diff --git a/README.md b/README.md
index 2de3e7a..9fd2748 100644
--- a/README.md
+++ b/README.md
@@ -82,21 +82,15 @@ export OPENAI_API_KEY="your-api-key-here"
 ```
 ├── simple-react-agent/          # Single ReAct agent approach
 │   ├── main.py                  # Main application
-│   ├── log_analyzer.py          # Log analysis tool
-│   ├── loghub/                  # → symlink to ../loghub
+│   ├── custom_tools/            # Custom tools for the agent
 │   └── README.md               # Detailed documentation
 │
 ├── multi-agent-supervisor/      # Multi-agent supervisor approach
 │   ├── main-multi-agent.py     # Multi-agent implementation
-│   ├── loghub/                 # → symlink to ../loghub
+│   ├── agents/                  # Specialized agent implementations
+│   ├── custom_tools/            # Custom tools for agents
 │   └── README.md               # Detailed documentation
 │
-├── loghub/                      # Sample log files
-│   ├── Apache/
-│   ├── Linux/
-│   ├── Nginx/
-│   └── ... (various system logs)
-│
 └── README.md                   # This file
 ```
 
@@ -118,34 +112,26 @@ python main-multi-agent.py
 
 ### Simple ReAct Agent Examples
 ```
-"Analyze the Apache logs for error patterns"
+"Write me a motivational poem"
+"Generate a tech poem about programming"
 "Check disk usage on the system"
-"List all available log files"
-"Find timeline patterns in Linux logs"
+"List files in the current directory"
+"Show system information"
 ```
 
 ### Multi-Agent Supervisor Examples
 ```
-"Nginx returns 502 Bad Gateway - diagnose the issue"
 "Perform a comprehensive system health check"
-"Analyze all services and provide a risk assessment"
+"Analyze system performance and provide recommendations"
 "Check for security vulnerabilities and suggest hardening"
+"Monitor system resources and alert on issues"
 ```
 
-## 🧪 Sample Logs Available
-
-The `loghub/` directory contains sample logs from various systems:
-- **Web Servers**: Apache, Nginx
-- **Operating Systems**: Linux, Mac, Windows
-- **Big Data**: Hadoop, HDFS, Spark
-- **Databases**: Various database logs
-- **Applications**: Health apps, mobile apps
-- **Security**: SSH, authentication logs
 ## 🔍 Decision Guide
 
 **Choose Simple ReAct Agent if:**
 - You're new to LangGraph
-- You need basic log analysis
+- You need basic system administration tasks
 - You have limited computational resources
 - You prefer simplicity and transparency
 - You're building a proof of concept
@@ -170,8 +156,8 @@ The `loghub/` directory contains sample logs from various systems:
 
 Feel free to:
 - Add new specialized agents to the multi-agent system
-- Enhance the log analysis capabilities
-- Add new tools for system administration
+- Enhance the system administration capabilities
+- Add new tools for system management
 - Improve error handling and reliability
 - Add tests and documentation
 
@@ -183,26 +169,21 @@ This project is for educational and demonstration purposes. Modify and use as ne
 
 **Happy system administration with AI! 🤖🔧**
 
-The custom `log_analyzer` tool supports:
-
-- **error_patterns**: Detects error keywords (error, fail, exception, critical, fatal, denied, refused, timeout)
-- **frequency**: Identifies most common log patterns by normalizing timestamps, IPs, and UUIDs
-- **timeline**: Extracts and analyzes timestamp patterns for chronological debugging
-- **summary**: Provides basic statistics and sample content overview
-
 ## 📁 Project Structure
 
 ```
 langgraph-pard0x/
-├── main.py              # Main LangGraph agent
-├── log_analyzer.py      # Custom log analysis tool
-├── loghub/             # Git submodule with log datasets
-│   ├── Linux/
-│   ├── Apache/
-│   ├── OpenSSH/
-│   └── ...
-├── pyproject.toml      # Project dependencies
-└── README.md          # This file
+├── simple-react-agent/         # Single ReAct agent approach
+│   ├── main.py                 # Main application
+│   ├── custom_tools/           # Custom tools for the agent
+│   └── README.md              # Detailed documentation
+├── multi-agent-supervisor/     # Multi-agent supervisor approach
+│   ├── main-multi-agent.py    # Multi-agent implementation
+│   ├── agents/                 # Specialized agent implementations
+│   ├── custom_tools/           # Custom tools for agents
+│   └── README.md              # Detailed documentation
+├── pyproject.toml             # Project dependencies
+└── README.md                  # This file
 ```
 
 ## ⚠️ Safety Note
@@ -220,10 +201,6 @@ This agent has shell access for diagnostic purposes. Use with caution and only i
 - Verify your OpenAI API key has sufficient credits
 - Make sure all dependencies are installed correctly
 
-### Loghub submodule not found
-- Run `git submodule update --init --recursive` to initialize the submodule
-- Ensure you have proper git access to the loghub repository
-
 ## 🤔 Open Questions
 
 This project raises several interesting technical and architectural questions worth exploring:
diff --git a/multi-agent-supervisor/README.md b/multi-agent-supervisor/README.md
index 1b663ae..a274308 100644
--- a/multi-agent-supervisor/README.md
+++ b/multi-agent-supervisor/README.md
@@ -62,7 +62,10 @@ User Input → Supervisor → Specialized Agents → Aggregated Response
 ## Files
 
 - `main-multi-agent.py`: Complete multi-agent supervisor implementation
-- `loghub/`: Symbolic link to log files directory
+- `agents/`: Directory containing specialized agent implementations
+- `custom_tools/`: Custom tools used by the agents
+- `supervisor.py`: Supervisor agent coordination logic
+- `utils.py`: Utility functions and configurations
 
 ## Usage