feat: 更新子代理监督规则和文件存放规则

- 新增子代理监督规则（子代理必须严格遵守技能要求，违规打回重做）
- 新增文件存放规则（默认输出到~/work/）
- 将MEMORY.md中的规则同步到AGENTS.md

AGENTS.md

@@ -113,7 +113,55 @@ Reactions are lightweight social signals. Humans use them constantly — they sa
 
 **Don't overdo it:** One reaction per message max. Pick the one that fits best.
 
-## Tools
+## 📂 File Storage
+
+All work outputs go in `~/work/` subdirectories:
+
+1. **Default output path**: `~/work/<project-name>/`
+2. **Exception**: Use absolute paths only if the user or skill explicitly requires it
+3. **No symlinks**: Never symlink to `~/.openclaw/` unless explicitly requested
+
+## 🛠️ Skill Usage Rules
+
+These rules apply to **all agent runs**, including sub-agents.
+
+### General Guidelines
+
+1. **When using skills**:
+   - If a skill doesn't cover something, stop immediately and report to the user
+   - Document the gap in `SkillBug.md` before asking for clarification
+   - Do not improvise or work around skill limitations
+
+2. **Installing third-party skills**:
+   - Install to `workspace/skills/` by default
+
+3. **Skill compliance**:
+   - Follow the skill's documented steps exactly
+   - Do not "optimize" or skip steps unless the skill explicitly allows it
+   - If a sub-agent deviates from the skill, reject and restart the task
+
+### Sub-Agent Supervision (Critical)
+
+Main agents **must supervise** sub-agent execution:
+
+**Before spawning:**
+- Ensure the task clearly references the skill to use
+
+**During execution:**
+- Check sub-agent logs periodically (every few minutes for long tasks)
+- Verify the sub-agent is following the skill's workflow
+
+**Violations that require immediate rejection:**
+- Skipping required steps
+- Omitting mandatory verifications
+- Fabricating content (code, data, descriptions)
+- Referencing non-existent files or frame numbers
+- "Optimizing" the skill's prescribed workflow
+
+**When rejecting:**
+- State the specific violation
+- Require strict re-execution per the skill
+- Do not allow partial corrections — restart the task
 
 Skills provide your tools. When you need one, check its `SKILL.md`. Keep local notes (camera names, SSH details, voice preferences) in `TOOLS.md`.