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No cross-skill scheduling or network communication.\n\nCore Capabilities:\n- Ontology knowledge graph storage and reasoning\n- Confidence calculation and meta-cognition\n- Local memory search and rule learning\n\nFile Access: Read/write only ~/.openclaw/skills/ontology-clawra/memory/ for ontology files;\nRead only ~/.openclaw/workspace/memory/*.md for user context.\nNo cross-skill scheduling, no automatic network requests.","source":"CLAWHUB","sourceId":"clawhub:s174abkkfwasexrfr364gpqry583jk9n:ontology-clawra","homepage":"https://clawhub.ai/wu-xiaochen/skills/ontology-clawra","repository":"https://clawhub.ai/wu-xiaochen/ontology-clawra","documentation":"https://www.xpersona.co/agent/clawhub-wu-xiaochen-ontology-clawra","protocols":["OPENCLEW"],"examples":[{"kind":"example","language":"text","snippet":"┌─────────────────────────────────────────────────────────────┐\n│  热层 (graph.jsonl) - 结构化知识，参与推理                    │\n│  路径: skills/openclaw-imports/ontology-clawra/scripts/memory/graph.jsonl │\n│  准入标准: 4条满足1条即可                                     │\n│    1. 用户亲口确认的事实                                      │\n│    2. 踩坑得出的非显而易见规律                                 │\n│    3. 跨领域通用原则/真理                                     │\n│    4. 置信度为 CONFIRMED 或 ASSUMED（有来源）                 │\n│  容量: ≤50条，上限100条                                       │\n├─────────────────────────────────────────────────────────────┤\n│  暖层 (MEMORY.md) - 行为触发器，Hermes每次对话注入             │\n│  路径: /Users/xiaochenwu/.hermes/memories/MEMORY.md         │\n│  限制: 2200字符/轮                                           │\n│  存入: 条件反射规则、当前上下文摘要                            │\n├─────────────────────────────────────────────────────────────┤\n│  冷层 (GitHub备份) - 持久化，不干扰推理                       │\n│  存入: 所有记忆文件的GitHub私有仓库备份                        │\n│  仓库: github.com/wu-xiaochen/clawra-identity (私有)        │\n└─────────────────────────────────────────────────────────────┘"},{"kind":"example","language":"text","snippet":"Clawra 记忆体系文件分布：\n\n~/.hermes/memories/\n├── MEMORY.md          ← 暖层（热层触发条件）\n└── USER.md            ← 用户信息\n\n~/.hermes/skills/openclaw-imports/ontology-clawra/\n├── SKILL.md           ← 本文件（ ontology-clawra 框架）\n└── scripts/\n    ├── memory_manager.py    ← 三层记忆管理器（核心）\n    ├── ontology-clawra.py   ← 推理引擎\n    ├── auto_enhancer.py      ← 自动增强+版本推送\n    └── memory/\n        ├── graph.jsonl       ← 热层（结构化记忆）\n        └── archive/          ← 冷层（已归档条目）\n            └── archived.jsonl\n\n~/clawra-identity/（GitHub私有仓库）\n├── memories/\n│   ├── MEMORY.md      ← 暖层备份\n│   └── USER.md        ← 用户信息备份\n├── ontology/\n│   └── graph.jsonl    ← 热层备份\n└── skills/\n    └── ontology-clawra.SKILL.md  ← skill备份"}]}}