10-of-my-most-popular-text-to-image-series-prompts-78b0897e
generate a bunch of images, then you curate the results to handpick the best ones
三级记忆管理系统 (Three-Tier Memory)。短期记忆滑动窗口 + 中期记忆自动摘要(LLM) + 长期记忆向量检索(RAG)。当需要管理对话历史、自动摘要、语义检索、构建个人知识库时使用此 Skill。
Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.
SkillHub CLI
skillhub install forvendettaw/three-tier-memoryInspect the source and compatibility requirements, then follow its installation steps.
Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.
AI 代理的三级记忆管理系统:短期、中期、长期记忆自动管理。
| 层级 | 存储 | 触发 | 容量 |
|---|---|---|---|
| 短期 | sliding-window.json | 实时/FIFO | 10条 |
| 中期 | summaries/ | Token阈值/摘要 | 无限 |
| 长期 | vector-store/ | 语义检索 | 无限 |
# 初始化
python3 scripts/memory_manager.py init
# 添加记忆
python3 scripts/memory_manager.py add --type short --content "用户喜欢黑色"
python3 scripts/memory_manager.py add --type long --content "用户的邮箱是 lei@example.com"
# 搜索
python3 scripts/memory_manager.py search "用户的偏好"
# 手动摘要
python3 scripts/memory_manager.py summary
# 查看状态
python3 scripts/memory_manager.py status
已集成 OpenClaw Hook,会话结束自动保存记忆:
# Hook 已启用
openclaw hooks enable memory-manager-hook
事件:
session:end → 自动保存对话# 向量检索 (可选)
pip install chromadb
memory/config.json:
{
"memory": {
"short_term": {"window_size": 10},
"medium_term": {"summary_threshold": 4000},
"long_term": {"top_k": 3}
}
}
See references.md
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# Three-Tier Memory Manager
AI 代理的三级记忆管理系统:短期、中期、长期记忆自动管理。
## 架构
| 层级 | 存储 | 触发 | 容量 |
|------|------|------|------|
| 短期 | sliding-window.json | 实时/FIFO | 10条 |
| 中期 | summaries/ | Token阈值/摘要 | 无限 |
| 长期 | vector-store/ | 语义检索 | 无限 |
## 快速开始
```bash
# 初始化
python3 scripts/memory_manager.py init
# 添加记忆
python3 scripts/memory_manager.py add --type short --content "用户喜欢黑色"
python3 scripts/memory_manager.py add --type long --content "用户的邮箱是 lei@example.com"
# 搜索
python3 scripts/memory_manager.py search "用户的偏好"
# 手动摘要
python3 scripts/memory_manager.py summary
# 查看状态
python3 scripts/memory_manager.py status
```
## Hook 集成 (Auto)
已集成 OpenClaw Hook,会话结束自动保存记忆:
```bash
# Hook 已启用
openclaw hooks enable memory-manager-hook
```
事件:
- `session:end` → 自动保存对话
- 窗口满 → 自动触发摘要
## 依赖
```bash
# 向量检索 (可选)
pip install chromadb
```
## 配置
`memory/config.json`:
```json
{
"memory": {
"short_term": {"window_size": 10},
"medium_term": {"summary_threshold": 4000},
"long_term": {"top_k": 3}
}
}
```
## 完整命令
See [references.md](references/references.md)generate a bunch of images, then you curate the results to handpick the best ones
generate a bunch of images, then you curate the results to handpick the best ones
Productivity system based on Maya calendar with 13 natural tones for project management and personal development
Set up and use 1Password CLI (op). Use when installing the CLI, enabling desktop app integration, signing in (single or multi-account), or reading/injecting/running secrets via op.