Ontology + Causal Enhanced
整合版：知识图谱 + 因果推理 + Markdown 输出
基于：
组件
- ontology-md - 知识图谱（实体+关系+约束验证）
- causal-md - 因果推理（动作记录+效果估算+历史回填）
触发词
| 组件 | 触发词 |
|---|---|
| ontology | "记住", "what do I know", "link X to Y", "show dependencies" |
| causal | "记录动作", "做了什么", "why failed", "预测效果" |
Ontology 功能
核心类型
- Person, Organization
- Project, Task, Goal
- Event, Location
- Document, Message, Note
- Account, Device, Credential
使用
# 创建实体
python3 skills/ontology-md/scripts/ontology.py create --type Person --props '{"name":"Alice"}'
# 查询
python3 skills/ontology-md/scripts/ontology.py query --type Task --where '{"status":"open"}'
# 关联
python3 skills/ontology-md/scripts/ontology.py relate --from proj_001 --rel has_task --to task_001
# 验证
python3 skills/ontology-md/scripts/ontology.py validate
Causal 功能
使用
# 记录动作
python3 skills/causal-md/scripts/log_action.py --action send_email --outcome reply_received
# 估算效果
python3 skills/causal-md/scripts/estimate_effect.py --action send_email --context '{"time":"morning"}'
# 回填历史
python3 skills/causal-md/scripts/backfill_email.py /path/to/email.json
数据目录
memory/
├── ontology/
│ ├── graph.jsonl # 实体+关系
│ ├── schema.yaml # 约束定义
│ └── entities.md # 导出（兼容 memory_search）
└── causal/
└── actions.jsonl # 动作日志