AI Auto-Work:定義 AI 驅動的全週期軟體工程自動化 / AI Auto-Work: Defining the AI-Driven Full-Cycle Software Engineering Automation
🔎 工具速覽 / AT A GLANCE
| Category | AI Agentic Coding Workflow |
| Pricing | Open Source (MIT License) |
| BestFor | Medium to Large-scale Engineering Projects |
| GitHub Stars | ⭐ 89 |
🚀 引言 / Introduction
AI Auto-Work 是一個革命性的代理編碼工作流系統,它將 LLM 的能力從單純的代碼補全提升到了完整的工程管理層級。透過 Claude 與 Codex 的雙模型協作,實現了從需求分析、規劃到開發與審查的閉環自動化。
AI Auto-Work is a revolutionary agentic coding workflow system that elevates LLM capabilities from simple code completion to full-scale engineering management, utilizing a dual-model collaboration between Claude and Codex to achieve a closed-loop automation of research, planning, development, and review.🛠️ 核心功能 / Key Features
Full-Cycle Autonomous Development: Covers the complete lifecycle from Requirement Research → Review → Planning → Review → Development → Review.全週期自主開發:涵蓋需求研究 → 審查 → 規劃 → 審查 → 開發 → 審查的完整生命週期。
Cross-Model Adversarial Review: Claude acts as the executor while Codex performs adversarial auditing to eliminate single-model blind spots.跨模型對抗審查:由 Claude 執行開發,Codex 負責對抗性審查,有效消除單一模型的盲點。
Zero Context Pollution: Each stage runs in an isolated process with handoffs via persisted files only, ensuring logical purity.零上下文污染:每個階段在獨立進程中運行,僅通過持久化文件傳遞,確保邏輯純淨。
Mechanical Quality Gates: Mandatory compile and test passing requirements before any review cycle begins to prevent trivial errors.機械化質量門禁:強制要求編譯與測試通過後方可進入審查環節,杜絕低級錯誤。
Atomic Commits: Adheres to the 'one task, one commit' principle, ensuring code is fully bisectable and traceable.原子化提交:遵循「一個任務,一次提交」原則,確保代碼可追溯且易於回溯。
💡 技術亮點 / Tech Highlights
Triple-Check Convergence Loop: Delivers production-quality code through a rigorous loop of execution, testing, and review.三重檢查收斂迴路:通過執行-測試-審查的循環,交付生產級別的高質量代碼。
Self-Improving Context: Systematic errors update a shared knowledge base (.ai/) rather than just modifying the code.自進化上下文:系統性錯誤會自動更新至共享知識庫 (.ai/),而非僅修改代碼。
Flexible Control Modes: Supports fully automated, semi-automated (human checkpoints), and independent module calls.靈活的控制模式:支持全自動、半自動(人工檢查點)以及單一功能模組的獨立調用。
📦 快速上手 / Quick Start
Fully Automated Workflow: /auto-work [feature description] — One-click completion from requirement to commit.全自動工作流:/auto-work [功能描述] — 從需求到提交的一鍵式完成。
Fast Path: /fast-auto-work [version] [task] [description] — Rapid path for small direct changes.快速修正:/fast-auto-work [版本] [任務] [描述] — 針對小規模變更的快速路徑。
Manual Mode: /manual-work [module] — Incorporates human checkpoints at key milestones.人工干預模式:/manual-work [模組名] — 在關鍵里程碑加入人類審查。
Tech Research: /research:do [topic] — Deep analysis for technology selection.技術研究:/research:do [研究主題] — 針對技術選型進行深入分析。
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