Fixed the broken links in readme.md file (Bug request : 3200) (#3206)

Co-authored-by: Tao Sun <168447269+fengju0213@users.noreply.github.com>
Co-authored-by: Wendong-Fan <133094783+Wendong-Fan@users.noreply.github.com>

Author: 3 people

README.md

@@ -299,10 +299,10 @@ We provide a [![Google Colab](https://colab.research.google.com/assets/colab-bad
 
 Explore different types of agents, their roles, and their applications.
 
-- **[Creating Your First Agent](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agent.html)**
-- **[Creating Your First Agent Society](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agents_society.html)**
-- **[Embodied Agents](https://docs.camel-ai.org/cookbooks/advanced_features/embodied_agents.html)**
-- **[Critic Agents](https://docs.camel-ai.org/cookbooks/advanced_features/critic_agents_and_tree_search.html)**
+- **[Creating Your First Agent](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agent)**
+- **[Creating Your First Agent Society](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agents_society)**
+- **[Embodied Agents](https://docs.camel-ai.org/cookbooks/advanced_features/embodied_agents)**
+- **[Critic Agents](https://docs.camel-ai.org/cookbooks/advanced_features/critic_agents_and_tree_search)**
 
 ### Seeking Help
 
@@ -323,19 +323,19 @@ Core components and utilities to build, operate, and enhance CAMEL-AI agents and
 
 | Module | Description |
 |:---|:---|
-| **[Agents](https://docs.camel-ai.org/key_modules/agents.html)** | Core agent architectures and behaviors for autonomous operation. |
-| **[Agent Societies](https://docs.camel-ai.org/key_modules/society.html)** | Components for building and managing multi-agent systems and collaboration. |
-| **[Data Generation](https://docs.camel-ai.org/key_modules/datagen.html)** | Tools and methods for synthetic data creation and augmentation. |
-| **[Models](https://docs.camel-ai.org/key_modules/models.html)** | Model architectures and customization options for agent intelligence. |
-| **[Tools](https://docs.camel-ai.org/key_modules/tools.html)** | Tools integration for specialized agent tasks. |
-| **[Memory](https://docs.camel-ai.org/key_modules/memory.html)** | Memory storage and retrieval mechanisms for agent state management. |
-| **[Storage](https://docs.camel-ai.org/key_modules/storages.html)** | Persistent storage solutions for agent data and states. |
+| **[Agents](https://docs.camel-ai.org/key_modules/agents)** | Core agent architectures and behaviors for autonomous operation. |
+| **[Agent Societies](https://docs.camel-ai.org/key_modules/society)** | Components for building and managing multi-agent systems and collaboration. |
+| **[Data Generation](https://docs.camel-ai.org/key_modules/datagen)** | Tools and methods for synthetic data creation and augmentation. |
+| **[Models](https://docs.camel-ai.org/key_modules/models)** | Model architectures and customization options for agent intelligence. |
+| **[Tools](https://docs.camel-ai.org/key_modules/tools)** | Tools integration for specialized agent tasks. |
+| **[Memory](https://docs.camel-ai.org/key_modules/memory)** | Memory storage and retrieval mechanisms for agent state management. |
+| **[Storage](https://docs.camel-ai.org/key_modules/storages)** | Persistent storage solutions for agent data and states. |
 | **[Benchmarks](https://github.com/camel-ai/camel/tree/master/camel/benchmarks)** | Performance evaluation and testing frameworks. |
-| **[Interpreters](https://docs.camel-ai.org/key_modules/interpreters.html)** | Code and command interpretation capabilities. |
-| **[Data Loaders](https://docs.camel-ai.org/key_modules/loaders.html)** | Data ingestion and preprocessing tools. |
-| **[Retrievers](https://docs.camel-ai.org/key_modules/retrievers.html)** | Knowledge retrieval and RAG components. |
+| **[Interpreters](https://docs.camel-ai.org/key_modules/interpreters)** | Code and command interpretation capabilities. |
+| **[Data Loaders](https://docs.camel-ai.org/key_modules/loaders)** | Data ingestion and preprocessing tools. |
+| **[Retrievers](https://docs.camel-ai.org/key_modules/retrievers)** | Knowledge retrieval and RAG components. |
 | **[Runtime](https://github.com/camel-ai/camel/tree/master/camel/runtime)** | Execution environment and process management. |
-| **[Human-in-the-Loop](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_human_in_loop_and_tool_approval.html)** | Interactive components for human oversight and intervention. |
+| **[Human-in-the-Loop](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_human_in_loop_and_tool_approval)** | Interactive components for human oversight and intervention. |
 ---
 
 ## Research
@@ -396,7 +396,7 @@ We believe that studying these agents on a large scale offers valuable insights
 
 ### 1. Utilize Various LLMs as Backends
 
-For more details, please see our [`Models Documentation`](https://docs.camel-ai.org/key_modules/models.html#).
+For more details, please see our [`Models Documentation`](https://docs.camel-ai.org/key_modules/models#).
 
 > **Data (Hosted on Hugging Face)**
 
@@ -425,42 +425,42 @@ Practical guides and tutorials for implementing specific functionalities in CAME
 ### 1. Basic Concepts
 | Cookbook | Description |
 |:---|:---|
-| **[Creating Your First Agent](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agent.html)** | A step-by-step guide to building your first agent. |
-| **[Creating Your First Agent Society](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agents_society.html)** | Learn to build a collaborative society of agents. |
-| **[Message Cookbook](https://docs.camel-ai.org/cookbooks/basic_concepts/agents_message.html)** | Best practices for message handling in agents. |
+| **[Creating Your First Agent](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agent)** | A step-by-step guide to building your first agent. |
+| **[Creating Your First Agent Society](https://docs.camel-ai.org/cookbooks/basic_concepts/create_your_first_agents_society)** | Learn to build a collaborative society of agents. |
+| **[Message Cookbook](https://docs.camel-ai.org/cookbooks/basic_concepts/agents_message)** | Best practices for message handling in agents. |
 
 ### 2. Advanced Features
 | Cookbook | Description |
 |:---|:---|
-| **[Tools Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_tools.html)** | Integrating tools for enhanced functionality. |
-| **[Memory Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_memory.html)** | Implementing memory systems in agents. |
-| **[RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_rag.html)** | Recipes for Retrieval-Augmented Generation. |
-| **[Graph RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_graph_rag.html)** | Leveraging knowledge graphs with RAG. |
-| **[Track CAMEL Agents with AgentOps](https://docs.camel-ai.org/cookbooks/advanced_features/agents_tracking.html)** | Tools for tracking and managing agents in operations. |
+| **[Tools Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_tools)** | Integrating tools for enhanced functionality. |
+| **[Memory Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_memory)** | Implementing memory systems in agents. |
+| **[RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_rag)** | Recipes for Retrieval-Augmented Generation. |
+| **[Graph RAG Cookbook](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_graph_rag)** | Leveraging knowledge graphs with RAG. |
+| **[Track CAMEL Agents with AgentOps](https://docs.camel-ai.org/cookbooks/advanced_features/agents_tracking)** | Tools for tracking and managing agents in operations. |
 
 ### 3. Model Training & Data Generation
 | Cookbook | Description |
 |:---|:---|
-| **[Data Generation with CAMEL and Finetuning with Unsloth](https://docs.camel-ai.org/cookbooks/data_generation/sft_data_generation_and_unsloth_finetuning_Qwen2_5_7B.html)** | Learn how to generate data with CAMEL and fine-tune models effectively with Unsloth. |
-| **[Data Gen with Real Function Calls and Hermes Format](https://docs.camel-ai.org/cookbooks/data_generation/data_gen_with_real_function_calls_and_hermes_format.html)** | Explore how to generate data with real function calls and the Hermes format. |
-| **[CoT Data Generation and Upload Data to Huggingface](https://docs.camel-ai.org/cookbooks/data_generation/distill_math_reasoning_data_from_deepseek_r1.html)** | Uncover how to generate CoT data with CAMEL and seamlessly upload it to Huggingface. |
-| **[CoT Data Generation and SFT Qwen with Unsolth](https://docs.camel-ai.org/cookbooks/data_generation/cot_data_gen_sft_qwen_unsolth_upload_huggingface.html)** | Discover how to generate CoT data using CAMEL and SFT Qwen with Unsolth, and seamlessly upload your data and model to Huggingface. |
+| **[Data Generation with CAMEL and Finetuning with Unsloth](https://docs.camel-ai.org/cookbooks/data_generation/sft_data_generation_and_unsloth_finetuning_Qwen2_5_7B)** | Learn how to generate data with CAMEL and fine-tune models effectively with Unsloth. |
+| **[Data Gen with Real Function Calls and Hermes Format](https://docs.camel-ai.org/cookbooks/data_generation/data_gen_with_real_function_calls_and_hermes_format)** | Explore how to generate data with real function calls and the Hermes format. |
+| **[CoT Data Generation and Upload Data to Huggingface](https://docs.camel-ai.org/cookbooks/data_generation/distill_math_reasoning_data_from_deepseek_r1)** | Uncover how to generate CoT data with CAMEL and seamlessly upload it to Huggingface. |
+| **[CoT Data Generation and SFT Qwen with Unsolth](https://docs.camel-ai.org/cookbooks/data_generation/cot_data_gen_sft_qwen_unsolth_upload_huggingface)** | Discover how to generate CoT data using CAMEL and SFT Qwen with Unsolth, and seamlessly upload your data and model to Huggingface. |
 
 ### 4. Multi-Agent Systems & Applications
 | Cookbook | Description |
 |:---|:---|
-| **[Role-Playing Scraper for Report & Knowledge Graph Generation](https://docs.camel-ai.org/cookbooks/applications/roleplaying_scraper.html)** | Create role-playing agents for data scraping and reporting. |
-| **[Create A Hackathon Judge Committee with Workforce](https://docs.camel-ai.org/cookbooks/multi_agent_society/workforce_judge_committee.html)** | Building a team of agents for collaborative judging. |
-| **[Dynamic Knowledge Graph Role-Playing: Multi-Agent System with dynamic, temporally-aware knowledge graphs](https://docs.camel-ai.org/cookbooks/applications/dyamic_knowledge_graph.html)** |  Builds dynamic, temporally-aware knowledge graphs for financial applications using a multi-agent system. It processes financial reports, news articles, and research papers to help traders analyze data, identify relationships, and uncover market insights. The system also utilizes diverse and optional element node deduplication techniques to ensure data integrity and optimize graph structure for financial decision-making. |
-| **[Customer Service Discord Bot with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_SambaNova_with_agentic_RAG.html)** | Learn how to build a robust customer service bot for Discord using Agentic RAG. |
-| **[Customer Service Discord Bot with Local Model](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_local_model_with_agentic_RAG.html)** | Learn how to build a robust customer service bot for Discord using Agentic RAG which supports local deployment. |
+| **[Role-Playing Scraper for Report & Knowledge Graph Generation](https://docs.camel-ai.org/cookbooks/applications/roleplaying_scraper)** | Create role-playing agents for data scraping and reporting. |
+| **[Create A Hackathon Judge Committee with Workforce](https://docs.camel-ai.org/cookbooks/multi_agent_society/workforce_judge_committee)** | Building a team of agents for collaborative judging. |
+| **[Dynamic Knowledge Graph Role-Playing: Multi-Agent System with dynamic, temporally-aware knowledge graphs](https://docs.camel-ai.org/cookbooks/advanced_features/agents_with_dkg)** |  Builds dynamic, temporally-aware knowledge graphs for financial applications using a multi-agent system. It processes financial reports, news articles, and research papers to help traders analyze data, identify relationships, and uncover market insights. The system also utilizes diverse and optional element node deduplication techniques to ensure data integrity and optimize graph structure for financial decision-making. |
+| **[Customer Service Discord Bot with Agentic RAG](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_SambaNova_with_agentic_RAG)** | Learn how to build a robust customer service bot for Discord using Agentic RAG. |
+| **[Customer Service Discord Bot with Local Model](https://docs.camel-ai.org/cookbooks/applications/customer_service_Discord_bot_using_local_model_with_agentic_RAG)** | Learn how to build a robust customer service bot for Discord using Agentic RAG which supports local deployment. |
 
 ### 5. Data Processing
 | Cookbook | Description |
 |:---|:---|
-| **[Video Analysis](https://docs.camel-ai.org/cookbooks/data_processing/video_analysis.html)** | Techniques for agents in video data analysis. |
-| **[3 Ways to Ingest Data from Websites with Firecrawl](https://docs.camel-ai.org/cookbooks/data_processing/ingest_data_from_websites_with_Firecrawl.html)** | Explore three methods for extracting and processing data from websites using Firecrawl. |
-| **[Create AI Agents that work with your PDFs](https://docs.camel-ai.org/cookbooks/data_processing/agent_with_chunkr_for_pdf_parsing.html)** | Learn how to create AI agents that work with your PDFs using Chunkr and Mistral AI. |
+| **[Video Analysis](https://docs.camel-ai.org/cookbooks/data_processing/video_analysis)** | Techniques for agents in video data analysis. |
+| **[3 Ways to Ingest Data from Websites with Firecrawl](https://docs.camel-ai.org/cookbooks/data_processing/ingest_data_from_websites_with_Firecrawl)** | Explore three methods for extracting and processing data from websites using Firecrawl. |
+| **[Create AI Agents that work with your PDFs](https://docs.camel-ai.org/cookbooks/data_processing/agent_with_chunkr_for_pdf_parsing)** | Learn how to create AI agents that work with your PDFs using Chunkr and Mistral AI. |
 
 <br>
 
@@ -625,4 +625,4 @@ The source code is licensed under Apache 2.0.
 [package-download-url]: https://pypi.org/project/camel-ai
 [join-us]:https://eigent-ai.notion.site/eigent-ai-careers
 [join-us-image]:https://img.shields.io/badge/Join%20Us-yellow?style=plastic
-[image-join-us]: https://camel-ai.github.io/camel_asset/graphics/join_us.png
+[image-join-us]: https://camel-ai.github.io/camel_asset/graphics/join_us.png