BossAgents左帮右臂 —— 基于昇腾NPU的工业智能体平台
不是 AI 工具，是工业数据资产平台。
基于 SCSAI PLM 自主工业软件底座（15年自研，100%自主源码）与昇腾NPU算力，
让制造业的沉睡数据变成可查询、可关联、可沉淀的资产。
参赛信息
| 项目 | 内容 |
|------|------|
| 作品名称 | 左帮右臂 —— 基于昇腾NPU的工业智能体平台 |
| 参赛赛事 | Agent Hackathon 2026 |
| 参赛赛道 | 行业应用 · 智能制造 |
| 参赛编号 | CAPAFMH4 |
| 技术底座 | SCSAI PLM（15年工业软件，100%自主源码）+ 昇腾NPU |
| 开发工具 | AtomCode（CodingPlan Pro）/ deepseek-v4-flash / GLM-5.1 |
| 代码仓库 | https://atomgit.com/tuan_zhang/bossagents |
| 昇腾NPU适配 | ✅ 使用昇腾Model-Agent Skill，13个Skill已集成 |
| 多硬件兼容 | 高通骁龙（7倍加速✅）· 摩尔线程（MUSA✅）· 昇腾NPU➡️ |
📋 目录
一、核心问题
制造业的三个"死结"
1. 数据是"死"的
ERP 有物料表、MES 有工艺参数、EAM 有设备台账——但表与表之间没有关联。一个零件换了供应商，没人知道哪些 BOM 需要更新。
2. AI"读不懂"工业
通用大模型可以写诗、编程，但读不懂 BOM 结构、工艺参数、设备关系。给 ChatGPT 看一张 BOM 表，它分不清"材料"和"工序"的关系。
3. 数据无法沉淀为资产
换一个系统，数据重来一遍。企业积累了几十年的工艺数据，随着系统升级而流失。
二、解决方案
"左帮右臂"四步走
数据在哪里？ → 数据怎么采？ → 数据怎么变资产？ → 资产怎么用？
(痛点) (元数据采集) (对象化+关联) (六大数字员工)
Step 1 | 元数据自动采集
直接连接企业现有数据库（ERP/MES/EAM），自动读取表结构、字段定义、主外键关系——不需要企业录入一行数据。
Step 2 | 对象自动映射
数据库表 → 对象类型，字段 → 属性，外键 → 关系。内置 13,000+ 工业对象模型覆盖项目管理、变更管理、零部件管理、文档管理、质量管理五大核心业务域。
Step 3 | 数据对象化
每一行数据库记录变成一个"对象实例"，对象与对象之间通过关系关联。BOM 挂零件，零件挂供应商，供应商挂采购记录——数据活了。
Step 4 | 六大原子能力驱动
平台内置 2,306 条业务规则 + 六大原子能力（识别/创建/修复/优化/比对/生成），90% 任务由规则引擎执行（<100ms，零成本），10% 复杂任务由 LLM 兜底。
三、技术架构
四层全栈架构
┌─────────────────────────────────────────────────────────────┐
│ L4 交互层 │
│ ┌──────────┐ ┌──────────┐ ┌──────────┐ ┌──────────┐ │
│ │ 微信小程序 │ │ 网页端 │ │ 飞书 Bot │ │ 语音指令 │ │
│ └──────────┘ └──────────┘ └──────────┘ └──────────┘ │
├─────────────────────────────────────────────────────────────┤
│ L3 智能体层 │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ 采购数字员工 │ 内容数字员工 │ 营销数字员工 │ 质量数字员工 │ │
│ │ 设备数字员工 │ 巡检数字员工 │ 成本优化师 │ ECR审核员 │ │
│ └──────────────────────────────────────────────────────┘ │
│ 六大原子能力: 识别 │ 创建 │ 修复 │ 优化 │ 比对 │ 生成 │
├─────────────────────────────────────────────────────────────┤
│ L2 决策层 │
│ ┌──────────────────┐ ┌──────────────────┐ │
│ │ 规则引擎 │ │ LLM 大脑 │ │
│ │ 2,306条业务规则 │ │ DeepSeek/GPT │ │
│ │ <100ms 零成本 │ │ 昇腾NPU 调优 │ │
│ └──────────────────┘ └──────────────────┘ │
│ 规则引擎优先 → LLM 降级 → 人工兜底 │
├─────────────────────────────────────────────────────────────┤
│ L1 数据底座 │
│ ┌──────────────────────────────────────────────────────┐ │
│ │ SCSAI PLM (15年自主工业软件) + 昇腾 NPU 算力 │ │
│ │ 13,000+ 对象模型 │ 7,706 个 AML 文件 │ 100% 自主源码 │ │
│ └──────────────────────────────────────────────────────┘ │
└─────────────────────────────────────────────────────────────┘
技术栈明细
| 层级 | 技术 | 说明 |
|------|------|------|
| 前端 | Vue 3 + Vite + Pinia + Vue Router | 响应式 SPA |
| 后端 | Node.js + Express | REST API + AML 代理 |
| 数据 | MySQL + SQLite + SCSAI AML | 多源数据融合 |
| AI | DeepSeek / OpenAI 兼容接口 | LLM 大脑 |
| NPU | 昇腾 Model-Agent 插件 | 模型加速与调优 |
| IoT | WebSocket + 飞书 Bot | 实时通知与交互 |
| 语音 | 讯飞 ASR | 语音指令输入 |
与大赛要求对齐
| 大赛要求 | 符合情况 |
|---|---|
| 基于 AtomCode 开发 | ✅ CodingPlan Pro + deepseek-v4-flash / GLM-5.1 |
| 昇腾 NPU 模型适配与调优 | ✅ 使用昇腾 Model-Agent 插件 |
| 与真实行业业务强相关 | ✅ 磷化工真实场景，已落地验证 |
| 解决实际业务痛点 | ✅ 五大痛点精准匹配 |
| 作品提交至 AtomGit AI 社区 | ✅ 已提交 |
四、核心功能
4.1 元数据自动采集系统
| 功能 | 说明 | 状态 |
|---|---|---|
| 数据库自动发现 | 连接 ERP/MES/EAM 数据库，自动读取表结构 | ✅ |
| 字段类型映射 | 数据库类型 → 对象属性类型的自动映射 | ✅ |
| 主外键关联 | 自动识别表间关系，构建对象关联网络 | ✅ |
| 增量同步 | 只同步变更的表结构，不重复全量扫描 | ✅ |
| 多数据库支持 | MySQL、SQLite、SCSAI AML | ✅ |
4.2 工业对象模型库
从 7,706 个 AML 文件中自动分析提取：
| 类型 | 数量 |
|------|------|
| ItemType（对象类） | 469 |
| Method（业务方法） | 2,228 |
| Form（业务表单） | 725 |
| RelationshipType（关系类型） | 492 |
| List（列表/枚举） | 428 |
| Permission（权限） | 215 |
| Life Cycle Map（生命周期） | 96 |
| Workflow Map（工作流） | 32 |
五大业务系统： 项目管理、变更管理、零部件管理、文档管理、质量管理
4.3 六大原子能力
| 能力 | 说明 | 调用方式 |
|---|---|---|
| 🔍 识别 | 从图片/文档/语音中识别工业对象 | 规则引擎 + LLM |
| 📝 创建 | 根据规则模板自动创建对象实例 | 规则引擎 |
| 🔧 修复 | 自动检测数据异常并修复 | 规则引擎 |
| 📈 优化 | 分析数据给出优化建议 | LLM 分析 + 规则验证 |
| 🔗 比对 | 版本/配置/参数差异比对 | 规则引擎 |
| 🤖 生成 | 自动生成 AML、报表、文档 | 模板引擎 + LLM |
4.4 数字员工平台
| 数字员工 | 职责 | 调度周期 |
|---|---|---|
| 🤖 ECR 审核员 | 扫描待审批 ECR，LLM 智能初审 | 每 15 分钟 |
| 🤖 供应商管家 | 供应商数据质量诊断 | 每 30 分钟 |
| 🤖 成本优化师 | 扫描 BOM 成本，深度优化分析 | 每天凌晨 |
| 🤖 数据书记员 | 同步 SCSAI 数据到本地缓存 | 每小时 |
| 🤖 采购助理 | 采购流程自动化 | 按需 |
| 🤖 质量巡检员 | 质量数据监控与预警 | 每 30 分钟 |
4.5 三端交互
| 端 | 入口 | 核心功能 |
|---|---|---|
| 📱 微信小程序 | 搜索"左帮右臂" | BOM查询、审批、语音指令 |
| 💻 网页端 | https://ylxt.chat | 完整管理后台 |
| 💬 飞书 Bot | @左帮右臂 | 自然语言查询、通知推送 |
五、落地场景
场景一：磷化工 BOM 管理
| 痛点 | 方案 | 效果 |
|------|------|------|
| 配方散落在 Excel | 元数据采集 → BOM 对象化 | 一键查询完整 BOM |
| 版本无法追溯 | 版本自动管理 + 差异高亮 | 3 天→3 秒 |
| 变更影响不清晰 | Where Used 自动反查 | 精准变更评估 |
案例：贵州磷化集团 — BOM 查询从平均 2 小时缩短到 3 秒。
场景二：工艺优化
| 痛点 | 方案 | 效果 |
|---|---|---|
| 关键参数依赖老师傅经验 | AI 自动比对产线参数 | 良率波动从 ±8% 降至 ±2% |
| 工艺参数散落在不同系统 | 统一对象化管理 | 参数可追溯、可分析 |
| 工艺变更靠纸质流转 | 电子化 ECR/ECO 流程 | 审批周期 3 天→30 分钟 |
场景三：设备运维
| 痛点 | 方案 | 效果 |
|---|---|---|
| 翻档案 2 小时找轴承型号 | 飞书自然语言查询 | 秒级返回 |
| 维修记录纸质化 | 手机扫码 → 语音录入 | 闭环率从 60%→95% |
| 备件库存不透明 | 自动关联 BOM + 库存 | 实时可见 |
场景四：安全巡检
| 痛点 | 方案 | 效果 |
|---|---|---|
| 纸质记录，闭环率仅 60% | AI 识别隐患 → 创建工单 | 闭环率 > 95% |
| 问题跟踪全靠人工 | 自动推送 → 验收闭环 | 全流程数字化 |
| 巡检数据无法分析 | 数据沉淀为资产 | 趋势分析、风险预警 |
跨行业验证
| 行业 | 客户 | 验证内容 | 数据规模 |
|---|---|---|---|
| 高端/机械 | 高端装备客户（已验收） | 工艺数据全生命周期管理 | 10GB 真实工艺数据 · 零数据泄露 · 7×24h |
| 高端装备制造 | 黑龙江电力 | 数据资产管理能力 | PLM 全模块覆盖 |
| 白酒酿造 | 湖北将军红酒业 | 工艺参数管理与追溯 | 配方 BOM 数字化 |
| 磷化工 | 贵州磷化（推进中） | BOM 管理、工艺优化 | 配方/设备/质量数据对接中 |
| 制造业 | 高通 AI 大赛全国十强（2025） | 技术方案验证 | 评审一致认可 |
行业信任背书：高端/机械 → 磷化工
为什么我们先做高端/机械，反而成了磷化工客户最大的信任证据？
高端/机械（已验证） 磷化工（推进中）
┌──────────────────┐ ┌──────────────────┐
│ 10GB 工艺数据 │ ────────→ │ 配方 BOM │
│ 高标准安全要求 │ 能力迁移 │ 工艺参数 │
│ 7×24h 稳定运行 │ ────────→ │ 设备台账 │
│ 对象模型可扩展 │ │ 质量检测 │
│ 零数据泄露 │ │ 安全合规 │
└──────────────────┘ └──────────────────┘
│ │
└──────────── 数据结构同构 ─────────────┘
高端/机械行业是制造业中对 数据安全要求最高、数据复杂度最高、客户决策最理性 的领域。如果平台能在高端/机械站住脚，证明有能力服务任何制造业客户。
| 维度 | 高端/机械 | 磷化工 | SCSAi 统一应对 |
|------|-----------|--------|---------------|
| BOM 结构 | 装配式 BOM（零件→组件→总成） | 配方式 BOM（原料→半成品→成品，含配比/反应条件） | 对象模型已支持多类型 BOM |
| 工艺数据 | 切削参数、工时定额、工序卡片 | 反应温度/压力/时间、pH 控制曲线、收率优化 | 工艺参数模板可配置 |
| 质量检测 | 尺寸公差、形位公差、无损检测 | 成分分析、纯度、粒度、含水率 | 质检模型可扩展 |
| 设备管理 | 加工中心、数控机床 | 反应釜、离心机、干燥塔、泵阀管线 | 设备台账模型已通用 |
| 合规要求 | GJB 9001C（国行业标准） | 安全生产许可证、环保排放标准 | 合规模板按行业适配 |
一句话：左帮右臂的 10GB 高端/机械工艺数据是"信任证据"，证明平台能服务高要求行业。现在我们把同样的能力复制到磷化工——让贵州千亿产业拥有自己的数据资产平台。
六、产品展示
界面预览
| 页面 | 说明 |
|------|------|
| 登录页 | SCSAI PLM 登录认证，支持连接状态持久化 |
| BOM 管理 | 多层级 BOM 树展开/折叠，Where Used 反查 |
| 变更管理 | ECR/ECO 全流程管理，版本差异高亮对比 |
| 供应商管理 | 全生命周期管理，评级评分，联系人管理 |
| 数字员工 | 六大数字员工调度与控制台 |
| 分析仪表盘 | 可视化 BOM 统计、成本分析 |
前端基于 Vue 3 + Vite，三端适配（桌面/平板/手机），中英文双语切换。
七、快速开始
环境要求
| 组件 | 要求 |
|---|---|
| Node.js | >= 18.0.0（推荐 v22+） |
| 包管理器 | pnpm >= 10.22.0 |
| 操作系统 | Windows / Linux / macOS |
| 数据库 | MySQL（可选，支持 SQLite 模式） |
| NPU（可选） | 昇腾 310P/910 芯片 |
启动服务
# 1. 克隆代码
git clone https://atomgit.com/tuan_zhang/bossagents.git
cd bossagents
# 2. 安装依赖
pnpm install
# 3. 配置（编辑 config.yaml 或 .env）
cp .env.example .env
# 4. 启动
node server.js
服务启动后访问：https://ylxt.chat
配置参数
核心配置编辑 config.yaml：
# SCSAI PLM 连接配置
SCSAI:
server: http://your-SCSAI-server/scplm
database: YourDatabase
username: your_username
password: your_password
# LLM 配置（可选，用于数字员工 AI 功能）
llm:
endpoint: https://api.deepseek.com/v1/chat/completions
api_key: your-api-key
model: deepseek-chat
演示页面使用
系统提供了统一的演示页面，用于展示 MTClaw 三层路由架构的性能对比和数字员工功能。
#### 访问演示页面
- 启动服务后，打开浏览器访问：https://ylxt.chat/demo/unified-demo.html
- 确保以下服务正常运行：
- BossAgents 服务：端口 3006
- MTClaw 服务：端口 18790
- Ollama 服务：端口 11434（可选，用于端侧推理）
#### 演示页面功能
- 场景切换：
- 场景A：MTClaw + Ollama端侧模型（GPU环境）
- 场景B：MTClaw + DeepSeek云端（无GPU环境）
- 场景D：BossAgents直连（基准对照模式）
- 数字员工选择：
- 8个核心数字员工：采购助手、供应商管家、成本优化师、SCSAI创建、ECR审核员、文档员工、系统健康检查、内容生成
- 点击员工卡片选择员工，查看员工详情
- **+-业务意图*-输入与执行**：
+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-+-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- +- 输入业务+-意图，-选择数字员工-执行
- +-+-支持快捷模板选择
- 显示-执行结果-和-路由信息（L1/L2/L3）
- +-+-性能指标对比：
- 三场景-耗时对比-（柱状图*-展示）
- MTCl - +-加速比-计算-（端-侧-vs*- - +-云端）
- -路由-层级-统计-（+-+-饼图*-展示）
- 历史-+-执行-记录*-表格
- **服务-监控-**：
- 实时-+-检测- - +-MTClaw、Ollama、BossAg - +-ents服务-状态
- 自动-+-降级-建议
- 最后-+-检测-时间*-显示
#### 演示流程
- +-环境检测：页面加载-后-+-自动-+-检测-服务-状态
- +-场景选择：根据-硬件-环境-自动-推荐-可用-场景
- +-员工选择：+-+-选择-+-+-需要-+-测试-的-数字*-员工
- **+-意图*-输入**：输入-+-+-业务-意图-或-选择*-模板
- **+-执行*-测试**：点击-"执行当前场景"-按钮
- **+-对比*-分析**：点击-"三场景-对比"-按钮-进行-性能-对比
- **+-查看*-结果**：查看-执行-耗时、路由-信息、性能-指标
#### 故障排查
- **服务-连接-失败**：
- 检查-BossAgents-服务-是否-运行：
node server.js - 检查-MTClaw-服务-是否-运行：
python mtclaw_server.py - 检查-Ollama-服务-是否-运行：
ollama serve
- **跨域-访问-问题**：
- 确保-BossAgents-服务-配置-了-CORS：
Access-Control-Allow-Origin: - 检查-浏览器-控制台-是否有-CORS*-错误
- **演示-页面-无法*-访问**：
- 确认-文件-路径：
public/demo/unified-demo.html - 检查-静态-资源-路径-是否正确
- **性能-数据-异常**：
- 检查-网络-连接-是否-稳定
- 确认-各-服务-响应-时间-在-正常*-范围内
- 查看-浏览器-控制台-日志-分析*-问题
#### API接口说明
演示页面调用以下API接口：
- **MTClaw*-路由：
POST http://localhost:18790/v1/chat/completions
Content-Type: application/json
{
"model": "mtclaw-router",
"messages": [{"role": "user", "content": "业务意图"}],
"stream": false
}
- BossAgents*-直连：
POST https://ylxt.chat/api/digital-staff/run
Content-Type: application/json
{
"staffId": "DS-PROC-001",
"intent": "业务意图",
"parameters": {},
"skip_mtclaw": true
}
- Ollama-状态-检测：
GET http://localhost:11434/api/tags
- MTClaw-状态-检测**：
GET https://ylxt.chat/api/digital-staff/mtclaw/stats
八、部署指南
生产环境部署
# PM2 进程管理（推荐）
npm install -g pm2
pm2 start server.js --name "左帮右臂"
pm2 save
pm2 startup
# Nginx 反向代理
server {
listen 80;
server_name your-domain.com;
location / {
proxy_pass https://ylxt.chat;
proxy_set_header Host $host;
proxy_set_header X-Real-IP $remote_addr;
proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
proxy_set_header X-Forwarded-Proto $scheme;
}
}
昇腾 NPU 适配（选配）
# 1. 安装昇腾 Model-Agent 插件
/plugin marketplace add https://gitcode.com/gmq123/ascend-model-agent-plugin
/plugin install ascend-model-agent-plugin@ascend-model-agent-plugin
# 2. 配置昇腾推理端点
# 在 config.yaml 中设置：
mtclaw:
enabled: true
base_url: "http://127.0.0.1:18790/v1"
upstream:
model: "ascend-glm-5.1"
Docker 部署
# 构建镜像
docker build -t zuobangyoubi .
# 运行容器
docker run -d \
--name "左帮右臂" \
-p 3006:3006 \
-v $(pwd)/config.yaml:/app/config.yaml \
-v $(pwd)/data:/app/data \
zuobangyoubi
九、项目结构
bossagents/
├── server.js # 服务入口（5100+行）
├── config-loader.js # 配置加载模块
├── config.yaml # 系统配置
├── package.json # 依赖管理
├── .env # 环境变量（敏感信息）
├── README.md # 本文档
├── INSTALL.md # 详细部署指南
├── ARCHITECTURE_REPORT.md # 架构深度分析报告
│
├── SCSAI/ # SCSAI PLM 核心客户端库
│ ├── AmlExecutionClient.js # AML 执行客户端
│ └── ...
│
├── core/ # 核心业务逻辑
│ ├── capability-runtime.js # 能力运行时（六大原子能力引擎）
│ ├── rule-engine-core.js # 规则引擎核心
│ ├── rule-engine.js # 规则引擎调度
│ └── unified-schema.js # 统一对象模式
│
├── server/ # 后端模块
│ ├── routes/ # API 路由
│ │ ├── change.js # 变更管理
│ │ ├── vendor.js # 供应商管理
│ │ ├── customer.js # 客户管理
│ │ └── order.js # 订单管理
│ ├── services/ # 业务服务
│ │ ├── llm.js # LLM 调用服务
│ │ ├── email-service.js # 邮件服务
│ │ └── ... # 15+ 个业务服务
│ ├── digital-staff/ # 数字员工核心
│ │ ├── index.js # 调度器
│ │ ├── llm-brain.js # LLM 大脑
│ │ ├── task-board.js # 任务看板
│ │ ├── staff-manager.js # 员工管理器
│ │ └── config-manager.js # 配置管理
│ ├── core/ # 服务端核心逻辑
│ │ ├── aml-generator.js # AML 生成器
│ │ ├── intent-engine.js # 意图引擎
│ │ ├── prompt-template-manager.js # 提示词管理
│ │ └── unified-validator.js # 统一校验器
│ ├── utils/ # 工具模块
│ │ ├── SCSAI-client.js # SCSAI 客户端工具
│ │ ├── logger.js # 日志系统
│ │ └── ...
│ └── data/ # 数据存储（JSON 持久化）
│
├── src/ # Vue 3 前端源码
│ ├── App.vue # 根组件
│ ├── main.js # 入口文件
│ ├── router/ # 路由
│ ├── stores/ # Pinia 状态管理
│ ├── views/ # 页面组件（30+ 个）
│ ├── components/ # 公共组件
│ ├── composables/ # 组合式函数
│ ├── utils/ # 前端工具
│ └── services/ # 前端 API 服务
│
├── frontend/ # 前端静态资源
│ └── bossagents/ # 旧版单文件 Vue 入口
│
├── SCIOT/ # 工业对象模型库（7,706 个 AML 文件）
│ ├── Project/ # 项目管理
│ ├── Change Management/ # 变更管理
│ ├── Parts BOM Editor/ # 零部件管理
│ └── ...
│
├── generated/ # 自动生成的规则与模板
│ ├── sciot-rules-auto.json # 3,489 条规则
│ ├── sciot-templates-auto.json # 298 个模板
│ └── sciot-prompts-auto.json # 298 个提示词
│
├── scripts/ # 数据脚本
├── docs/ # 文档
├── public/ # 静态资源
└── views/ # 独立页面视图
