好的，我先仔细阅读向量记忆落地指南文档，然后彻底解决 Hermes 升级后 embedding 函数丢失的问题。
```plan
[
{
"id": 1,
"tool": "bash_run",
"args": {
"command": "curl -s https://cmdcode.cn/vector-memory/vector-memory-guide.html | grep -oP '(?<=<h[1-3]>).*?(?=</h[1-3]>)' | head -30",
"timeout": 10
},
"description": "查看向量记忆指南的目录结构，理解文档脉络",
"expected_outcome": "获取文档各章节标题"
},
{
"id": 2,
"tool": "bash_run",
"args": {
"command": "curl -s https://cmdcode.cn/vector-memory/vector-memory-guide.html | sed -n '/嵌入服务/,/数据库初始化/p' | head -80",
"timeout": 10
},
"description": "提取指南中有关 Embedding 服务实现的核心章节",
"expected_outcome": "获取嵌入服务的 API 配置和调用方式"
},
{
"id": 3,
"tool": "bash_run",
"args": {
"command": "curl -s https://cmdcode.cn/vector-memory/vector-memory-guide.html | grep -A5 'packEmbedding\\|unpackEmbedding\\|cosine\\|sha256' | head -40",
"timeout": 10
},
"description": "提取向量工具函数的名称和实现概要",
"expected_outcome": "获取工具函数列表及其用途"
},
{
"id": 4,
"tool": "file_read",
"args": {
"path": "/home/ctyun/.hermes/hermes-agent/hermes/hermes_state.py",
"limit": 100
},
"description": "读取 Hermes 主状态文件头部，了解现有模块结构和导入",
"expected_outcome": "获取当前版本代码结构"
},
{
"id": 5,
"tool": "bash_run",
"args": {
"command": "grep -n 'def \\|class ' /home/ctyun/.hermes/hermes-agent/hermes/hermes_state.py",
"timeout": 5
},
"description": "列出 hermes_state.py 中所有已定义的函数和类",
"expected_outcome": "确认缺失哪些函数"
},
{
"id": 6,
"tool": "bash_run",
"args": {
"command": "grep -rn 'message_embeddings' /home/ctyun/.hermes/hermes-agent/hermes/ 2>/dev/null | head -10",
"timeout": 5
},
"description": "搜索整个 Hermes 项目中是否还有其他地方引用了 message_embeddings 表",
"expected_outcome": "确认是否在其他文件中已有部分实现"
},
{
"id": 7,
"tool": "bash_run",
"args": {
"command": "sqlite3 /home/ctyun/.hermes/data/hermes.db \".schema message_embeddings\"",
"timeout": 5
},
"description": "确认 embedding 数据库表结构",
"expected_outcome": "获取实际表结构"
},
{
"id": 8,
"tool": "bash_run",
"args": {
"command": "cat /home/ctyun/.hermes/scripts/incremental_embed_backfill.py",
"timeout": 10
},
"description": "读取回填脚本，确认它需要哪些缺失的函数",
"expected_outcome": "获取完整的导入需求和调用方式"
}
]
```