2026
11 篇文章AI 軟體工廠的關鍵不是代理，而是五道閘門
從 Sentry、Stripe、Spotify 的公開架構拆解：先建閘門再放代理，才能讓程式碼產出被團隊吸收。
閱讀文章 ↗從 Fortran 77 到 C++：AI 代理如何處理 4 萬行物理模擬程式碼的現代化
Mistral 用 AI 代理把 4 萬行 Fortran 77 遷移到 C++，關鍵是先建數值對等測試框架，再以結構化工作流程取代全自動。
閱讀文章 ↗Haiku R1/beta6 出爐：25 週年後的回歸之作
距離 beta5 約兩年，Haiku 於 25 週年後一週發布 R1/beta6：解決逾 530 張票券，Firefox 正式品牌進駐、QEMU 獲 NVMM 硬體虛擬化支援，git status 熱快取案例從 15 秒降到 2.5 秒。
閱讀文章 ↗Go 1.27 登場：泛型方法、json v2 與後量子加密
Go 1.27 於 8 月 19 日發布：方法終於能宣告型別參數，encoding/json 底層改由 v2 實作驅動，ML-DSA 後量子簽章進入 TLS，小物件配置成本最多降 30%。
閱讀文章 ↗追獵十六年的 SQLite bug：Tailscale 的生產環境鑑識
Tailscale 半年內遭遇 19 次 SQLite 資料庫損壞，靠生產環境鑑識與官方支援合約，揪出潛伏至少 16 年的 WAL 重置資料競爭；修復已隨 SQLite 3.51.3 落地。
閱讀文章 ↗Edge 終結 Manifest V2：uBlock Origin 時代收尾
微軟宣布 Edge 自 2026 年 8 月起逐步停用 Manifest V2 擴充套件，年底完成消費者轉換、2027 年初企業跟進；uBlock Origin 等廣告封鎖器需改用 MV3 版本或換瀏覽器。
閱讀文章 ↗GitHub 堆疊 PR 公開預覽：把大改動拆成一疊小 PR
2026 年 7 月 30 日 GitHub 把 stacked pull requests 推上公開預覽：每層獨立審查、一鍵整疊合併、上層自動 rebase，並提供 gh-stack CLI 擴充與 Copilot 編碼代理整合。
閱讀文章 ↗Keychron 開源滑鼠韌體 ZGM：把 QMK 的開源文化帶進遊戲滑鼠
Keychron 於 7 月底公開 ZGM——以 Zephyr RTOS 為基礎的開源遊戲滑鼠韌體專案，採 GPL-3.0 授權，要把 QMK 與 ZMK 建立的開源輸入裝置文化延伸到滑鼠。目前倉庫仍屬早期架構階段，原始碼尚未到位。
閱讀文章 ↗Sourcegraph Agentic Batch Changes 公測：代理自動完成大規模程式碼遷移
Sourcegraph 於 2026 年 6 月 30 日宣布 Agentic Batch Changes 公開測試：以自然語言描述遷移目標，代理負責界定範圍、執行、讀 CI 修錯，直到數百個儲存庫的每個 PR 都可合併，公測期間免費。
閱讀文章 ↗Lovable 年化營收突破 5 億美元，每週新增百萬專案
2026 年 6 月，Lovable 向 TechCrunch 透露年化營收突破 5 億美元，累積專案逾 5,000 萬個、每週新增百萬。本文看 vibe coding 的成長節奏、非技術使用者樣貌，與 SaaS 末日論的未答之問。
閱讀文章 ↗維珍航空如何用 Codex 在聖誕旺季前安全上線新 App
維珍航空利用 OpenAI Codex 重寫手機 App，在聖誕旅遊旺季前上線，達成零 P1 缺陷。本文整理他們在測試覆蓋率、遺留程式碼重構和內部工具開發上的具體做法，以及工程速度超越流程後的新挑戰。
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2026
12 ARTICLESThe Gates Come Before the Agent Fleet
A software factory is five gated stages, and the agent is the cheap part — review capacity is the real constraint.
READ POST ↗What a 40k-Line Fortran Migration Teaches About Agent Workflows
Mistral's Fortran-to-C++ migration shows parity harnesses and human-gated agent workflows beat full autonomy for legacy code.
READ POST ↗Haiku R1/beta6 Arrives: Two Years of Work After Beta5
Two years after beta5, Haiku ships R1/beta6 in the project's 25th anniversary week: 530+ tickets resolved, official Firefox branding, NVMM virtualization for QEMU, and a Go port.
READ POST ↗Go 1.27 Lands: Generic Methods, json/v2, Post-Quantum TLS
Released August 19, Go 1.27 adds generic methods, moves encoding/json onto the v2 implementation, brings ML-DSA signatures to TLS, and speeds small allocations.
READ POST ↗Hunting SQLite's 16-Year-Old WAL Reset Bug at Tailscale
Tailscale hit 19 unexplained SQLite corruptions in six months, then traced them via production forensics to a data race latent for at least 16 years — fixed in 3.51.3.
READ POST ↗Edge Ends Manifest V2: What uBlock Origin Users Do Now
Microsoft will gradually turn off Manifest V2 extensions in Edge starting August 2026, with consumers migrated by year-end and enterprises in early 2027 — uBlock Origin included.
READ POST ↗Stacked Pull Requests Arrive on GitHub in Public Preview
GitHub's stacked pull requests enter public preview: review each layer independently, merge a stack in one click, plus a gh-stack CLI extension and Copilot coding-agent skill.
READ POST ↗Keychron's ZGM Brings Open-Source Firmware to Gaming Mice
Keychron opened ZGM, a GPL-3.0 gaming mouse firmware project built on Zephyr RTOS, extending the QMK and ZMK open-source culture to mice. The repo is still scaffolding.
READ POST ↗Sourcegraph's Agentic Batch Changes Enters Public Beta
Announced June 30, 2026: Sourcegraph's Batch Changes engine becomes an agent that scopes, executes, and ships migrations across hundreds of repos until every PR is mergeable.
READ POST ↗Lovable Passes $500M Annualized Revenue, 1M Projects a Week
Lovable told TechCrunch it passed $500M annualized revenue, with 50M+ projects built and about 1M new projects a week. Inside the vibe-coding boom and its open questions.
READ POST ↗How Virgin Atlantic Used Codex to Ship a New App Before Christmas—Without the Bugs
Virgin Atlantic used OpenAI's Codex to ship a revamped app on time with zero P1 defects, refactor legacy code in hours, and let analysts build their own tools.
READ POST ↗Cursor 3 Turns the IDE into an Agent Workspace Built From Scratch
Cursor 3 is a unified workspace built from scratch around agents: one sidebar for every local and cloud agent, two-way handoff, built-in diffs and browser, and a plugin marketplace.
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