Ontology + Causal Enhanced

整合版：知识图谱 + 因果推理 + Markdown 输出

基于：

• https://clawhub.ai/oswalpalash/ontology
• https://clawhub.ai/oswalpalash/causal-inference

组件

1. ontology-md - 知识图谱（实体+关系+约束验证）
2. 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