# 安装 system-type-ml-serving

- 类型: Skill 技能
- 说明: Domain patterns for ML/AI serving and training systems — model serving, feature stores, training pipelines, experiment tracking, A/B testing, GPU scheduling, and failure modes. Use when designing or evaluating machine learning infrastructure, model serving platforms, or AI-powered product features.
- 仓库: https://github.com/microsoft/amplifier-bundle-systems-design

## 方式一 · 一键代装（复制提示词让 AI 代劳）

### Claude Code
```
请帮我安装 askskill 上的 "system-type-ml-serving" 技能：
1. 下载 https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md
2. 保存为 ~/.claude/skills/system-type-ml-serving/SKILL.md
3. 装好后重载技能，告诉我可以用了
```

### Codex
```
请帮我安装 askskill 上的 "system-type-ml-serving" 技能：
1. 下载 https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md
2. 保存为 ~/.codex/skills/system-type-ml-serving/SKILL.md
3. 装好后重载技能，告诉我可以用了
```

### Cursor
```
请帮我安装 askskill 上的 "system-type-ml-serving" 技能：
1. 下载 https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md
2. 保存为 ~/.cursor/skills/system-type-ml-serving/SKILL.md
3. 装好后重载技能，告诉我可以用了
```

## 方式二 · 命令行安装（原生命令与配置）

### Claude Code
```bash
mkdir -p ~/.claude/skills/system-type-ml-serving && curl -fsSL https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md -o ~/.claude/skills/system-type-ml-serving/SKILL.md
```

### Codex
```bash
mkdir -p ~/.codex/skills/system-type-ml-serving && curl -fsSL https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md -o ~/.codex/skills/system-type-ml-serving/SKILL.md
```

### Cursor
```bash
mkdir -p ~/.cursor/skills/system-type-ml-serving && curl -fsSL https://raw.githubusercontent.com/microsoft/amplifier-bundle-systems-design/main/skills/system-type-ml-serving/SKILL.md -o ~/.cursor/skills/system-type-ml-serving/SKILL.md
```