diff --git a/media/exemples/advanced_web.png b/media/exemples/advanced_web.png
new file mode 100644
index 0000000..a4b6201
Binary files /dev/null and b/media/exemples/advanced_web.png differ
diff --git a/prompts/browser_agent.txt b/prompts/browser_agent.txt
index 7b35260..52846f4 100644
--- a/prompts/browser_agent.txt
+++ b/prompts/browser_agent.txt
@@ -1,6 +1,21 @@
-You are a browser agent that can search the web for information.
+You are an internet ai that can browse the web for information.
+In fact you are embedded in a browser with selenium.
 
-You can use the following tools:
+If you need to conduct a web search, you can use the following tool:
 - web_search: to search the web for information
 
-TODODODODODOTO
+This is how you can use the web_search tool:
+```web_search
+<query>
+```
+
+This will provide you with a list of links that you can navigate to.
+You can navigate to a specific link by typing the link. For example, If you say:
+"I want to navigate to https://www.google.com"
+
+You will navigate to https://www.google.com
+Any link that you type will be opened in a new tab.
+
+If you want to exit the browser, you can say:
+"REQUEST_EXIT"
+Only exit the browser if you are done browsing.
\ No newline at end of file
diff --git a/sources/agents/browser_agent.py b/sources/agents/browser_agent.py
index ef4add5..8738c79 100644
--- a/sources/agents/browser_agent.py
+++ b/sources/agents/browser_agent.py
@@ -1,3 +1,5 @@
+import re
+import time
 
 from sources.utility import pretty_print, animate_thinking
 from sources.agents.agent import Agent
@@ -16,8 +18,73 @@ class BrowserAgent(Agent):
         self.browser = Browser()
         self.browser.goTo("https://github.com/")
     
+    def make_init_prompt(self, user_prompt: str, search_result: str):
+        return f"""
+        Based on the search result:
+        {search_result}
+        Start browsing and find the information the user want.
+        User: {user_prompt}
+        You must choose a link to navigate to. Say i want to navigate to a <link>.
+        """
+    
+    def extract_links(self, search_result: str):
+        return re.findall(r'https?://[^\s]+', search_result)
+    
+    def make_navigation_prompt(self, user_prompt: str, page_text: str, navigable_links: list):
+        format_links = "\n".join([f"[{i}] {link['text']} - {link['url']}" for i, link in enumerate(navigable_links)])
+        return f"""
+        \nYou are browsing the web. Not the user, you are the browser.
+
+        Page content:
+        {page_text}
+
+        Navigable links:
+        {format_links}
+
+        Remember, you must seek the information the user want.
+        The user query was : {user_prompt}
+
+        You must choose a link to navigate to.
+        If you have an answer and want to exit the browser, please say "REQUEST_EXIT".
+        """
+    
+    def clean_links(self, links: list):
+        links_clean = []
+        for link in links:
+            if link[-1] == '.':
+                links_clean.append(link[:-1])
+            else:
+                links_clean.append(link)
+        return links_clean
+    
     def process(self, prompt, speech_module) -> str:
-        raise NotImplementedError("Browser agent is not implemented yet")
+        complete = False
+
+        animate_thinking(f"Searching...", color="status")
+        search_result = self.tools["web_search"].execute([prompt], False)
+        user_prompt = self.make_init_prompt(prompt, search_result)
+        prompt = user_prompt
+        while not complete:
+            animate_thinking("Thinking...", color="status")
+            self.memory.push('user', user_prompt)
+            answer, reasoning = self.llm_request(prompt)
+            if "REQUEST_EXIT" in answer:
+                complete = True
+                break
+            links = self.extract_links(answer)
+            links_clean = self.clean_links(links)
+            if len(links_clean) == 0:
+                prompt = "Please choose a link to navigate to."
+                continue
+            animate_thinking(f"Navigating to {links[0]}", color="status")
+            speech_module.speak(f"Navigating to {links[0]}")
+            self.browser.goTo(links[0])
+            page_text = self.browser.getText()[:2048]
+            navigable_links = self.browser.getNavigable()[:15]
+            prompt = self.make_navigation_prompt(user_prompt, page_text, navigable_links)
+
+        self.browser.close()
+        return answer, reasoning
 
 if __name__ == "__main__":
     browser = Browser()
\ No newline at end of file
diff --git a/sources/browser.py b/sources/browser.py
index bd0e128..1287def 100644
--- a/sources/browser.py
+++ b/sources/browser.py
@@ -11,7 +11,7 @@ import markdownify
 import logging
 
 class Browser:
-    def __init__(self, headless=True):
+    def __init__(self, headless=False):
         """Initialize the browser with optional headless mode."""
         try:
             chrome_options = Options()
@@ -38,6 +38,10 @@ class Browser:
         except WebDriverException as e:
             self.logger.error(f"Error navigating to {url}: {str(e)}")
             return False
+    
+    def is_sentence(self, text):
+        """Check if the text is a sentence."""
+        return len(text.split(" ")) > 5 and '.' in text
 
     def getText(self):
         """Get page text and convert it to README (Markdown) format."""
@@ -51,7 +55,7 @@ class Browser:
             
             lines = (line.strip() for line in text.splitlines())
             chunks = (phrase.strip() for line in lines for phrase in line.split("  "))
-            text = "\n".join(chunk for chunk in chunks if chunk)
+            text = "\n".join(chunk for chunk in chunks if chunk and self.is_sentence(chunk))
             
             markdown_text = markdownify.markdownify(text, heading_style="ATX")
             
@@ -142,7 +146,7 @@ if __name__ == "__main__":
     browser = Browser(headless=False)
     
     try:
-        browser.goTo("https://github.com/geohot")
+        browser.goTo("https://karpathy.github.io/")
         text = browser.getText()
         print("Page Text in Markdown:")
         print(text)
diff --git a/sources/interaction.py b/sources/interaction.py
index e67211f..96798d6 100644
--- a/sources/interaction.py
+++ b/sources/interaction.py
@@ -100,7 +100,7 @@ class Interaction:
             return
         if self.current_agent != agent:
             self.current_agent = agent
-            # get history from previous agent
+            # get history from previous agent, good ?
             self.current_agent.memory.push('user', self.last_query)
         self.last_answer, _ = agent.process(self.last_query, self.speech)
     
diff --git a/sources/tools/tools.py b/sources/tools/tools.py
index 92acaba..83b4067 100644
--- a/sources/tools/tools.py
+++ b/sources/tools/tools.py
@@ -77,11 +77,11 @@ class Tools():
         return dir_path
 
     @abstractmethod
-    def execute(self, blocks:str, safety:bool) -> str:
+    def execute(self, blocks:[str], safety:bool) -> str:
         """
         Abstract method that must be implemented by child classes to execute the tool's functionality.
         Args:
-            blocks (str): The code or query blocks to execute
+            blocks (List[str]): The codes or queries blocks to execute
             safety (bool): Whenever human intervention is required
         Returns:
             str: The output/result from executing the tool