款商用软件被逆向重建","summary":"REA 的 GitHub 星数达到 168009,比之前的纪录 129748 增加 38261。当天 52 个项目中,排名靠前的多是实操案例:有人拆解 Screen Studio、CapCut、剪映、Microsoft Word,也有人还原 Chrome 恐龙游戏、Vanguard 服务器登录和 DOOM 随机数程序被改动的地方。其中不少只有作者自述,没附代码或测试;较有验证的是十个发行组件的逐项对比研究(686 项通过测试)、DOOM 差异还原(两个版本都通过全部测试),以及 Word 重建附的功能对照表(作者坦承仍有粗糙之处)。这说明客户端软件的功能正被快速复制,而如何验证成果,比复制本身更关键。"}},"signals":["A","B","C"],"highlights":["d-5725375ff2","d-45164a9283","d-44b05a613b"]},{"date":"2026-10-14","stars":214553,"stars_delta":46544,"new":["d-7831c21eb3","d-6afc193e32","d-2273e31b28","d-94d046dfa7","d-db67128156","d-b8d8ee95a7","d-4a84673948","d-7c91ed16e0","d-97bd3f54b9","d-4f0117e09e","d-c5de955d0e","d-9eddeb3161","d-b92f31e9f9","d-77400f1907","d-18f8fa48a9","d-629ff0ee37","d-809d905dd0","d-4ce8ff9e86","d-b6c3fa8751","d-d60bf70266","d-62e2adfb7e","d-da82faf2bd","d-0d8d4a01cd","d-6902990197","d-638114ac0d","d-64a9dbf845","d-4d6b3ae6d5","d-6cf5b70293","d-914bdf6de7","d-900880ce35","d-0775009db4","d-fb5083c2b9","d-2f7fe8060f","d-43adb7dd57","d-d7e149d4b2","d-5d99d79d79","d-f9a82b24e1","d-fb3bce1426","d-40c0474406","d-176e6b49a0","d-e5b8f0b612","d-db5f72c3cf","d-09b2b1ca53","d-fdba095a75","d-e3699d0428","d-1b45c8fe87","d-3a052cdb0f","d-79910c6add","d-2f86652fdd","d-23a4ac84e0","d-eea1e631bf","d-c0d66fa653","d-2b8cbd6174","d-0a6208a925","d-43170c8eca","d-269ae047fe","d-bd89339a56","d-11e9bc7e60","d-feff08ca09","d-c4fe4eed8b","d-6cd46ec939","d-c908404803","d-226c1e5112","d-9c53a231ad","d-33a1b1d512"],"stats":{"count":65,"wow":{"2":44,"3":12,"4":9},"type":{"case":28,"app":18,"news":6,"learn":13},"status":{"shipped":25,"reported":28,"tested":12}},"text":{"zh-TW":{"headline":"REA 星數破 21 萬,逆向複刻從大型軟體走向日常工具","summary":"REA 的 GitHub 星數達 214553,比前一個紀錄 168009 多了 46544。當天排名最前面的案例幾乎都是拿 REA 逆向現成軟體再自行重做:Typeless 免登入替代品、Obsidian 圖譜物理、VS Code、WinDirStat,還有《異塵餘生:新維加斯》的物件保存機制。多個專案附上測試、規格或誠實列出差距,但也有案例沒有 repo 或證據,另有實測指出 REA 在 A/B 試驗中耗時最多 2.00 倍、費用最多 1.67 倍。這說明前端與桌面軟體的功能越來越容易被複刻,可信度的瓶頸則落在驗證與成本。"},"en":{"headline":"REA passes 214K stars as reverse-engineered clones reach everyday tools","summary":"REA's GitHub stars reached 214,553, up 46,544 from the previous record of 168,009. Most of the top cases use REA to reverse-engineer existing software and rebuild it: a login-free Typeless alternative, Obsidian's graph physics, VS Code, WinDirStat, and the object-persistence rules of Fallout: New Vegas. Several projects ship tests, specs or an honest list of gaps, but others give no repo or evidence, and one A/B test found REA took up to 2.00x the time and up to 1.67x the API cost. Features are getting easier to clone, while verification and cost are the real limits."},"zh-CN":{"headline":"REA 星数破 21 万,逆向复刻从大型软件走向日常工具","summary":"REA 的 GitHub 星数达 214553,比前一个纪录 168009 多了 46544。当天排名靠前的案例几乎都是用 REA 逆向现成软件再自行重做:Typeless 免登录替代品、Obsidian 图谱物理、VS Code、WinDirStat,还有《辐射:新维加斯》的物件保存机制。多个项目附上测试、规格或如实列出差距,但也有案例没有 repo 或证据,另有实测指出 REA 在 A/B 试验中耗时最多 2.00 倍、费用最多 1.67 倍。这说明前端与桌面软件的功能越来越容易被复刻,可信度的瓶颈则落在验证与成本。"}},"signals":["A","B","C"],"highlights":["d-7831c21eb3","d-db67128156","d-b6c3fa8751"]},{"date":"2026-10-15","stars":248239,"stars_delta":33686,"new":["d-cfdb480bdf","d-96f008b892","d-18f015fdd5","d-08cd0115cf","d-0a6ed6f8cf","d-1ce469d776","d-41d5981e42","d-d89623bce1","d-216f1ab614","d-73285cffab","d-e6843fca3d","d-45721974f1","d-8f2bebd111","d-bd50d92a60","d-335ee37084","d-ec49bf6b05","d-ecace49741","d-aa18c5208e","d-17de8d6954","d-95915c11e6","d-0bddbf7d64","d-95812085d2","d-db5ea31b01","d-4306768540","d-6a36c6eafb","d-583253f057","d-d9e9150ad1","d-c7e8d8a6fa","d-005e2b7890","d-3add300150","d-2005076b4f","d-ce76f95f75","d-94f24dd97b","d-1d2779bfba","d-20a3f03ca3","d-7f458ab283","d-54e393b9fe","d-3060fb6422","d-44975ac71e","d-d18904f735","d-a6449e19eb","d-58aedf4bc2","d-add5c2ca8f","d-7f62f78215","d-77da22fa73","d-e6e37a0afc","d-1b047e8703","d-c1192aff5f","d-d72fa55f15","d-da8e33d1b5","d-cb8aad625f","d-0c2d1d1da6","d-98635e3ba9","d-b8d6bd24fe","d-7656edb5da","d-f8eb56b16f","d-e6b18668e1","d-9819f5a4b0","d-fd57fa39c0","d-ee310c0e1a","d-241650fba4","d-56859266c6","d-a5261129ea","d-78644bee75","d-6a70d444e4","d-65ed77180d","d-5dd099466b","d-61c3f4b954"],"stats":{"count":68,"wow":{"2":40,"3":18,"4":9,"5":1},"type":{"case":31,"app":13,"learn":20,"news":4},"status":{"tested":17,"shipped":14,"reported":37}},"text":{"zh-TW":{"headline":"REA 星數暴增逾三萬三，DX-Ball 聲像還原成最紮實案例","summary":"REA GitHub 星數從 214553 升到 248239，一天增加 33686。排名最前的是 DX-Ball 左右聲像公式還原：以 3,205 個輸入對照原始 x86 函式，並重現 63 個編譯位元組，官方案例集與指南也同日收錄。社群案例更廣，涵蓋 Claude Desktop 手感手冊、PLC 協定、小米電視 MiLink 與 HP OMEN 控制中心，但不少 X 貼文只有自述，沒附程式碼或測試。可驗證的案例與只憑自述的案例差距明顯，這是目前最值得留意的地方。"},"en":{"headline":"REA stars jump over 33,000; DX-Ball pan recovery is the most rigorous case","summary":"REA's GitHub stars rose from 214,553 to 248,239, a gain of 33,686 in one day. The top item recovers DX-Ball's stereo pan formula, checked against the original x86 function on 3,205 inputs and reproducing 63 compiled bytes. The official case collection and guide cover it too. Community work is broad, from a Claude Desktop feel manual to a PLC protocol, Xiaomi TV MiLink and an HP OMEN control center. Many X posts are self-reported with no code or tests, so the gap between verified and unverified cases is the thing to watch."},"zh-CN":{"headline":"REA 星数暴增逾三万三，DX-Ball 声像还原成最扎实案例","summary":"REA GitHub 星数从 214553 升到 248239，一天增加 33686。排名最前的是 DX-Ball 左右声像公式还原：以 3,205 个输入对照原始 x86 函数，并重现 63 个编译字节，官方案例集与指南也同日收录。社区案例更广，涵盖 Claude Desktop 手感手册、PLC 协议、小米电视 MiLink 与 HP OMEN 控制中心，但不少 X 帖子只有自述，没附代码或测试。可验证的案例与只凭自述的案例差距明显，这是目前最值得留意的地方。"}},"signals":["B","D","G"],"highlights":["d-cfdb480bdf","d-96f008b892","d-216f1ab614"]},{"date":"2026-10-16","stars":275074,"stars_delta":26835,"new":["d-0e97307937","d-1699b856e8","d-e8f555dca5","d-f1b6d58e3e","d-216841154b","d-db6b6eae3f","d-692e4961f4","d-b02b8f77eb","d-1554b3f66e","d-bd6821f294","d-878c627d8d","d-de9583d742","d-53c9e64a7c","d-503e0a74d8","d-4a71013380","d-fadb448c34","d-5302fb22b6","d-43ba2a9c24","d-d4ac31aaf8","d-a14d950389","d-69a33ebe95","d-8bc3a71e22","d-5138ef5a9e","d-b06e136c1f","d-7dc975affa","d-211278f991","d-b3cfebb4ca","d-78d804834b","d-01656141db","d-b5b43768ad","d-9b0798b548","d-4a697a1df0","d-82e04f7b00","d-f5e1706815","d-2a88659ee2","d-105efaffea","d-fe2acc8797","d-69c54848b7","d-54e897d371","d-afe19240dd","d-6ac3fbc992","d-5c06e83b50","d-31fe1a2351","d-71e5e56548","d-5fd2aabc94","d-5f2eb446dc","d-a52560aa18","d-e762720e52","d-8ed51ceb0b","d-f084dd8d29","d-2ad96b221b","d-dd8733edf1","d-2bd3c660f0","d-fa5c4281f6","d-e595d7a957","d-51fab00f4c","d-63da6a482f","d-cb7cce2f6a","d-ed99de8e6e","d-ff8e699129","d-e024b9cae3","d-bbb4684e6a","d-fc0b602317","d-e042abe941","d-48bae55f69","d-40d07b20d2","d-c61e14bff3"],"stats":{"count":67,"wow":{"2":39,"3":15,"4":10,"5":3},"type":{"case":37,"app":21,"news":2,"learn":7},"status":{"tested":10,"shipped":23,"reported":34}},"text":{"zh-TW":{"headline":"REA 星數破 27.5 萬,實作與驗證型案例佔上風","summary":"REA GitHub 星數來到 275,074,比前一個紀錄多了 26,835。排名最前面的是帶驗證的案例:東方 TH08、TH095 以 oracle 逐函式比對重建,心跳元力2 藍牙杯協定在實體硬體上驗證每個封包,Ultima VI 則移植成可在瀏覽器玩的 Rust/wasm 版。熱度高的 X 貼文多為作者自述,沒有 repo 或測試佐證,另有專案坦承防破解目標未達成。這顯示可驗證的成果比單純的復刻宣稱更值得關注。"},"en":{"headline":"REA passes 275K stars as verified builds outrank hype","summary":"REA's GitHub stars reached 275,074, up 26,835 from the previous record. The top-ranked items are backed by verification: Touhou TH08 and TH095 rebuilt with function-by-function oracle comparison, a BLE cup protocol checked packet by packet on real hardware, and Ultima VI ported to a browser-playable Rust/wasm build. The hottest X posts are mostly self-reported with no repo or tests, and one project openly admits its anti-cracking goal was not met. Evidence-backed results stand out more than bare clone claims."},"zh-CN":{"headline":"REA 星数破 27.5 万,实现与验证型案例占上风","summary":"REA GitHub 星数达到 275,074,比前一个记录多了 26,835。排名最靠前的是带验证的案例:东方 TH08、TH095 以 oracle 逐函数比对重建,心跳元力2 蓝牙杯协议在实体硬件上验证每个数据包,Ultima VI 则移植成可在浏览器玩的 Rust/wasm 版。热度高的 X 帖子多为作者自述,没有 repo 或测试佐证,另有项目坦承防破解目标未达成。这表明可验证的成果比单纯的复刻宣称更值得关注。"}},"signals":["B","C","D"],"highlights":["d-0e97307937","d-1699b856e8","d-e8f555dca5"]},{"date":"2026-10-17","stars":293428,"stars_delta":18354,"new":["d-d155fe3d33","d-46649d8806","d-ecc8500670","d-76338eba8f","d-1ef689aac2","d-61e1713171","d-1c121df3a0","d-39eff642f0","d-316875b0e6","d-81aad91a9f","d-88289c1390","d-1e9e8acd10","d-e8b828d168","d-1717937cb1","d-c281873d17","d-c16354dfc9","d-b02f560b5a","d-9fa69c73f3","d-91be7dbaf1","d-39ce0d017b","d-39d1b0e38f","d-1b348510f5","d-57b32b5b62","d-c0ee6a17ba","d-b000aba7f6","d-83149ecf4d","d-5c9e5f401a","d-37b4f9d895","d-5183d4a118","d-daa98ecb15","d-41621c1d12","d-f62f5599a7","d-ab974e67fb","d-1310b174b3","d-0814eda0e3","d-ba6c5711e3","d-29f3025565","d-927facadb3","d-a8ca00f73c","d-999b38dba5","d-d3c3a5e30d","d-90882be382","d-52e38ca09d","d-bdc5acff96","d-d89c1fe0dd","d-2ae836da21","d-813fd27b2a","d-d2f726a986","d-ebdd652231","d-5954cb58dc","d-1d8733458f","d-101de8870f","d-336d476845","d-67e0cb3f9e","d-44c630cc64","d-d9a7da6dad","d-e0d23decc4","d-2a61630be1","d-f08a0462b9","d-58896144b7","d-699908d0b2","d-a5beab5f40","d-d820939611"],"stats":{"count":63,"wow":{"2":38,"3":17,"4":6,"5":2},"type":{"case":28,"app":28,"learn":4,"news":3},"status":{"tested":9,"shipped":21,"reported":33}},"text":{"zh-TW":{"headline":"REA 星數破 29 萬,重建從功能復刻走向可驗證","summary":"REA GitHub 星數升至 293428,比前一個紀錄多 18354。當天最受矚目的是 rea-engine:作者宣稱驗證了 19,683 種棋盤狀態、像素渲染 SHA-256 一致並以 Z3 證明,還把重建的執行檔移植到 macOS;同時也有人審計 REA 重建的遊戲函式,發現測試顯示相符、實際常數卻錯(原版加 32.0f、重建版加 1.0f)。多數熱門貼文仍是付費 App 被拆解重建(Electron、Photoshop、AE 面板、Calendly 等),但多為作者自述;真正附 repo 或證據的案例,以及指出測試可被矇騙的審計,讓「怎麼證明重建是對的」成為重點。"},"en":{"headline":"REA passes 290K stars as rebuilds shift toward provable fidelity","summary":"REA's GitHub stars rose to 293,428, up 18,354 from the previous record. The top item is rea-engine, whose author claims 19,683 board states verified, pixel-render SHA-256 matches and Z3 proofs, plus a port of the rebuilt executable to macOS. Another post audited REA-rebuilt game functions and found tests that passed while a constant was wrong (original adds 32.0f, rebuild adds 1.0f). Most high-heat posts are still paid apps being cloned (Electron, Photoshop, an AE panel, Calendly), mostly self-reported; the cases with repos or evidence, and the audit showing tests can be fooled, put the question of how to prove a rebuild is correct front and center."},"zh-CN":{"headline":"REA 星数破 29 万,重建从功能复刻走向可验证","summary":"REA GitHub 星数升至 293428,比前一个纪录多 18354。当天最受关注的是 rea-engine:作者宣称验证了 19,683 种棋盘状态、像素渲染 SHA-256 一致并用 Z3 证明,还把重建的可执行文件移植到 macOS;同时也有人审计 REA 重建的游戏函数,发现测试显示相符、实际常数却错(原版加 32.0f、重建版加 1.0f)。多数热门帖子仍是付费 App 被拆解重建(Electron、Photoshop、AE 面板、Calendly 等),但多为作者自述;真正附 repo 或证据的案例,以及指出测试可被蒙骗的审计,让「如何证明重建是对的」成为重点。"}},"signals":["A","B","C"],"highlights":["d-d155fe3d33","d-e8b828d168","d-ecc8500670"]},{"date":"2026-10-18","stars":309972,"stars_delta":16544,"new":["d-fe71147f43","d-ff5c356cfe","d-4f1399acfd","d-c4d6e29d0f","d-50f5e59d27","d-04c8d6cd92","d-e2356eb09a","d-cb2f824f5c","d-c3b88e2559","d-d584c6e6fc","d-79d8ecbdf5","d-febc968287","d-842a8eadf1","d-4cbb1312dc","d-78eae178fd","d-9c9b054962","d-e2c199a635","d-a8f3fa7f6a","d-77593de27f","d-a2e226d153","d-4ec7494c18","d-5f615eee8e","d-0a26cf014b","d-585e9194da","d-b3a7a923a0","d-764778ad5c","d-b534d6bcfb","d-bbf6930865","d-0c5e9755e3","d-4991122854","d-51f61bd749","d-932e59dbf2","d-dfd0acf51f","d-55f46d060d","d-18c83a81c6","d-e8ddfd6636","d-4b2e646a25","d-4ab2a37f6e","d-c830cb6a4e","d-cb5ec336d9","d-457c3333a1","d-ca348ed2e1","d-34723e27d2","d-ed02f05ae4","d-16900b79c4","d-471feb7d3d","d-5e7647fe7b","d-d6de680e81","d-fd4308e914","d-17193485f2","d-6b25cfd62a","d-f9d5f86ae4","d-8501538b42","d-9afb6a432a","d-0359d0edb4","d-fb1446d690","d-ce2c552c69","d-eb3773e62b","d-f3b80f345b","d-59fbedf7a5"],"stats":{"count":60,"wow":{"2":34,"3":15,"4":8,"5":3},"type":{"case":31,"learn":7,"app":22},"status":{"tested":6,"reported":29,"shipped":25}},"text":{"zh-TW":{"headline":"REA 星數破 30 萬,逆向案例從遊戲擴及硬體與網站","summary":"REA GitHub 星數達 309,972,比前一個紀錄 293,428 多了 16,544。當天榜首案例是分叉出 rea-engine,從二進位重建 Windows 井字棋,並在 19,683 個盤面狀態上與原版全部一致;另有 DX-Ball 逐函式重建(3,205 組測試、63 位元組比對一致)、Golden Sun 精靈逐像素驗證。這些高分案例都附帶可重現的比對或測試,顯示重點正從「能做出來」轉向「能證明一樣」。同時也有日立烤箱、藍牙耳機、三星電視等操控自家裝置的案例,以及一篇指出 REA 的 207 個工具讓上下文暴增的負面檢討。"},"en":{"headline":"REA passes 300K stars; reverse-engineering spreads from games to devices and sites","summary":"REA's GitHub stars reached 309,972, up 16,544 from the previous record of 293,428. The top case forked REA into rea-engine and rebuilt a Windows tic-tac-toe from its binary, matching the original on all 19,683 board states. Others include a function-by-function DX-Ball rebuild (3,205 tests, a 63-byte match after recompiling with the period compiler) and pixel-level verification of Golden Sun sprites. The strongest cases ship reproducible comparisons or tests, so the emphasis is shifting from \"it works\" to \"it provably matches\". There were also cases of controlling one's own devices (a Hitachi oven, Bluetooth earbuds, a Samsung TV), plus one post-mortem saying REA's 207 tools overloaded an agent's context."},"zh-CN":{"headline":"REA 星数破 30 万,逆向案例从游戏扩及硬件与网站","summary":"REA GitHub 星数达 309,972,比前一个纪录 293,428 多了 16,544。当天榜首案例是分叉出 rea-engine,从二进制重建 Windows 井字棋,并在 19,683 个盘面状态上与原版全部一致;另有 DX-Ball 逐函数重建(3,205 组测试、63 字节比对一致)、Golden Sun 精灵逐像素验证。这些高分案例都附带可复现的比对或测试,显示重点正从“能做出来”转向“能证明一样”。同时也有日立烤箱、蓝牙耳机、三星电视等操控自家设备的案例,以及一篇指出 REA 的 207 个工具让上下文暴增的负面复盘。"}},"signals":["B","C","D"],"highlights":["d-fe71147f43","d-4f1399acfd","d-e2356eb09a"]},{"date":"2026-10-19","stars":325024,"stars_delta":15052,"new":["d-abd828628f","d-b739f9456f","d-eb98db1222","d-aa1d4757f6","d-4b42e2e394","d-b88360f9d3","d-ccc1b3aa2c","d-1ecdb387dd","d-dfec4c6e86","d-a446272be9","d-0a25be356c","d-d48e1fe87e","d-718c4f4eb5","d-23326bf2e8","d-10433767e8","d-608fc20764","d-61bd24dec0","d-f71f877a80","d-bc2085809d","d-186b520152","d-88e3eb4684","d-e3123ea2a3","d-b89a174b85","d-7865c24368","d-18e63554ed","d-b7407fa05c","d-e0b9e3ead3","d-1c488a8072","d-cd0c34ac12","d-aa49193fb4","d-3f323fbc13","d-6937984dd4","d-5bb4fdce66","d-bff380c2b5","d-712c5535cc","d-48d149f9b0","d-dcf5b6f736","d-453ea6e62f","d-f3f7143564","d-754f01879a","d-1b8f85ff9a","d-1da7f7ce22","d-d2aeb100fb","d-635d33547d","d-69c807bd6b","d-1bd3be6d90","d-ef151a3329","d-f6f2209acf","d-d43e1ce98b","d-79ada06595","d-24ca19a403","d-8f256cbebe","d-8cad607571","d-26fae797e2","d-79b58358d0","d-2c05ae4862","d-be9c6572b7","d-e49c4e0ebb","d-0246cbcf58","d-6fe8a4137e","d-4566f77345","d-2359fef424","d-015dfe09de"],"stats":{"count":63,"wow":{"none":63},"type":{"case":63},"status":{"none":63}},"text":{"zh-TW":{"headline":"REA 星數單日增 1.5 萬，逆向成果從複製擴及加固防禦","summary":"REA GitHub 星數升至 325,024，較前一個紀錄增加 15,052。榜首是用 REA 逆向 Linux 微信、封裝成 32 個 MCP 工具與 5 個 Skill，並稱已在真實客戶端驗證；另有把單次瀏覽器錄製轉成 44 個 RL 環境的專案。值得注意的是出現對抗 REA 的反逆向加固工具，作者稱加固後原本能還原的端點與 IPC 都還原不出，顯示攻防兩端開始成形。X 上不少仿製 App 的說法（如 9 分鐘復刻 Flighty）只有作者自述，缺乏 repo 或對照證據。"},"en":{"headline":"REA stars jump 15K in a day; reverse engineering extends to hardening","summary":"REA's GitHub stars reached 325,024, up 15,052 from the previous record. The top item reverse-engineers Linux WeChat into 32 MCP tools and 5 Skills, which the author says were verified on a real client. Another project turns a single browser recording into 44 RL environments. Notably, a hardening tool built to resist REA appeared; its author says endpoints and IPC that were recoverable from the original could not be recovered after hardening, so attack and defense are both taking shape. Many X posts about cloning apps (such as copying Flighty in 9 minutes) are self-reported, with no repo or comparison evidence."},"zh-CN":{"headline":"REA 星数单日增 1.5 万,逆向成果从复刻扩及加固防御","summary":"REA GitHub 星数升至 325,024,较前一个记录增加 15,052。榜首是用 REA 逆向 Linux 微信、封装成 32 个 MCP 工具与 5 个 Skill,并称已在真实客户端验证;另有把单次浏览器录制转成 44 个 RL 环境的项目。值得注意的是出现对抗 REA 的反逆向加固工具,作者称加固后原本能还原的端点与 IPC 都还原不出,显示攻防两端开始成形。X 上不少仿制 App 的说法(如 9 分钟复刻 Flighty)只有作者自述,缺乏 repo 或对照证据。"}},"signals":["A","B","G"],"highlights":["d-186b520152","d-69c807bd6b","d-79ada06595"]},{"date":"2026-10-20","stars":338787,"stars_delta":13763,"new":["d-771df2f880","d-d6b62142a5","d-a100e0cc96","d-b1d53cc24a","d-f5eddf39aa","d-cad67e4e11","d-98784efad3","d-74d051a8ff","d-250ff20e4f","d-b048366e81","d-a0c29ee789","d-c79eca28ce","d-7279b05fcf","d-4773fa73b6","d-656f72df95","d-49173c894b","d-f039fdfe37","d-9674ada215","d-241f00f30e","d-11f326d934","d-97cc6611d2","d-4f63fbaf4e","d-140787b7b5","d-ae0b4010f4","d-93b473792d","d-77faf5c3a6","d-6dc66f651d","d-b1df6ddcab","d-5eb41eab8f","d-2f14c41c3b","d-91f68bf5bd","d-bb35f3b6c6","d-001e3d7729","d-4fccb653fd","d-ae75968c85","d-fd2b05eb9a","d-e431ec7062","d-fa27f622e7","d-8f56c09243","d-11eba74f21","d-5d7d0b5bdc","d-f935cbd343","d-99460965ac","d-2890a54847","d-07a53bc987","d-f7e5bcc85a"],"stats":{"count":46,"wow":{"none":46},"type":{"case":46},"status":{"none":46}},"text":{"zh-TW":{"headline":"REA 星數破 33.8 萬，案例橫跨電視、相機與遊戲","summary":"REA 的 GitHub 星數來到 338787，比前一個紀錄多了 13763。當天最亮眼的是一批把 REA 用在自家裝置與舊軟體的案例：有人在 Omarchy 上重建 Raycast，有人逆向三星 Tizen 電視、webOS 電視與冷氣 WiFi 模組。較有實證的是 GitHub 上的三個專案：Rollcage 資料解析器與軌道檢視器、Sony A6000 韌體靜態逆向（附 54 個里程碑與測試）、以及 Cuphead 第一個 Boss 的 HTML5 重建（附自動測試與數值來源文件）。不過 X 上的多數案例只有作者自述，沒有程式碼或可重現步驟；另一方面，PiCode 擴充、DeepSeek Harness 套件和規格驅動開發流程等整合，也顯示要求「執行期證據」的做法正在擴散。"},"en":{"headline":"REA passes 338K stars; cases span TVs, cameras and games","summary":"REA's GitHub stars reached 338,787, up 13,763 from the previous record. The most eye-catching posts apply REA to people's own devices and old software: a Raycast rebuild on Omarchy, plus reverse engineering of Samsung Tizen and webOS TVs and an air-conditioner WiFi module. The better-evidenced items are three GitHub projects: a Rollcage data parser and track viewer, a static reverse of Sony A6000 firmware (54 milestones with tests), and an HTML5 rebuild of Cuphead's first boss (with bot tests and documented value sources). Most X cases, however, are author claims with no code or reproducible steps. Meanwhile integrations such as the PiCode extension, the DeepSeek Harness package and a spec-driven workflow that requires runtime evidence show that evidence-first practice is spreading."},"zh-CN":{"headline":"REA 星数破 33.8 万，案例横跨电视、相机与游戏","summary":"REA 的 GitHub 星数达到 338787，比前一个纪录多了 13763。当天最亮眼的是一批把 REA 用在自家设备与旧软件的案例：有人在 Omarchy 上重建 Raycast，有人逆向三星 Tizen 电视、webOS 电视与空调 WiFi 模块。较有实证的是 GitHub 上的三个项目：Rollcage 数据解析器与赛道查看器、Sony A6000 固件静态逆向（附 54 个里程碑与测试）、以及 Cuphead 第一个 Boss 的 HTML5 重建（附自动测试与数值来源文档）。不过 X 上的多数案例只有作者自述，没有代码或可复现步骤；另一方面，PiCode 扩展、DeepSeek Harness 套件和规格驱动开发流程等集成，也显示要求「运行期证据」的做法正在扩散。"}},"signals":["B","D","G"],"highlights":["d-2f14c41c3b","d-fa27f622e7","d-241f00f30e"]},{"date":"2026-10-21","stars":349783,"stars_delta":10996,"new":["d-de5045f57a","d-06d883bc3a","d-679e91d8c3","d-247d2d1845","d-a6d91c0f62","d-36eef39e98","d-ee865bf8b8","d-c73d26b20b","d-916c1bc5aa","d-ae0f47d6be","d-d3a042c6fb","d-3cc22cc869","d-20e3df976d","d-7fd75f2c1d","d-6e1cfe57b3","d-c126c356e1","d-661e831152","d-a4a411eff4","d-73d73b4472","d-3b9af8d405","d-5d0a9116b5","d-c83fca9ef8","d-1429a5bf4b","d-97287210ec","d-551e2d9320","d-7016df08dc","d-174bb50dcb","d-b6acf76ab9","d-cd3da4ad8b","d-7bebdd3b55","d-732fa9867b","d-4a254f2c80","d-1aef615126","d-6c0afd5e75","d-66dda1761e","d-2ce6a65733","d-146ed87a8f","d-1cfe7c3d14","d-8fdb595f83","d-c737ab0c2e","d-1a73fbb339","d-5edd0a25b3","d-b7b389f8eb","d-3f5eb45b96","d-171cd9fa51","d-d8e6e3c3df","d-dc61d2dc51","d-84af06ba46","d-0f357bf846","d-b658a61d29","d-c7c9852d5a","d-7485b3c6f0","d-0ba406f633","d-8ca68e6b60","d-889e7b0482","d-09e2e5b21d","d-a473dd5942"],"stats":{"count":57,"wow":{"none":57},"type":{"case":57},"status":{"none":57}},"text":{"zh-TW":{"headline":"REA 星數單日增近一萬一，逆向復刻案例從遊戲擴及各類 App","summary":"REA 的 GitHub 星數升至 349,783，比前一個紀錄 338,787 增加 10,996。排名最前的案例是用 REA 搭配 Ghidra 重建 1995 年的 Space Cadet 彈珠台與 1997 年的 Dark Colony，兩者都附測試或以原版檔案驗證；同時出現豆包輸入法、Trello、Apple Calendar 等現代 App 的重建，以及 Echo Dot 2 韌體與 B-hyve 灑水系統接入 HomeKit 等硬體案例。值得注意的是，不少 X 上的案例（如 Oblivion、Pokémon Brilliant Diamond）只有作者自述與影片，沒有公開 repo 或測試，可信度仍待驗證。"},"en":{"headline":"REA stars jump nearly 11,000 in a day as clone cases spread from games to apps","summary":"REA's GitHub stars rose to 349,783, up 10,996 from the previous record of 338,787. The top-ranked cases use REA with Ghidra to rebuild the 1995 Space Cadet pinball and the 1997 game Dark Colony, both backed by tests or validation against original files. Reconstructions of modern apps (Doubao IME, Trello, Apple Calendar) and hardware cases (Echo Dot 2 firmware, B-hyve sprinklers into HomeKit) also appeared. Note that several X posts, such as Oblivion and Pokémon Brilliant Diamond, offer only the author's claims and videos with no public repo or tests, so they remain unverified."},"zh-CN":{"headline":"REA 星数单日增近一万一，逆向复刻案例从游戏扩及各类 App","summary":"REA 的 GitHub 星数升至 349,783，比前一个纪录 338,787 增加 10,996。排名最靠前的案例是用 REA 搭配 Ghidra 重建 1995 年的 Space Cadet 弹珠台与 1997 年的 Dark Colony，两者都附测试或以原版文件验证；同时出现豆包输入法、Trello、Apple Calendar 等现代 App 的重建，以及 Echo Dot 2 固件与 B-hyve 洒水系统接入 HomeKit 等硬件案例。值得注意的是，不少 X 上的案例（如 Oblivion、Pokémon Brilliant Diamond）只有作者自述与视频，没有公开 repo 或测试，可信度仍待验证。"}},"signals":["A","B","C"],"highlights":["d-b658a61d29","d-c7c9852d5a","d-7016df08dc"]},{"date":"2026-10-22","stars":359255,"stars_delta":9472,"new":["d-4886163c28","d-4e14365345","d-37a7619097","d-3a608e4d3d","d-52a1af340c","d-4ce5af42e5","d-fc43bdd6d9","d-66fc566b8b","d-c4a1cc7da0","d-0965a60e10","d-646e3d013c","d-2639a29274","d-8239c1873c","d-95b0c69270","d-d7668349bc","d-a9cd831b8c","d-99e21aca4d","d-ca86da6f22","d-8ef8562c15","d-0ec7d0be4e","d-28bf3b43e2","d-fbf2de7668","d-5042b7f466","d-a62efe5ad8","d-2bafea56f0","d-a19f97b515","d-159d81dd6a","d-feb4210df1","d-48a0f992c2","d-15f581dbc8","d-4ec539a084","d-5b9d4af9f3","d-d3aa397b09","d-1a855cde2c","d-e93df57abd","d-0e28cbe791","d-7827628d1c","d-c546783bd3","d-cbd7643320","d-7684a4fc63","d-46116c05cf","d-21c5b8df65","d-73a04f91ef","d-ed899f98bf","d-cbf28e3d70","d-047d103ca8","d-46ef6f7b90","d-4feaa4b2cb","d-d6940fc914","d-f1e3353cf3","d-0449afba5d","d-3ed7703caf"],"stats":{"count":52,"wow":{"2":29,"3":7,"4":14,"5":2},"type":{"app":13,"case":32,"news":3,"learn":4},"status":{"tested":5,"shipped":19,"reported":28}},"text":{"zh-TW":{"headline":"REA 星數破 35.9 萬，五個重建與 Keen 移植讓產出可驗證","summary":"REA 星數來到 359255，比前一個紀錄多 9472。當天最受矚目的是附 oracle 測試的五個 TypeScript 重建，以及用 REA 與 Ghidra 重建的 Commander Keen 1 原生版與網頁版。逆向對象從老遊戲、剪映與 CapCut 擴及冷氣、耳機和 Motorola 手機連動。不過不少 X 貼文仍只有作者自述，沒有 repo 或測試佐證，證據品質兩極。"},"en":{"headline":"REA passes 359K stars as five tested rebuilds and a Keen port show verifiable output","summary":"REA's GitHub stars reached 359,255, up 9,472 from the previous record. The most notable items were five TypeScript rebuilds checked by oracle tests against the originals, and a Commander Keen 1 native and web port built with REA and Ghidra. Targets ranged from old games and CapCut to an air conditioner, earbuds and Motorola phone linking. Many X posts still rest on the author's word alone, with no repo or tests, so evidence quality remains uneven."},"zh-CN":{"headline":"REA 星数破 35.9 万，五个重建与 Keen 移植让产出可验证","summary":"REA 星数来到 359255，比前一个纪录多 9472。当天最受瞩目的是附 oracle 测试的五个 TypeScript 重建，以及用 REA 与 Ghidra 重建的 Commander Keen 1 原生版与网页版。逆向对象从老游戏、剪映与 CapCut 扩及空调、耳机和 Motorola 手机联动。不过不少 X 帖子仍只有作者自述，没有 repo 或测试佐证，证据质量两极。"}},"signals":["B","C","D"],"highlights":["d-4886163c28","d-4e14365345","d-d7668349bc"]},{"date":"2026-10-23","stars":367482,"stars_delta":8227,"new":["d-dba1d07ace","d-b8cf7cf16c","d-d2698bcb79","d-c4d36e0bc9","d-2395434e0e","d-a0f8a6e08b","d-c69b6ce2d4","d-d092818a1a","d-69fd798811","d-b3c93269c4","d-7f67fbf8a7","d-1b405cd680","d-14f0c75b41","d-54364f0845","d-d0fdcb1272","d-4dac4bce53","d-919d5eb8a2","d-5ba7189b71","d-99559e0e70","d-29a0f7ce64","d-4a07cc04d7","d-adae0e9707","d-819c076dd6","d-db1317f4ac","d-29a0d8b441","d-3d833c8bde","d-491195bc3d","d-77c880cd1b","d-c5c2ce03c0","d-88cdc0d74f","d-628e2cb7b8","d-af78088488","d-42e56a0631","d-f3b5a689bc","d-592cfe3433","d-2666f1f539","d-c84c6a5916","d-3bc81a466a","d-c6d91dcb0a","d-ad90a74a0a","d-17c68c8774","d-beb2070b7b","d-1fc64e0369","d-5817b33335","d-c750f6ac0f","d-ae82d24494"],"stats":{"count":46,"wow":{"2":22,"3":16,"4":8},"type":{"case":26,"app":13,"learn":7},"status":{"tested":5,"shipped":16,"reported":25}},"text":{"zh-TW":{"headline":"REA 星數破 36.7 萬，乾淨室重建與驗證成焦點","summary":"REA 的 GitHub 星數來到 367,482，比前一個紀錄 359,255 增加 8,227。當天排名靠前的項目從單純展示逆向，轉向附證據的流程：有人用 REA 搭配 Codex 在隔離 Docker 環境靜態分析惡意程式，並以獨立 Python 實作比對解密結果；也有人用 4 個代理做乾淨室重建，18 個案例的相符率從 64% 修正到 100%。另一個變化是 REA 往 Windows 擴展，出現 UIA 原生 UI provider，還有 Bonkheads、Paste 等舊軟體與遊戲的重製。社群動態裡仍有不少只有作者自述、沒附證據的貼文，例如氣炸鍋與 Mac 應用授權移除，讀者宜保留判斷。"},"en":{"headline":"REA stars pass 367K as clean-room rebuilds and verification take focus","summary":"REA's GitHub stars reached 367,482, up 8,227 from the previous record of 359,255. The top-ranked items moved from simply showing off reverse engineering toward workflows backed by evidence. One author used REA with Codex to statically analyze Windows malware in an isolated Docker environment and cross-checked the decrypted output with an independent Python implementation. Another had four agents do a clean-room rebuild, with match rate rising from 64% to 100% across 18 cases. REA is also spreading to Windows, with a UIA native-UI provider, and to legacy software and game remakes such as Bonkheads and Paste. Many posts remain self-reported with no evidence, such as the air fryer and the Mac app license removal, so treat those with caution."},"zh-CN":{"headline":"REA 星数破 36.7 万，无尘室重建与验证成焦点","summary":"REA 的 GitHub 星数达到 367,482，比之前的纪录 359,255 增加 8,227。当天排名靠前的项目从单纯展示逆向，转向附带证据的流程：有人用 REA 搭配 Codex 在隔离的 Docker 环境静态分析恶意程序，并用独立的 Python 实现比对解密结果；也有人用 4 个代理做洁净室重建，18 个用例的相符率从 64% 修正到 100%。另一个变化是 REA 向 Windows 扩展，出现了 UIA 原生 UI provider，还有 Bonkheads、Paste 等旧软件与游戏的重制。社区动态中仍有不少只有作者自述、没有附证据的帖子，例如空气炸锅与 Mac 应用授权移除，读者宜保留判断。"}},"signals":["B","C","G"],"highlights":["d-dba1d07ace","d-1b405cd680","d-c4d36e0bc9"]},{"date":"2026-10-24","stars":373967,"stars_delta":6485,"new":["d-f0f6905464","d-8f1f2064bd","d-301760cfa8","d-c2133517a2","d-363095fea2","d-20dc2e5d41","d-b703726421","d-e6f2eff6ed","d-f6fd313d80","d-1a95aa94f5","d-89f5bae7e1","d-ac20b90913","d-c1e58248af","d-b912e082d8","d-4ea99847bd","d-5777bfc7ed","d-23bb627776","d-b48bd9e7da","d-88735422c0","d-9fd5cd3600","d-f936743c8b","d-42650167a1","d-19f5e5a85a","d-ebd32f9e34","d-95e26eefc9","d-d344b5b6e5","d-ea18e4b3ce","d-d23d2a26e2","d-474313631a","d-7bc975ce6c","d-fcf1d62762","d-308da2cd9e","d-35d1869227","d-ac304de208","d-0a11b07d0d","d-b4ce275f65","d-d96f24c4b9","d-b6970a77bb","d-a72da557c1","d-65db871ca5","d-5e410e93c0","d-827bdbc894","d-67eee41b7b"],"stats":{"count":43,"wow":{"2":21,"3":8,"4":8,"5":6},"type":{"case":29,"app":13,"learn":1},"status":{"shipped":19,"tested":6,"reported":18}},"text":{"zh-TW":{"headline":"REA 復刻熱潮:Claude 桌面端與 Arc 都被開源重現","summary":"REA 星數增至 373967（較前一紀錄多 6485）。當天最熱的案例是 open-claude-ui 反編譯 Claude 桌面端並還原成 MIT 授權的 React 元件庫，以及 Radian Browser 在 Arc 停止營運後以觀察行為方式復刻開源替代品。此外也有逆向 Tesla CarPlay 盒子韌體、電熱水壺遠端控制等硬體案例，以及用 Rust 重寫 REA 的工具改進。這些案例顯示前端程式碼與功能越來越容易被快速複製，但多數貼文仍是作者自述，缺乏測試佐證。"},"en":{"headline":"REA cloning wave: Claude desktop and Arc rebuilt as open source","summary":"REA's GitHub stars rose to 373,967 (up 6,485 from the previous record). The hottest cases were open-claude-ui, which decompiled the Claude desktop app into an MIT-licensed React component library, and Radian Browser, an open-source Arc replacement built by observing Arc's behavior after it shut down. Hardware work also appeared, including Tesla CarPlay box firmware patching and a remote-controlled kettle, along with a Rust rewrite of REA itself. Together they show client-side features being cloned quickly, though most posts are self-reported with little test evidence."},"zh-CN":{"headline":"REA 复刻热潮:Claude 桌面端与 Arc 都被开源重现","summary":"REA 星数增至 373967（较前一纪录多 6485）。当天最热的案例是 open-claude-ui 反编译 Claude 桌面端并还原成 MIT 授权的 React 组件库，以及 Radian Browser 在 Arc 停止运营后以观察行为方式复刻开源替代品。此外也有逆向 Tesla CarPlay 盒子固件、电热水壶远程控制等硬件案例，以及用 Rust 重写 REA 的工具改进。这些案例显示前端代码与功能越来越容易被快速复制，但多数帖子仍是作者自述，缺乏测试佐证。"}},"signals":["A","D","G"],"highlights":["d-f0f6905464","d-8f1f2064bd","d-301760cfa8"]},{"date":"2026-10-25","stars":379823,"stars_delta":5856,"new":["d-c24d05d4a2","d-9ce58c2176","d-cd0456f031","d-e75ab2a79b","d-26825ae621","d-31ef070551","d-ac572876fe","d-327fc3431f","d-ab1d7273ce","d-54cb14178c","d-83be21fe6e","d-43ed858149","d-e6dcdca699","d-ec76ad754e","d-efe8bf52bf","d-401348f3a4","d-9744c0ebe9","d-e166572be7","d-6ad3b48a4f","d-d2871dcf9f","d-20692ddeab","d-d37b0a1de8","d-25d7415e14","d-deaeaf18c3","d-b33d63c181","d-0a0465906b","d-4c507c939a","d-dc171195f3","d-79ac239323"],"stats":{"count":29,"wow":{"2":15,"3":8,"4":4,"5":2},"type":{"case":15,"app":10,"learn":4},"status":{"tested":2,"reported":17,"shipped":10}},"text":{"zh-TW":{"headline":"REA 星數增5856,逆向案例擴及軟體、音訊與家電","summary":"今天 REA 的 GitHub 星數來到 379823,比前一紀錄多 5856。最有分量的案例是 G*Power 單因子 ANOVA 引擎的淨室重寫(245/245 欄位吻合),以及把 Windows 限定的 Clamp 削波器外掛移植成 macOS VST3/AU 並附比對工具。其他如吉他效果器編輯器、海信電視、LG 冷氣等多為作者自述、缺少佐證。此外,DeepSeek Harness 整合、Nix 套件與復古 CPU 派生版等生態工具也持續增加,顯示 REA 的使用面在擴大,但可驗證的成果仍集中在少數附測試的專案。"},"en":{"headline":"REA stars up 5,856; reverse-engineering cases span software, audio and appliances","summary":"REA's GitHub stars reached 379,823 today, up 5,856 from the previous record. The strongest cases are a clean-room Python rewrite of G*Power's one-way ANOVA engine (245/245 fields matched) and a macOS VST3/AU port of the Windows-only Clamp clipper plugin, with tooling to compare it against the original. Others, such as the guitar pedal editor, Hisense TV and LG air conditioner, are mostly self-reports without evidence. Ecosystem tools also kept appearing, including DeepSeek Harness bundles, a Nix package and a retro-CPU fork. REA's reach is widening, but verifiable results remain concentrated in a few projects that ship tests."},"zh-CN":{"headline":"REA 星数增5856,逆向案例扩及软件、音频与家电","summary":"今天 REA 的 GitHub 星数达到 379823,比前一纪录多 5856。最有分量的案例是 G*Power 单因子 ANOVA 引擎的净室重写(245/245 字段吻合),以及把仅限 Windows 的 Clamp 削波器插件移植成 macOS VST3/AU 并附比对工具。其他如吉他效果器编辑器、海信电视、LG 空调等多为作者自述、缺少佐证。此外,DeepSeek Harness 集成、Nix 包与复古 CPU 派生版等生态工具也持续增加,显示 REA 的使用面在扩大,但可验证的成果仍集中在少数附测试的项目。"}},"signals":["B","C","G"],"highlights":["d-c24d05d4a2","d-9ce58c2176","d-83be21fe6e"]},{"date":"2026-10-26","stars":385751,"stars_delta":5928,"new":["d-a895219c2a","d-2124fc6f4b","d-4c582fe204","d-f86a61586d","d-d26c3f7351","d-8ae18ae6d6","d-5115359eed","d-1e244fa551","d-e47190a16c","d-16b3d6f526","d-80ebded891","d-dd06678520","d-fa1bdc5f28","d-41e56f0fde","d-0f8dcc7223","d-9d04d66cbf","d-1ec10ecd88","d-b476482170","d-c24bdf17a4","d-e8bb9b5c5c","d-5c97b6f52b","d-2b5bd74e79","d-0a17e5586d","d-3daea34ec3","d-c4a8e916d4","d-ed7464a557","d-710f7a6b5a","d-5a8a11888a","d-9cf716ea07","d-cc35379a42","d-272531eb67","d-e93a72e08d","d-f474af0a97","d-9c90fe5e13","d-a73b19c025","d-43efe1e932","d-82045673ec","d-ae0d7e5517","d-9e6cff7ecc","d-4cf3f01560","d-68be2ed36d","d-f5aa9129b9"],"stats":{"count":42,"wow":{"2":31,"3":7,"4":3,"5":1},"type":{"case":16,"app":18,"news":2,"learn":6},"status":{"tested":3,"shipped":23,"reported":16}},"text":{"zh-TW":{"headline":"REA 星數破 38.5 萬,v6.8 上線,復刻案例遍及老遊戲與 App","summary":"REA 的 GitHub 星數升至 385751,比前一個紀錄增加 5928,作者同時宣布 v6.8,新增可讓 agent 建立環境來訓練本地模型的 REA environments。當天案例涵蓋把 CoCo 遊戲《Major Istar》以原生 Z80 移植到 MSX(在 openMSX 五種設定通關,207 個命令點逐位元組一致)、重寫 BreezySRPG95 客戶端、復刻 Bear 與 Tangerine 等 macOS App,以及公開 MoCut 剪口播工具。值得注意的是,實測回報指出在小型程式上 REA 只增加成本、準確度沒有提升,另有專門對抗 AI 逆向的防護工具出現,顯示驗證與成本正成為重點;不少項目仍只有作者自述,缺少測試佐證。"},"en":{"headline":"REA passes 385K stars with v6.8 as clones span retro games and apps","summary":"REA's GitHub stars rose to 385,751, up 5,928 from the previous record, and the author announced v6.8, which adds REA environments so agents can build environments to train local models. Cases that day included a native Z80 port of the CoCo game Major Istar to MSX (cleared in five openMSX configurations, with 207 command points matching byte for byte), a rewritten BreezySRPG95 client, clones of macOS apps Bear and Tangerine, and the MoCut voice-over editing tool. A hands-on test reported that on small programs REA adds cost without improving accuracy, and a protection tool aimed at defeating AI reverse engineering appeared, which points to verification and cost as the live concerns. Many entries are still author claims with no tests behind them."},"zh-CN":{"headline":"REA 星数破 38.5 万,v6.8 上线,复刻案例遍及老游戏与 App","summary":"REA 的 GitHub 星数升至 385751,比前一个记录增加 5928,作者同时宣布 v6.8,新增可让 agent 创建环境来训练本地模型的 REA environments。当天案例涵盖把 CoCo 游戏《Major Istar》以原生 Z80 移植到 MSX(在 openMSX 五种设置通关,207 个命令点逐字节一致)、重写 BreezySRPG95 客户端、复刻 Bear 与 Tangerine 等 macOS App,以及公开 MoCut 剪口播工具。值得注意的是,实测反馈指出在小型程序上 REA 只增加成本、准确度没有提升,另有专门对抗 AI 逆向的防护工具出现,显示验证与成本正成为重点;不少条目仍只有作者自述,缺少测试佐证。"}},"signals":["A","B","C"],"highlights":["d-a895219c2a","d-2124fc6f4b","d-0a17e5586d"]},{"date":"2026-10-27","stars":392673,"stars_delta":6922,"new":["d-a516080378","d-ec86d8603b","d-ba44215d32","d-51d1f36544","d-37871a6a5a","d-16a16d354b","d-794e99b791","d-b4e6c3f5c4","d-780a398c4a","d-02fbc46d5c","d-467f111f7c","d-0867acc2f2","d-934d717ddb","d-655bd26d99","d-f6267da5e6","d-009200c732","d-6be9bab64b","d-debf990ea9","d-bbb03904da","d-7c99ecd3c0","d-64891f9c87","d-909f3248e6","d-1123456fff","d-4f16c2dd77","d-a3538e19d1","d-e21e791e9c","d-e606df7ed0","d-8a99ccf565","d-ba65da3a39","d-61265635ac","d-15a6c82309","d-6c74472c83","d-62c788a904","d-389be8dde1","d-10b4f447f9","d-2b652f876e","d-9c6e2d9959","d-ab7fbddb4e","d-ca29d89a0e","d-c15193e05a"],"stats":{"count":40,"wow":{"2":30,"3":6,"4":4},"type":{"case":20,"app":14,"news":1,"learn":5},"status":{"shipped":13,"tested":2,"reported":25}},"text":{"zh-TW":{"headline":"REA 星數破 39 萬,逆向案例從遊戲擴及無人機與燈泡","summary":"REA 的 GitHub 星數來到 392673,比前一個紀錄 385751 多了 6922。當天最紮實的案例是用 REA 逐位元組還原 DX-Ball 音效函數(3205 個測試全過、63 位元組一致)、逆向 Yeelight 燈泡 NVRAM 接上 Home Assistant,以及重建 JTrac 並發布 3.0.0。熱度最高的幾則(安防無人機、GTA 5 合併 Minecraft、反編譯整款遊戲)多半只有作者自述、沒有程式碼或實測,可信度落差明顯。另有作者用 REA 逆向 gh cli,結論是分析很強,但約 90% 以上之後仍要大量人工重建與驗證。"},"en":{"headline":"REA passes 390k stars; reverse-engineering spans games, drones and light bulbs","summary":"REA's GitHub stars reached 392,673, up 6,922 from the previous record of 385,751. The best-evidenced cases were a byte-for-byte recovery of DX-Ball's sound function (3,205 tests passing, 63 bytes identical), a Yeelight bulb NVRAM reverse that brings discontinued bulbs into Home Assistant, and a rebuilt JTrac released as 3.0.0. The hottest posts (a home-security drone, merging GTA 5 with Minecraft, decompiling a whole game) are mostly self-reported with no code or tests, so the gap in credibility is wide. One author who reverse-engineered gh cli found REA strong at analysis, but the last stretch beyond roughly 90% still takes heavy manual rebuilding and testing."},"zh-CN":{"headline":"REA 星数破 39 万,逆向案例从游戏扩及无人机与灯泡","summary":"REA 的 GitHub 星数达到 392673,比之前的纪录 385751 多了 6922。当天最扎实的案例是用 REA 逐字节还原 DX-Ball 音效函数(3205 个测试全过、63 字节一致)、逆向 Yeelight 灯泡 NVRAM 接入 Home Assistant,以及重建 JTrac 并发布 3.0.0。热度最高的几条(安防无人机、GTA 5 合并 Minecraft、反编译整款游戏)大多只有作者自述、没有代码或实测,可信度落差明显。另有作者用 REA 逆向 gh cli,结论是分析很强,但 90% 以上之后仍需大量人工重建与验证。"}},"signals":["B","C","D"],"highlights":["d-ec86d8603b","d-ba44215d32","d-51d1f36544"]},{"date":"2026-10-28","stars":398205,"stars_delta":5532,"new":["d-b23d75a817","d-982bd02734","d-4520ccec27","d-a42d638ebb","d-7196b2d73c","d-257955c1d5","d-90d7e2a44b","d-c465baeafb","d-555678b885","d-2c8726f374","d-2c74b73a87","d-ac9c9079d1","d-d3bf4424bf","d-4958308adc","d-1287548f31","d-18ccf089b0","d-419e7ca79f","d-7c92733452","d-cb85245ebc","d-e02463c065","d-840b44c204","d-67fcbe36bf","d-6f0dc93296","d-a75b8e0605","d-6392980f8f","d-e21fee2839","d-64b51588c9","d-58b78578d1","d-a4531c634e","d-c0396d9eed","d-d2c229d478","d-00d06e7161"],"stats":{"count":32,"wow":{"2":23,"3":7,"4":2},"type":{"case":14,"app":12,"learn":5,"news":1},"status":{"tested":3,"shipped":10,"reported":19}},"text":{"zh-TW":{"headline":"REA 星數破 39.8 萬，從 App 逆向到重建驗證成主軸","summary":"REA 星數升至 398205，比前一個紀錄多 5532。當天最有料的兩則 GitHub 案例都把逆向結果落成可驗證的重寫：一個分析 OpenCode Desktop 的 sidecar 啟動流程，並對照上游原始碼逐項驗證、寫出通過 8 項測試的函式庫；另一個用 REA 與 CDP 分析 QuillBot 前端，再乾淨室重做出 OpenQuill。另有生態整合類工具（離線客戶端引擎、Windows 引擎打包、Ghidra 工作區）持續出現，不過 X 上多數貼文只是自述、缺乏證據，可信度有限。"},"en":{"headline":"REA passes 398K stars as reverse engineering turns into verified rebuilds","summary":"REA's GitHub stars rose to 398,205, up 5,532 from the previous record. The two strongest GitHub cases both turn reverse-engineering findings into verifiable rewrites: one analyzes OpenCode Desktop's sidecar startup, checks it against upstream source and ships a library passing 8 tests; the other uses REA and CDP on QuillBot's frontend to build a clean-room OpenQuill. Ecosystem tooling (an offline client engine, Windows engine packaging, a Ghidra workspace) keeps appearing, while most X posts are self-reports without evidence, so their reliability is limited."},"zh-CN":{"headline":"REA 星数破 39.8 万，从 App 逆向到重建验证成主轴","summary":"REA 星数升至 398205，比之前的纪录多 5532。当天最有料的两则 GitHub 案例都把逆向结果落成可验证的重写：一个分析 OpenCode Desktop 的 sidecar 启动流程，并对照上游源码逐项验证、写出通过 8 项测试的库；另一个用 REA 与 CDP 分析 QuillBot 前端，再净室重做出 OpenQuill。另有生态集成类工具（离线客户端引擎、Windows 引擎打包、Ghidra 工作区）持续出现，不过 X 上多数帖子只是自述、缺乏证据，可信度有限。"}},"signals":["A","B","G"],"highlights":["d-b23d75a817","d-982bd02734","d-257955c1d5"]},{"date":"2026-10-29","stars":407729,"stars_delta":9524,"new":["d-509795de4d","d-20c545be3d","d-384788e06c","d-6e7727b744","d-54b8c9231a","d-6e7942a070","d-812da61aa7","d-15f3577a29","d-11d3620216","d-404af97bf0","d-e5dc370d87","d-2525e68576","d-61acf3d4f9","d-4b543f1953","d-e5dfa9e14e","d-145b0e69d3","d-cb635f0f62","d-3c89fc3673","d-4d35917a24","d-13e7fa95e1","d-1352aaa281","d-c215f73362","d-d1250f1045","d-d2077e5514","d-cd9b53964f","d-512cbe4f2b","d-a6a41f7d34","d-4938762776","d-785b185c49","d-3d73fe86ca","d-ebbe23fdc4","d-c62e5de3c4","d-a1446880a2","d-9daf5b57af","d-0eeb1d9606","d-78fdc14174"],"stats":{"count":36,"wow":{"2":23,"3":8,"4":5},"type":{"case":16,"app":15,"learn":5},"status":{"tested":6,"shipped":16,"reported":14}},"text":{"zh-TW":{"headline":"REA 星數破 40 萬，驗證與實測成為焦點","summary":"REA 的 GitHub 星數來到 407729，比前一個紀錄 398205 多了 9524。當天最扎實的項目是附有證據的案例：用 REA 與 Ghidra 逆向 C3RB3R 勒索軟體並從記憶體還原金鑰解密檔案、重建 Cluely 桌面助理，以及一份獨立對照實驗，在 20 個程式上未偵測到 REA 帶來準確度優勢。許多 X 上的貼文只有作者自述，缺乏證據，顯示熱度與可驗證性之間仍有落差；同時也出現把 REA 的 207 個工具壓縮成 3 個入口的外掛，反映對成本與工具負擔的關注。"},"en":{"headline":"REA passes 400K stars as verification takes center stage","summary":"REA's GitHub stars reached 407,729, up 9,524 from the previous record of 398,205. The most substantial items were evidence-backed: reversing the C3RB3R ransomware with REA and Ghidra and recovering keys from memory to decrypt files, rebuilding the Cluely desktop assistant, and an independent controlled experiment that detected no accuracy advantage from REA across 20 programs. Many X posts were self-reported with no evidence, showing a gap between buzz and verifiability, while a plugin folding REA's 207 tools into 3 entry points reflects growing concern over cost and tool overhead."},"zh-CN":{"headline":"REA 星数破 40 万，验证与实测成为焦点","summary":"REA 的 GitHub 星数达到 407729，比之前的纪录 398205 多了 9524。当天最扎实的项目是附有证据的案例：用 REA 与 Ghidra 逆向 C3RB3R 勒索软件并从内存还原密钥解密文件、重建 Cluely 桌面助理，以及一份独立对照实验，在 20 个程序上未检测到 REA 带来准确度优势。许多 X 上的帖子只有作者自述，缺乏证据，说明热度与可验证性之间仍有落差；同时也出现把 REA 的 207 个工具压缩成 3 个入口的插件，反映对成本与工具负担的关注。"}},"signals":["B","F","G"],"highlights":["d-384788e06c","d-6e7727b744","d-509795de4d"]},{"date":"2026-10-30","stars":408640,"stars_delta":911,"new":["d-c00c3fe16d","d-a30815c202","d-5ad356d565","d-263b0b3ff5","d-ff4d270854","d-0f5e1c133f","d-5d265b2bef","d-840cab72f7","d-fc42f78064","d-b05ceac2f4","d-05bb19078f","d-ceeeecc928","d-4d94219023","d-b627fdca06","d-67b708cf19","d-1da7ff664c","d-a1b2a0e98c","d-e4a8cb395f","d-bda53da224","d-f1210adf49","d-5c56802593","d-1fd6dd385e","d-82106cc30a"],"stats":{"count":23,"wow":{"2":14,"3":5,"4":4},"type":{"case":14,"app":4,"learn":4,"news":1},"status":{"shipped":10,"tested":2,"reported":11}},"text":{"zh-TW":{"headline":"REA 從拆解走向重建：多個專案以逆向結果做出可用的新應用","summary":"今天排名靠前的項目多半不只是分析，而是把逆向結果變成新作品：Rustify 從去符號二進位重寫 Rust 並與原版比對，hexgrab 與 PlainMount 分別源自 PowerToys 取色器與 NTFSTool，xRAR 則以雜湊驗證取出 WinRAR 的圖示與介面資訊。MarkText 的案例中，作者打開檔案確認了呼叫鏈，GitTested 的評測則指出在小型程式上 REA 與一般 shell 工具的準確度相近、只增加成本，顯示驗證仍是關鍵。另有幾則作者自述（如 ToDesk 彈窗、路由器空密碼、28 款應用）缺乏證據，需謹慎看待。GitHub 星數增加 911，達 408640。"},"en":{"headline":"REA moves from teardown to rebuild: projects turn reverse-engineering into working apps","summary":"Most top items today go beyond analysis and turn findings into new work: Rustify rewrites stripped binaries in Rust and diffs them against the original, hexgrab and PlainMount grew out of the PowerToys color picker and NTFSTool, and xRAR extracted WinRAR icons and UI details with hash verification. In the MarkText case the author opened the named files to confirm the call chain, while GitTested's benchmark found REA matched a plain shell agent on small programs and only added cost, which keeps verification at the center. Several self-reported claims (ToDesk popup removal, an empty-password router, 28 apps in 19 days) come without evidence and should be treated cautiously. GitHub stars rose by 911 to 408,640."},"zh-CN":{"headline":"REA 从拆解走向重建：多个项目以逆向结果做出可用的新应用","summary":"今天排名靠前的项目多半不只是分析，而是把逆向结果变成新作品：Rustify 从去符号二进制重写 Rust 并与原版比对，hexgrab 与 PlainMount 分别源自 PowerToys 取色器与 NTFSTool，xRAR 则以哈希验证取出 WinRAR 的图标与界面信息。MarkText 的案例中，作者打开文件确认了调用链，GitTested 的评测则指出在小型程序上 REA 与普通 shell 工具的准确度相近、只增加成本，说明验证仍是关键。另有几条作者自述（如 ToDesk 弹窗、路由器空密码、28 款应用）缺乏证据，需谨慎看待。GitHub 星数增加 911，达到 408640。"}},"signals":["A","B","G"],"highlights":["d-c00c3fe16d","d-263b0b3ff5","d-f1210adf49"]},{"date":"2026-10-31","stars":412831,"stars_delta":4191,"new":["d-ec65415f70","d-7f56d47e06","d-f8bf1e5190","d-ff45bb6757","d-a682354d62","d-d5d6d01c3c","d-e3b7c4e9cb","d-6be6a140f3","d-eb4262176c","d-d2e16da0a8","d-2a7bb3f0bd","d-1857cbc37d","d-72effd7e39","d-9f9d85f267","d-4871f45d26","d-3dc971ce2d","d-657ad1be8c","d-debe9dcba2","d-c5567e2294","d-d78c76dda9","d-f7c0cba113","d-474b5abe98","d-12da957145","d-88ca7ded7c","d-f27838f8ca","d-91542962bc","d-94a05a4cd7","d-7215c82111","d-2293bfac65","d-314b8e4183","d-c09b831bb3","d-30f89202fa","d-2fd0bed3b0","d-4dfa068fa1","d-ffd92b4c3c","d-31c137eac0","d-84f72f015d","d-fd4c7aff66","d-39f38e6ec6","d-fc17c31b95","d-39f1caea64","d-590869c82f","d-d7859fb373"],"stats":{"count":43,"wow":{"2":23,"3":12,"4":7,"5":1},"type":{"case":22,"app":12,"learn":7,"news":2},"status":{"tested":11,"reported":21,"shipped":11}},"text":{"zh-TW":{"headline":"REA 星數破 41 萬，反 AI 逆向防護工具 BLA 首度出現","summary":"REA 的 GitHub 星數來到 412,298，比前一個紀錄 408,640 多了 3,658。當天最受關注的是 BLA：它以投毒、耗盡、誘發幻覺的思路對抗 AI 逆向，作者用真實 REA 測試，JS、Electron、Go 等目標觸發預算上限或容量錯誤，且 14 個樣本加固後行為與原版一致。同時也有以 REA 重建 DX-Ball 音效函式（3,205 筆輸入比對一致）、30 秒找出自製 Electron 應用隱藏網路呼叫等案例，顯示驗證與反制同步受到重視。"},"en":{"headline":"REA passes 410K stars as BLA, an anti-AI-reversing shield, debuts","summary":"REA's GitHub stars reached 412,298, up 3,658 from the previous record of 408,640. The most talked-about item was BLA, which uses poisoning, exhaustion and hallucination to resist AI reverse engineering; its author ran it against a real REA, triggering budget limits or capacity errors on JS, Electron and Go targets while 14 samples behaved identically after hardening. Verified cases also appeared, such as a DX-Ball sound-panning function matching the original on 3,205 inputs and REA finding a hidden network call in a custom Electron app in 30 seconds, showing that verification and countermeasures are rising together."},"zh-CN":{"headline":"REA 星数破 41 万，反 AI 逆向防护工具 BLA 首次出现","summary":"REA 的 GitHub 星数达到 412,298，比之前的纪录 408,640 多了 3,658。当天最受关注的是 BLA：它以投毒、耗尽、诱发幻觉的思路对抗 AI 逆向，作者用真实 REA 测试，JS、Electron、Go 等目标触发预算上限或容量错误，且 14 个样本加固后行为与原版一致。同时也有以 REA 重建 DX-Ball 音效函数（3,205 笔输入比对一致）、30 秒找出自制 Electron 应用隐藏网络调用等案例，显示验证与反制同步受到重视。"}},"signals":["B","C","G"],"highlights":["d-eb4262176c","d-d5d6d01c3c","d-1857cbc37d"]},{"date":"2026-11-01","stars":415990,"stars_delta":3159,"new":["d-a7cd402a86","d-3e5af8dc22","d-a5a677a279","d-00d5ff1999","d-3bba75b1fc","d-954a038466","d-4cf507c59c","d-b0cf41d54f","d-84b4a32aa0","d-c358a50d4a","d-d2121f9a00","d-2c2989e52b","d-d91a43cc64","d-ce498e1986","d-7770689831","d-1825b201c5","d-28ab8f66ac","d-142440e9c1","d-c4da9f6fff","d-604f2fda5e","d-520786f904","d-d00af6736b","d-aaea2e8725","d-5c45a30253","d-b5767f98c6","d-1e1ec28432","d-7607ee5754","d-fe8874a38c","d-0778c468b2","d-b6a39a36bb","d-e933ed3e43"],"stats":{"count":31,"wow":{"2":23,"3":5,"4":1,"5":2},"type":{"case":16,"app":13,"learn":2},"status":{"tested":4,"shipped":10,"reported":17}},"text":{"zh-TW":{"headline":"REA 重建 DX-Ball 位元組一致，同日也出現對照實驗與輕量替代品","summary":"11 月 1 日最受矚目的是有作者用 REA 從 DX-Ball 執行檔重建出 C/C++ 原始碼，270 個函式、84,968 位元組逐位元組一致，並公開 repo 與影片。REA 的 GitHub 星數達 415,990，比前一個紀錄 412,831 增加 3,159。同一天也有一項受控實驗顯示，在去符號的 PvZ 二進位上，沒有任何組別勝過僅提供文件的對照組，作者並說明實驗設計有限制。另外多則貼文圍繞 leanrea 與 DeepSeek 包裝器，目標都是縮減 REA 的 207 個工具佔用的上下文，不過 leanrea 的速度與成本數據只是作者自述。"},"en":{"headline":"REA rebuilds DX-Ball byte-for-byte; a controlled test and lean alternatives also surface","summary":"The standout item on Nov 1 is an author using REA to rebuild C/C++ source from the original DX-Ball executable, with all 270 functions matching byte-for-byte (84,968 bytes) and a repo and video published. REA's GitHub stars reached 415,990, up 3,159 from the previous record of 412,831. A controlled experiment on a stripped PvZ binary found no group beat the documentation-only control, though the author lists design limitations. Several other posts focus on leanrea and a DeepSeek wrapper that aim to cut the context taken up by REA's 207 tools, but leanrea's speed and cost figures are the author's own claims."},"zh-CN":{"headline":"REA 重建 DX-Ball 字节一致，同日也出现对照实验与轻量替代品","summary":"11 月 1 日最受瞩目的是有作者用 REA 从 DX-Ball 可执行文件重建出 C/C++ 源代码，270 个函数、84,968 字节逐字节一致，并公开了 repo 与视频。REA 的 GitHub 星数达到 415,990，比之前的纪录 412,831 增加 3,159。同一天还有一项受控实验显示，在去符号的 PvZ 二进制上，没有任何组别胜过仅提供文档的对照组，作者也说明了实验设计的局限。另外多条帖子围绕 leanrea 与 DeepSeek 包装器，目标都是缩减 REA 的 207 个工具占用的上下文，不过 leanrea 的速度与成本数据只是作者自述。"}},"signals":["B","C","F"],"highlights":["d-a7cd402a86","d-a5a677a279","d-b5767f98c6"]},{"date":"2026-11-02","stars":419489,"stars_delta":3499,"new":["d-676ebb5248","d-9b56944c50","d-c0e79c81db","d-285bd9104d","d-185e02f5fc","d-7ab7516c3c","d-06cd85c0c1","d-5876325bbb","d-01b866194b","d-dd0fa2fab4","d-09f6591a8e","d-b0412d355f","d-bfb81f15af","d-b906095859","d-75b5f95b90","d-23da1c12d6","d-3e5cba43bc","d-ba1bf83321","d-d7d043264f","d-fec5676160","d-5a7c1dac8c","d-caebfa6139","d-0a1a2440f4","d-9bccd2be10","d-49e0035b41","d-df62021866","d-02a8420d50","d-787cd9baf2"],"stats":{"count":28,"wow":{"2":16,"3":5,"4":5,"5":2},"type":{"case":12,"app":12,"learn":4},"status":{"tested":4,"shipped":12,"reported":12}},"text":{"zh-TW":{"headline":"REA 逐函數比對還原 DX-Ball，270 個函數位元組級一致","summary":"今天最亮眼的是 DX-Ball 案例：作者只憑 EXE，透過 REA 呼叫 Ghidra 逐函數改寫，並以 Visual C++ 4.0 編譯比對，遊戲自身 270 個函數全部吻合。Excalidraw 案例也以 252/252 測試通過、10 萬次模糊測試作為驗證。REA GitHub 星數達 419489，比前一個紀錄 415990 多 3499。另外，Colin McRae 啟動器與 Rust 重寫、Redmi G 2021 硬體控制工具等項目，顯示應用範圍從老遊戲延伸到裝置控制；同時出現 REAShield、anti-rea 等對抗 REA 的防護工具。"},"en":{"headline":"REA rebuilds DX-Ball from the EXE alone, 270 functions byte-identical","summary":"The standout today is the DX-Ball case: working only from the EXE, the author used REA to drive Ghidra, rewrote each function, and compiled with Visual C++ 4.0 to compare, with all 270 of the game's own functions matching. The Excalidraw case also leans on verification, reporting 252/252 tests passing and 100,000 fuzz runs. REA's GitHub stars reached 419,489, up 3,499 from the previous record of 415,990. Colin McRae projects (a 4K60 launcher and a Rust rewrite) and a Redmi G 2021 hardware control tool show the reach extending from old games to device control, while REAShield and anti-rea appear as tools built to resist REA."},"zh-CN":{"headline":"REA 逐函数比对还原 DX-Ball,270 个函数字节级一致","summary":"今天最亮眼的是 DX-Ball 案例:作者仅凭 EXE,通过 REA 调用 Ghidra 逐函数改写,并用 Visual C++ 4.0 编译比对,游戏自身 270 个函数全部吻合。Excalidraw 案例同样以 252/252 测试通过、10 万次模糊测试作为验证。REA GitHub 星数达 419489,比之前的纪录 415990 多 3499。另外,Colin McRae 启动器与 Rust 重写、Redmi G 2021 硬件控制工具等项目,显示应用范围从老游戏延伸到设备控制;同时出现 REAShield、anti-rea 等对抗 REA 的防护工具。"}},"signals":["B","C","D"],"highlights":["d-676ebb5248","d-9b56944c50","d-7ab7516c3c"]},{"date":"2026-11-03","stars":423619,"stars_delta":4130,"new":["d-311702c242","d-f84033b4af","d-cee0e01049","d-4df612de69","d-d5c20d8c33","d-029391e0a4","d-9be7b965e2","d-6751dc4d9d","d-4e366455f1","d-441e4300c6","d-742dab5244","d-eabb1daa31","d-24678393d9","d-632a6bbe82","d-dbe61df529","d-118099f7ed","d-2a5d5a902a","d-a0693fb036","d-ea57348fa2","d-ba479271dc","d-b32618058c","d-63d2dfc823","d-46e5603cc0","d-8c102e4791","d-2303da6bda","d-65bc8e923c","d-bdf585c32f","d-a4f6371ffb","d-d268ef4e4b","d-67462c2a3e","d-3c5188156e","d-03a85dba21","d-1de930f5b0","d-2b96854c66","d-3120653029"],"stats":{"count":35,"wow":{"2":23,"3":4,"4":6,"5":2},"type":{"case":11,"app":18,"learn":4,"news":2},"status":{"shipped":20,"reported":11,"tested":4}},"text":{"zh-TW":{"headline":"REA 星數破 42 萬，逆向拆解與淨室重建案例一天湧現","summary":"REA 的 GitHub 星數來到 423,619，比前一個紀錄 419,489 增加 4,130。當天排名最前面的是把年費 $144 的語音工具 Typeless 拆解後，重寫成 MIT 授權的免費版 SpeakMore，另有 Mega Drive 排球遊戲重建、老賽車遊戲啟動器等案例。多個案例強調淨室規則、不複製原始碼，並以重複擷取或排名比對來驗證結果，顯示重點正從「能不能複製」轉向「如何證明複製得對」。同時也有人在 Grok Bot 上跑 REA，並抱怨 Claude 加強限制，反映模型平台的限制正在影響工具選擇。"},"en":{"headline":"REA passes 420K stars as teardown and clean-room rebuild cases pile up","summary":"REA's GitHub stars reached 423,619, up 4,130 from the previous record of 419,489. The top item is a teardown of the $144/year voice-input tool Typeless, rewritten as the free MIT-licensed SpeakMore, alongside a rebuilt Mega Drive volleyball game and launchers for old racing games. Several cases stress clean-room rules, no copied source code, and verification through repeated extraction or ranking comparisons, suggesting the focus is shifting from whether something can be cloned to how to prove the clone is correct. Some users are also running REA on Grok Bot and complaining that Claude tightened its restrictions, showing platform limits shaping tool choice."},"zh-CN":{"headline":"REA 星数破 42 万，逆向拆解与净室重建案例一天涌现","summary":"REA 的 GitHub 星数达到 423,619，比之前的纪录 419,489 增加 4,130。当天排名最靠前的是把年费 $144 的语音输入工具 Typeless 拆解后，重写为 MIT 授权的免费版 SpeakMore，另有 Mega Drive 排球游戏重建、老赛车游戏启动器等案例。多个案例强调净室规则、不复制源代码，并通过重复提取或排名比对来验证结果，显示重点正从“能不能复制”转向“如何证明复制得对”。同时也有人在 Grok Bot 上运行 REA，并抱怨 Claude 加强了限制，反映模型平台的限制正在影响工具选择。"}},"signals":["A","B","C"],"highlights":["d-311702c242","d-d5c20d8c33","d-6751dc4d9d"]},{"date":"2026-11-04","stars":427722,"stars_delta":4103,"new":["d-508a57390a","d-bb243b894d","d-fceccbabee","d-658670d625","d-9a3b912ef1","d-30ccef12ed","d-b2d9e2ee8a","d-c639837ee3","d-c9ab7706a0","d-d6e4e91006","d-e821ed0df9","d-f1ef99da8f","d-6053c3ceeb","d-b301933b41","d-1ec404cc5e","d-a82ad0acfd","d-efdb7a673c","d-149f5fe1fd","d-561b3b0555","d-6ddbb1b68c","d-7f3ed658ed","d-7a03383256","d-e89d75438a","d-6d98bbc060","d-cc1aaeb000"],"stats":{"count":25,"wow":{"2":12,"3":7,"4":5,"5":1},"type":{"case":12,"app":12,"news":1},"status":{"shipped":11,"tested":7,"reported":7}},"text":{"zh-TW":{"headline":"REA 星數破 42.7 萬，逆向成果與防禦工具同日湧現","summary":"REA 星數升至 427,722，比前一個紀錄 423,619 多了 4,103。當天最扎實的案例是用 REA 逆向已停運預算 App，救回 18,406 筆交易並抽查 300 筆無差異，以及逆向 Paste 後重做開源的 Pasto、公開證據報告的 Microsoft Teams 分析。同時出現 BLA 這類專門阻礙 AI 逆向的加工工具，以及 leanrea 以 8KB Skill 取代 207 個 MCP 工具、Windows 實測指出每次提問約耗 16 萬至 20 萬 token 等成本討論，顯示 REA 的攻防、驗證與效率問題正同步浮現。"},"en":{"headline":"REA passes 427K stars as reverse-engineering results and defenses surface together","summary":"REA's GitHub stars rose to 427,722, up 4,103 from the previous record of 423,619. The strongest cases were recovering 18,406 transactions from a defunct budgeting app (300 spot checks, no differences), rebuilding the Paste clipboard manager as the open-source Pasto, and a Microsoft Teams analysis published with an evidence report. Alongside these, BLA, a tool that processes build artifacts to hinder AI reverse engineering, appeared, as did cost discussions: leanrea replaces 207 MCP tools with an 8KB Skill, and a Windows 11 test put each query at roughly 160K to 200K tokens. Offense, defense, verification and efficiency around REA are all surfacing at once."},"zh-CN":{"headline":"REA 星数破 42.7 万，逆向成果与防御工具同日涌现","summary":"REA 星数升至 427,722，比之前的纪录 423,619 多了 4,103。当天最扎实的案例是用 REA 逆向已停运的预算 App，救回 18,406 笔交易并抽查 300 笔无差异，以及逆向 Paste 后重做开源的 Pasto、公开证据报告的 Microsoft Teams 分析。同时出现 BLA 这类专门阻碍 AI 逆向的加工工具，以及 leanrea 以 8KB Skill 取代 207 个 MCP 工具、Windows 实测指出每次提问约耗 16 万至 20 万 token 等成本讨论，显示 REA 的攻防、验证与效率问题正同步浮现。"}},"signals":["A","B","F"],"highlights":["d-bb243b894d","d-30ccef12ed","d-c639837ee3"]},{"date":"2026-11-05","stars":431561,"stars_delta":3839,"new":["d-d0aeb4edd2","d-e321680ea6","d-59d96100d1","d-935feca6bb","d-ead749edee","d-c8493551a6","d-fb483fa7b4","d-99bd005042","d-d8702b1435","d-c2a4ba5e74","d-a79bad61f4","d-724c882bbb","d-09efa2de77","d-373903e153","d-78266f1fb7","d-251a658bc1","d-0080ec7990","d-1959f9a7a1","d-9a92fd7ffc","d-cbf337e73c","d-5fd7481b29","d-61f1f73489","d-3cbd63ed38"],"stats":{"count":23,"wow":{"2":15,"3":3,"4":2,"5":3},"type":{"case":11,"app":6,"news":1,"learn":5},"status":{"tested":5,"shipped":8,"reported":10}},"text":{"zh-TW":{"headline":"REA 星數破 43 萬，DX-Ball 逐位元組重現成當日焦點","summary":"REA 的 GitHub 星數升至 431,561，比前一個紀錄 427,722 增加 3,839。當天最受關注的是 DX-Ball 1996 年 63 位元組函式的重現，結果與原版逐位元組一致並通過 3,205 筆測試，另有 Typeless 逆向重寫成開源版 SpeakMore、飛書錄音豆藍牙流程逆向等案例。值得注意的是，有測試或對照原始碼驗證的案例（如 PowerToys 9 項中 8 項正確、隱藏解鎖碼經源碼對照）最受重視，而許多自述型貼文缺乏證據；同時出現 marrow、多客戶端部署器等周邊工具，顯示生態持續擴張。"},"en":{"headline":"REA passes 430k stars as DX-Ball byte-exact rebuild leads the day","summary":"REA's GitHub stars rose to 431,561, up 3,839 from the previous record of 427,722. The top story was the DX-Ball rebuild: a 63-byte function from 1996 matched the original byte for byte and passed 3,205 tests. Other cases include reverse-engineering Typeless into the open-source SpeakMore and the Feishu recording bean's Bluetooth flow. Cases backed by tests or source comparison (such as 8 of 9 PowerToys findings correct, and a hidden unlock-code rule checked against source) stand out, while many self-reported posts lack evidence. Companion tools like marrow and multi-client installers show the ecosystem still growing."},"zh-CN":{"headline":"REA 星数破 43 万,DX-Ball 逐字节复现成当日焦点","summary":"REA 的 GitHub 星数升至 431,561,比之前的纪录 427,722 增加 3,839。当天最受关注的是 DX-Ball 1996 年 63 字节函数的复现,结果与原版逐字节一致并通过 3,205 条测试,另有 Typeless 逆向重写为开源版 SpeakMore、飞书录音豆蓝牙流程逆向等案例。值得注意的是,有测试或对照源码验证的案例(如 PowerToys 9 项中 8 项正确、隐藏解锁码经源码对照)最受重视,而许多自述型帖子缺乏证据;同时出现 marrow、多客户端部署器等周边工具,显示生态持续扩张。"}},"signals":["A","B","G"],"highlights":["d-d0aeb4edd2","d-fb483fa7b4","d-99bd005042"]}]}