docs(weekly-update): update weekly updates (#89)

* weekly doc update

* to pass lint

Author: BinWang28

config/agent_prompts/main_agent_prompt_deepseek.py

@@ -5,7 +5,7 @@
 
 class MainAgentPromptBoxedDeepSeek(BaseAgentPrompt):
     """
-        Adapted from MainAgentPromptBoxedAnswer. Since the tool-use is DeepSeek format, we remove the <use_mcp_tool> tags and its corresponding format instructions.
+    Adapted from MainAgentPromptBoxedAnswer. Since the tool-use is DeepSeek format, we remove the <use_mcp_tool> tags and its corresponding format instructions.
     """
 
     def __init__(self, *args, **kwargs):

config/agent_prompts/sub_worker.py

@@ -377,4 +377,4 @@ def generate_system_prompt_with_mcp_tools(
 
 """
 
-        return prompt
+        return prompt

docs/mkdocs/docs/all_about_agents.md

@@ -272,6 +272,15 @@ Welcome to our comprehensive resource collection for AI agents. This page curate
 **P084** - HackWorld: Evaluating Computer-Use Agents on Exploiting Web Application Vulnerabilities
     - [:material-file-document: Paper](https://arxiv.org/abs/2510.12200)
 
+**P085** - Deep Research Brings Deeper Harm
+    - [:material-file-document: Paper](https://arxiv.org/abs/2510.11851)
+
+
+A\textsuperscript{2}FM: An Adaptive Agent Foundation Model for Tool-Aware Hybrid Reasoning, https://arxiv.org/abs/2510.12838
+
+DeepPlanner: Scaling Planning Capability for Deep Research Agents via Advantage Shaping, https://arxiv.org/abs/2510.12979
+
+
 
 ---
 
@@ -400,6 +409,9 @@ Welcome to our comprehensive resource collection for AI agents. This page curate
 **E031** - A Comprehensive Survey on Benchmarks and Solutions in Software Engineering of LLM-Empowered Agentic System
     - [:material-file-document: Paper](https://arxiv.org/abs/2510.09721)
 
+**E032** - Holistic Agent Leaderboard: The Missing Infrastructure for AI Agent Evaluation
+    - [:material-file-document: Paper](https://arxiv.org/abs/2510.11977)
+
 
 ---
 

docs/mkdocs/docs/index.md

@@ -18,12 +18,19 @@
 
     **Oct 2025** - 
 
-    
+    **Week 2**
+
+    - 🌐 Added support for BrowseComp-ZH (Chinese) evaluation benchmark [#88](https://github.com/MiroMindAI/MiroFlow/pull/88)
+    - 🤖 Added support for DeepSeek V3.1 with OpenRouter and tool call format [#86](https://github.com/MiroMindAI/MiroFlow/pull/86)
+    - 🚶 Added support for WebWalkerQA dataset evaluation [#84](https://github.com/MiroMindAI/MiroFlow/pull/84)
+    - 📖 Updated documentation for reading and audio tools [#83](https://github.com/MiroMindAI/MiroFlow/pull/83)
     - 📝 Added support for HLE-Text evaluation benchmark [#81](https://github.com/MiroMindAI/MiroFlow/pull/81)
     - 🧠 Added support for HLE (Humanity's Last Exam) benchmark [#79](https://github.com/MiroMindAI/MiroFlow/pull/79)
     - 🌐 Added support for BrowseComp-EN evaluation benchmark [#78](https://github.com/MiroMindAI/MiroFlow/pull/78)
     - 🔌 Added support for MiroAPI integration [#76](https://github.com/MiroMindAI/MiroFlow/pull/76)
 
+    **Week 1**
+    
     - 📊 Added support for FinSearchComp evaluation benchmark [#51](https://github.com/MiroMindAI/MiroFlow/pull/51)
     - 🔍 Added support for XBench-DS (Deep Search) evaluation [#47](https://github.com/MiroMindAI/MiroFlow/pull/47)
     - 🧠 Updated o3 hints and summary to more models [#58](https://github.com/MiroMindAI/MiroFlow/pull/58)

src/llm/providers/deepseek_openrouter_client.py

@@ -97,7 +97,7 @@ async def _create_message(
             processed_messages = messages_copy
         else:
             processed_messages = self._apply_cache_control(messages_copy)
-        
+
         # For deepseek, we need to explicitly specify the tool list and add it to the messages
         tool_list = await self.convert_tool_definition_to_tool_call(tools_definitions)