diff --git a/sources/agents/browser_agent.py b/sources/agents/browser_agent.py
index 2cdaec8..fa5e8c3 100644
--- a/sources/agents/browser_agent.py
+++ b/sources/agents/browser_agent.py
@@ -19,7 +19,7 @@ class BrowserAgent(Agent):
         self.browser.go_to("https://github.com/")
         self.search_history = []
         self.navigable_links = []
-        self.ai_notes = []
+        self.notes = []
     
 
     def extract_links(self, search_result: str):
@@ -42,13 +42,14 @@ class BrowserAgent(Agent):
     def get_unvisited_links(self):
         return "\n".join([f"[{i}] {link}" for i, link in enumerate(self.navigable_links) if link not in self.search_history])
 
-    def make_newsearch_prompt(self, user_prompt: str, search_result: str):
+    def make_newsearch_prompt(self, user_prompt: str, search_result: dict):
+        search_choice = self.stringify_search_results(search_result)
         return f"""
-        Based on the search result: {search_result}
+        Based on the search result:
+        {search_choice}
         Your goal is to find accurate and complete information to satisfy the user’s request.
         User request: {user_prompt}
         To proceed, choose a relevant link from the search results. Announce your choice by saying: "I want to navigate to <link>."
-        For example: "I want to navigate to geohot.github.io."
         Do not explain your choice.
         """
     
@@ -67,9 +68,13 @@ class BrowserAgent(Agent):
         If no link seem appropriate, please say "GO_BACK".
         Remember, you seek the information the user want.
         The user query was : {user_prompt}
-        If you found a clear answer, please say "REQUEST_EXIT".
-        You must choose a link to navigate to, go back or exit.
-        Do not explain your choice.
+        You must choose a link (write it down) to navigate to, go go back.
+        For exemple you can say: i want to go to www.events.org/events
+        Always end with a sentence that summarize your finding for exemple:
+        Summary: According to https://karpathy.github.io/ LeCun net is the earliest real-world application of a neural net"
+        Another exemple:
+        Summary: the BBC website does not provide useful informations.
+        Do not explain your choice, be short, concise.
         """
     
     def llm_decide(self, prompt):
@@ -82,41 +87,74 @@ class BrowserAgent(Agent):
         return answer, reasoning
     
     def select_unvisited(self, search_result):
-        results_arr = search_result.split('\n\n') 
         results_unvisited = []
-        for res in results_arr:
-            for his in self.search_history:
-                if his not in res:
-                    results_unvisited.append(res) 
+        for res in search_result:
+            if res["link"] not in self.search_history:
+                results_unvisited.append(res) 
         return results_unvisited
+
+    def jsonify_search_results(self, results_string):
+        result_blocks = results_string.split("\n\n")
+        parsed_results = []
+        for block in result_blocks:
+            if not block.strip():
+                continue
+            lines = block.split("\n")
+            result_dict = {}
+            for line in lines:
+                if line.startswith("Title:"):
+                    result_dict["title"] = line.replace("Title:", "").strip()
+                elif line.startswith("Snippet:"):
+                    result_dict["snippet"] = line.replace("Snippet:", "").strip()
+                elif line.startswith("Link:"):
+                    result_dict["link"] = line.replace("Link:", "").strip()
+            if result_dict:
+                parsed_results.append(result_dict)
+        return parsed_results 
     
+    def stringify_search_results(self, results_arr):
+        return '\n\n'.join([f"Link: {res['link']}" for res in results_arr])
+    
+    def save_notes(self, text):
+        lines = text.split('\n')
+        for line in line
+            if "summary:" in line:
+                self.notes.append(line)
+
     def process(self, user_prompt, speech_module) -> str:
         complete = False
 
         animate_thinking(f"Searching...", color="status")
-        search_result = self.tools["web_search"].execute([user_prompt], False)
+        search_result_raw = self.tools["web_search"].execute([user_prompt], False)
+        search_result = self.jsonify_search_results(search_result_raw)
         prompt = self.make_newsearch_prompt(user_prompt, search_result)
+        unvisited = [None]
         while not complete:
             answer, reasoning = self.llm_decide(prompt)
+            self.save_notes(answer)
             if "REQUEST_EXIT" in answer:
                 complete = True
                 break
             links = self.extract_links(answer)
             if len(links) == 0 or "GO_BACK" in answer:
-                search_result_unvisited = self.select_unvisited(search_result)
-                prompt = self.make_newsearch_prompt(user_prompt, search_result)
-                pretty_print("No links found, doing a new search.", color="warning")
+                unvisited = self.select_unvisited(search_result)
+                prompt = self.make_newsearch_prompt(user_prompt, unvisited)
+                pretty_print(f"Going back to results. Still {len(unvisited)}", color="warning")
+                links = []
                 continue
+            if len(unvisited) == 0:
+                break
             animate_thinking(f"Navigating to {links[0]}", color="status")
             speech_module.speak(f"Navigating to {links[0]}")
             self.browser.go_to(links[0])
-            page_text = self.browser.get_text()
             self.search_history.append(links[0])
+            page_text = self.browser.get_text()
             self.navigable_links = self.browser.get_navigable()
             prompt = self.make_navigation_prompt(user_prompt, page_text)
 
         speech_module.speak(answer)
         self.browser.close()
+        print("Final notes:", notes)
         return answer, reasoning
 
 if __name__ == "__main__":
diff --git a/sources/agents/casual_agent.py b/sources/agents/casual_agent.py
index 314c3b8..d99eda9 100644
--- a/sources/agents/casual_agent.py
+++ b/sources/agents/casual_agent.py
@@ -18,7 +18,7 @@ class CasualAgent(Agent):
             "file_finder": FileFinder(),
             "bash": BashInterpreter()
         }
-        self.role = "talking, advices, events and philosophical"
+        self.role = "casual talking"
     
     def process(self, prompt, speech_module) -> str:
         complete = False
diff --git a/sources/tools/webSearch.py b/sources/tools/webSearch.py
index 6b2e91b..07bb075 100644
--- a/sources/tools/webSearch.py
+++ b/sources/tools/webSearch.py
@@ -91,7 +91,7 @@ class webSearch(Tools):
                         title = result.get("title", "No title")
                         snippet = result.get("snippet", "No snippet available")
                         link = result.get("link", "No link available")
-                        results.append(f"Title: {title}\nSnippet: {snippet}\nLink: {link}")
+                        results.append(f"Title:{title}\nSnippet:{snippet}\nLink:{link}")
                     return "\n\n".join(results)
                 else:
                     return "No results found for the query."