{"id":51756094,"url":"https://github.com/insmtx/Lework","last_synced_at":"2026-08-07T14:00:38.394Z","repository":{"id":340702110,"uuid":"1167220220","full_name":"insmtx/Lework","owner":"insmtx","description":"让 AI 像真正的团队成员一样参与项目、执行任务、协作交付的 AI Native 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机器学习"],"sub_categories":[],"readme":"# Lework\n\n## 让 AI 从聊天工具变成可以长期协同工作的团队成员\n\n\u003e 给 AI 一个项目、一个角色、一个任务。它独立执行，你验收结果。\n\n---\n\n## 为什么需要 Lework\n\nAI 辅助工作越来越普及，但产出收不回来 — 对话结束即清零。你无法把 AI 当成劳动力来管理：没有分工、没有指派、没有交付物、没有追踪。\n\n### Lework 做什么\n\n把 AI 变成可管理的生产力。\n\n- 👥 **建团队** — 定义角色、绑定技能，创建 AI 队友\n- 📋 **派任务** — 指定负责人、预期产出、验收标准\n- 📦 **拿结果** — AI 独立执行，交付可追溯的产物\n- 🧠 **沉淀资产** — 上下文和产出持续积累，越用越强\n- 📊 **可管理** — 进度、质量、调用成本，全程可见可控\n\n---\n\n## 🧩 一分钟理解 Lework\n\n想象你有一个 AI 团队：\n\n```\n项目：新产品后台系统\n\n  ├── AI 队友·架构师（角色：技术决策，技能：系统设计评审）\n  ├── AI 队友·开发者 1（角色：后端开发，技能：Go 编程、API 设计）\n  ├── AI 队友·开发者 2（角色：前端开发，技能：React、组件库）\n  ├── AI 队友·QA（角色：质量保障，技能：测试用例生成、回归测试）\n  └── AI 队友·PM（角色：进度管理，技能：日报生成、风险识别）\n\n  ├── 任务：设计用户权限模型 → 指派给 架构师\n  ├── 任务：实现登录接口 → 指派给 开发者 1\n  ├── 任务：构建登录页面 → 指派给 开发者 2\n  └── 任务：编写集成测试 → 指派给 QA\n```\n\n**每个 AI 队友有自己的角色、技能、权限边界和记忆。** 你创建任务、分配队友、跟踪进度 — 它们独立执行，产出代码、文档、报告。\n\n执行完成后，产物沉淀进知识库，下次类似任务不需要重新交代上下文。\n\n---\n\n## ⚡ 协作流程\n\n```\n  💬 项目会话（讨论需求、对齐方案）\n        ↓  方向明确\n  📋 创建任务（定义目标、预期输出、指派 AI 队友）\n        ↓\n  ⚙️ AI 队友自主执行（调用技能、产出中间结果）\n        ↓\n  ✅ 人工审批 / 接管 / 补充上下文（关键节点）\n        ↓\n  📦 产出项目资产（文档 / 代码 / 报告 / 结构化数据）\n        ↓\n  🧠 沉淀知识库（下次不再重复交代）\n```\n\n每一步全程可审计、可回溯、可中断调整。\n\n---\n\n---\n\n## 🧬 核心实体\n\n| 实体 | 做什么 | 交付什么 |\n|------|--------|---------|\n| **项目** | 划定协作边界，承载目标与上下文 | 项目级资产全景 |\n| **任务** | 指派 AI 队友，明确产出要求 | 可验收的交付物 |\n| **AI 队友** | 分工、授权、设定能力边界 | 独立完成任务的执行者 |\n| **技能** | 赋予队友具体能力 | 代码、评审、测试、报告等 |\n| **知识库** | 沉淀上下文和规范 | 不再需要反复交代背景 |\n| **项目资产** | 查看所有历史交付物 | 随时回溯、可复用 |\n\n---\n\n## 🔐 企业级治理\n\n- **多租户隔离** — 企业间数据与执行环境完全隔离\n- **RBAC 访问控制** — 用户、AI 队友、技能三级权限\n- **执行审计** — 所有任务执行全链路可追溯、可回放\n- **成本追踪** — 模型调用成本按任务、项目、团队维度统计\n- **密钥安全** — API 密钥托管与脱敏\n- **审批工作流** — 关键操作可配置人工审批节点\n- **私有化部署** — 支持企业内部基础设施部署\n\n---\n\n## 🛣 路线图\n\n| 阶段 | 重点 | 内容 |\n|------|------|------|\n| **Phase 1** · 核心执行层 | 跑通任务驱动闭环 | 项目管理、任务系统、AI 队友执行、技能系统 |\n| **Phase 2** · 企业智能 | 多队友协作与知识飞轮 | 跨队友协作编排、知识自动化沉淀、成本优化 |\n| **Phase 3** · 生态平台 | AI 工作协作市场 | 技能市场、AI 队友模板、组织级工作台 |\n\n---\n\n## 📚 文档\n\n| 文档 | 说明 |\n|------|------|\n| [PRD.md](docs/PRD.md) | 产品需求文档（v3.0 — 让 AI 从聊天工具变成可以长期协同工作的团队成员） |\n| [ARCHITECTURE.md](docs/ARCHITECTURE.md) | 系统架构设计 |\n| [DESIGN_PHILOSOPHY.md](docs/DESIGN_PHILOSOPHY.md) | 设计哲学与原则 |\n| [SYSTEM_DESIGN.md](docs/SYSTEM_DESIGN.md) | 平台引擎与连接器设计 |\n| [TECH_DESIGN.md](docs/TECH_DESIGN.md) | 技术方案（技能 Schema、渲染引擎） |\n| [PLANNING.md](docs/PLANNING.md) | 业务板块路线图 |\n| [CONTRIBUTING.md](CONTRIBUTING.md) | 贡献指南 |\n\n---\n\n## 🤝 贡献\n\n欢迎贡献技能插件、模型适配器、工作流模板和安全增强。详见 [CONTRIBUTING.md](CONTRIBUTING.md)。\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finsmtx%2FLework","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Finsmtx%2FLework","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finsmtx%2FLework/lists"}