完成任务16：编写 04_长期发展/环境保护.md

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+# Self-Improving Agent
+
+A universal self-improvement system that learns from ALL skill experiences and continuously updates the codebase.
+
+## Overview
+
+This agent learns from **every skill interaction** to achieve true lifelong learning. It implements a complete feedback loop with multi-memory architecture, self-correction, and evolution markers.
+
+## Key Features
+
+- **Multi-Memory Architecture**: Semantic + Episodic + Working memory
+- **Universal Learning**: Learns from ALL skills, not just PRDs
+- **Pattern Extraction**: Converts experiences into reusable patterns
+- **Self-Correction**: Fixes skill guidance when errors occur
+- **Self-Validation**: Periodically verifies skill accuracy
+- **Automatic Updates**: Updates related skills based on learned patterns
+- **Confidence Tracking**: Measures pattern reliability over time
+- **Human-in-the-Loop**: Collects feedback to validate improvements
+
+## Memory System
+
+```
+~/.claude/memory/
+├── semantic/       # Patterns, rules, best practices
+├── episodic/       # Specific experiences and episodes
+└── working/        # Current session context
+```
+
+## How It Works
+
+```
+Any Skill Completes
+        ↓
+Extract Experience → Identify Patterns → Update Skills → Consolidate Memory
+        ↓                     ↓                  ↓              ↓
+   What happened?    What can we reuse?   Which skills?    Track metrics
+```
+
+## Installation
+
+```bash
+ln -s ~/path/to/agent-playbook/skills/self-improving-agent ~/.claude/skills/self-improving-agent
+```
+
+## Hooks (Optional)
+
+Wire hooks to capture errors and session-end signals:
+
+```json
+{
+  "hooks": {
+    "PreToolUse": [
+      {
+        "matcher": "Bash|Write|Edit",
+        "hooks": [
+          { "type": "command", "command": "bash ${SKILLS_DIR}/self-improving-agent/hooks/pre-tool.sh \"$TOOL_NAME\" \"$TOOL_INPUT\"" }
+        ]
+      }
+    ],
+    "PostToolUse": [
+      {
+        "matcher": "Bash",
+        "hooks": [
+          { "type": "command", "command": "bash ${SKILLS_DIR}/self-improving-agent/hooks/post-bash.sh \"$TOOL_OUTPUT\" \"$EXIT_CODE\"" }
+        ]
+      }
+    ],
+    "Stop": [
+      {
+        "matcher": "",
+        "hooks": [
+          { "type": "command", "command": "bash ${SKILLS_DIR}/self-improving-agent/hooks/session-end.sh" }
+        ]
+      }
+    ]
+  }
+}
+```
+
+## Triggering
+
+### Automatic
+After ANY skill completes:
+- prd-planner
+- code-reviewer
+- debugger
+- refactoring-specialist
+- etc.
+
+### Manual
+```
+"自我进化"
+"self-improve"
+"分析今天的经验"
+"总结这次教训"
+```
+
+## Example Learning
+
+### Episode
+```yaml
+Skill: debugger
+Situation: Form submission doesn't refresh data
+Root Cause: Empty callback function
+Pattern: Always verify callbacks have implementations
+Confidence: 0.95 → Updates: debugger, prd-implementation-precheck
+```
+
+### Skill Update
+```markdown
+## Auto-Update (2025-01-11)
+
+### Pattern Added
+**Callback Verification**: Always verify that callback functions
+passed as props are not empty and actually execute logic.
+
+**Source**: Episode ep-2025-01-11-003 (3 occurrences)
+**Action**: Added to debugger checklist
+```
+
+## Research Basis
+
+- [SimpleMem: Efficient Lifelong Memory](https://arxiv.org/html/2601.02553v1)
+- [ACM Memory Mechanisms Survey](https://dl.acm.org/doi/10.1145/3748302)
+- [Lifelong Learning of LLM Agents](https://arxiv.org/html/2501.07278v1)
+
+## Templates
+
+Reusable templates live in `skills/self-improving-agent/templates`:
+- `pattern-template.md`
+- `correction-template.md`
+- `validation-template.md`
+
+## License
+
+MIT