feat: 添加 context_rewrite 工具并清理工具限制器死配置

- 新增 context_rewrite 工具：允许 AI 在单轮内压缩工具调用上下文
- 清理 persona_query_max 和 task_query_max 死配置（commit 9be60ba 引入）
- 同步全栈：后端/前端/文档/测试 18 个文件
- 测试：70/70 通过

docs/en/api.md

@@ -472,12 +472,11 @@ asyncio.run(main())
 
 | Category | Operation | Per-Turn Limit |
 |----------|-----------|---------------|
-| Persona graph | Query | 1 time |
 | Persona graph | Modify | 1 time |
-| Working memory chain | Query | 4 times |
-| Working memory chain | Modify | 2 times |
+| Working memory chain | Modify | 5 times |
 | General memory | Query | 20 times |
 | General memory | Modify | 10 times |
+| Context compression | Query | Counted as general memory query |
 
 ### Reset Mechanism
 

docs/en/architecture.md

@@ -32,7 +32,7 @@ TrulyMEM-TrueHumanMEM/
 │   ├── services/       # Service layer (config only)
 │   ├── handlers/      # Event handlers
 │   └── styles/         # Style files
-└── tests/              # Tests (42 tests)
+└── tests/              # Tests (54 tests)
 ```
 
 ## Architecture Diagram
@@ -146,13 +146,14 @@ def main():
 
 ## Tool System
 
-### Memory Tools (6)
+### Memory Tools (7)
 - `memory_recall` - Retrieve memory
 - `memory_commit` - Write memory
 - `memory_purge` - Delete memory
 - `memory_introspect` - View status
 - `memory_archive` - Archive memory
 - `memory_cleanup` - Clean data
+- `context_rewrite` - Compress single-turn tool call context (experimental)
 
 ### Persona Tools (2)
 - `persona_update` - Update persona
@@ -166,6 +167,19 @@ def main():
 
 ---
 
+## Tool Call Limits
+
+| Category | Operation | Per-Turn Limit |
+|----------|-----------|---------------|
+| Persona graph | Modify | 1 time |
+| Working memory chain | Modify | 5 times |
+| General memory | Query | 20 times |
+| General memory | Modify | 10 times |
+
+> Note: `memory_recall` is uniformly counted as general memory query, no longer distinguished by persona/working memory queries.
+
+---
+
 ## Error Handling Principle
 
 All APIs **do not throw exceptions**, errors are passed via return dictionary:

docs/en/memory.md

@@ -25,6 +25,14 @@ All memory must be written to the graph database:
 All memory must be read from:
 - `memory_recall` - Retrieve memory
 
+### Working Memory Management (Experimental)
+
+`context_rewrite` allows AI to proactively compress tool call context within a single turn:
+- Distills verbose JSON tool results into concise natural language summaries
+- Summary must include which tools were called and how many calls are summarized
+- After system validates the format, replaces `messages_history` with `[user message, summary]`
+- Ensures LLM retains meta-cognition (knows "I called tools") while reducing JSON noise
+
 ---
 
 ## Mandatory Execution Flow (Per Turn)