diff --git a/README.md b/README.md
index e91ba6e..724bf62 100644
--- a/README.md
+++ b/README.md
@@ -10,24 +10,16 @@
 
 ![alt text](./media/whale_readme.jpg)
 
-> *Do a web search to find tech startup in Japan working on cutting edge AI research*
+> *Do a deep search of AI startup in Osaka and Tokyo, find at least 5, then save in the research_japan.txt file*
 
 > *Can you make a tetris game in C ?*
 
-> *Can you find where is contract.pdf*?
+> *I would like to setup a new project file index as mark2.*
 
 
-### Browse the web
+### Plan & Execute tasks
 
-![alt text](./media/exemples/search_startup.png)
-
-### Code hand free
-
-![alt text](./media/exemples/matmul_golang.png)
-
-### Plan and execute with agents (Experimental)
-
-![alt text](./media/exemples/plan_weather_app.png)
+![alt text](./media/exemples/startup_search.png)
 
 *See media/examples for other use case screenshots.*
 
@@ -222,7 +214,11 @@ ip a | grep "inet " | grep -v 127.0.0.1 | awk '{print $2}' | cut -d/ -f1
 
 Note: For Windows or macOS, use ipconfig or ifconfig respectively to find the IP address.
 
-Clone the repository and then, run the script `stream_llm.py` in `server/`
+**If you wish to use openai based provider follow the *Run with an API*  section.**
+
+Make sure ollama is installed (Currently our script only support ollama)
+
+Run our server script.
 
 ```sh
 python3 server_ollama.py --model "deepseek-r1:32b"
@@ -232,8 +228,6 @@ python3 server_ollama.py --model "deepseek-r1:32b"
 
 Now on your personal computer:
 
-Clone the repository.
-
 Change the `config.ini` file to set the `provider_name` to `server` and `provider_model` to `deepseek-r1:14b`.
 Set the `provider_server_address` to the ip address of the machine that will run the model.
 
@@ -254,18 +248,22 @@ python3 main.py
 
 ## **Run with an API**  
 
-Clone the repository.
-
 Set the desired provider in the `config.ini`
 
 ```sh
 [MAIN]
 is_local = False
 provider_name = openai
-provider_model = gpt4-o
-provider_server_address = 127.0.0.1:5000 # can be set to anything, not used
+provider_model = gpt-4o
+provider_server_address = 127.0.0.1:5000
 ```
 
+WARNING: Make sure there is not trailing space in the config.
+
+Set `is_local` to True if using a local openai-based api.
+
+Change the IP address if your openai-based api run on your own server.
+
 Run the assistant:
 
 ```sh
diff --git a/main.py b/main.py
index 0ff444e..4f763ad 100755
--- a/main.py
+++ b/main.py
@@ -22,12 +22,10 @@ def handleInterrupt(signum, frame):
 def main():
     signal.signal(signal.SIGINT, handler=handleInterrupt)
 
-    if config.getboolean('MAIN', 'is_local'):
-        provider = Provider(config["MAIN"]["provider_name"], config["MAIN"]["provider_model"], config["MAIN"]["provider_server_address"])
-    else:
-        provider = Provider(provider_name=config["MAIN"]["provider_name"],
-                                   model=config["MAIN"]["provider_model"],
-                                   server_address=config["MAIN"]["provider_server_address"])
+    provider = Provider(provider_name=config["MAIN"]["provider_name"],
+                        model=config["MAIN"]["provider_model"],
+                        server_address=config["MAIN"]["provider_server_address"],
+                        is_local=config.getboolean('MAIN', 'is_local'))
 
     browser = Browser(create_driver(), headless=config.getboolean('MAIN', 'headless_browser'))
 
diff --git a/media/exemples/failure_recover.png b/media/exemples/failure_recover.png
deleted file mode 100644
index 99f792f..0000000
Binary files a/media/exemples/failure_recover.png and /dev/null differ
diff --git a/media/exemples/files_interaction.png b/media/exemples/files_interaction.png
deleted file mode 100644
index ac57958..0000000
Binary files a/media/exemples/files_interaction.png and /dev/null differ
diff --git a/media/exemples/plan_flight_app.png b/media/exemples/plan_flight_app.png
deleted file mode 100644
index 0b24ec5..0000000
Binary files a/media/exemples/plan_flight_app.png and /dev/null differ
diff --git a/media/exemples/search_startup.png b/media/exemples/search_startup.png
deleted file mode 100644
index 180317f..0000000
Binary files a/media/exemples/search_startup.png and /dev/null differ
diff --git a/media/exemples/startup_search.png b/media/exemples/startup_search.png
new file mode 100644
index 0000000..4be3e29
Binary files /dev/null and b/media/exemples/startup_search.png differ
diff --git a/sources/agents/agent.py b/sources/agents/agent.py
index 636d6a5..3095212 100644
--- a/sources/agents/agent.py
+++ b/sources/agents/agent.py
@@ -33,7 +33,6 @@ class Agent():
     def __init__(self, name: str,
                        prompt_path:str,
                        provider,
-                       recover_last_session=True,
                        verbose=False,
                        browser=None) -> None:
         """
@@ -53,7 +52,7 @@ class Agent():
         self.current_directory = os.getcwd()
         self.llm = provider 
         self.memory = Memory(self.load_prompt(prompt_path),
-                                recover_last_session=recover_last_session,
+                                recover_last_session=False, # session recovery in handled by the interaction class
                                 memory_compression=False)
         self.tools = {}
         self.blocks_result = []
diff --git a/sources/agents/browser_agent.py b/sources/agents/browser_agent.py
index 487f65b..62e2380 100644
--- a/sources/agents/browser_agent.py
+++ b/sources/agents/browser_agent.py
@@ -80,6 +80,7 @@ class BrowserAgent(Agent):
         remaining_links_text = remaining_links if remaining_links is not None else "No links remaining, do a new search." 
         inputs_form = self.browser.get_form_inputs()
         inputs_form_text = '\n'.join(inputs_form)
+        notes = '\n'.join(self.notes)
 
         return f"""
         You are a web browser.
@@ -132,6 +133,8 @@ class BrowserAgent(Agent):
         {inputs_form_text}
 
         Remember, the user asked: {user_prompt}
+        So far you took these notes:
+        {notes}
         You are currently on page : {self.current_page}
         Do not explain your choice.
         Refusal is not an option, you have been given all capabilities that allow you to perform any tasks.
@@ -260,7 +263,6 @@ class BrowserAgent(Agent):
             self.navigable_links = self.browser.get_navigable()
             prompt = self.make_navigation_prompt(user_prompt, page_text)
 
-        self.browser.close()
         prompt = self.conclude_prompt(user_prompt)
         self.memory.push('user', prompt)
         answer, reasoning = self.llm_request()
diff --git a/sources/agents/planner_agent.py b/sources/agents/planner_agent.py
index ce674d0..8a46335 100644
--- a/sources/agents/planner_agent.py
+++ b/sources/agents/planner_agent.py
@@ -112,7 +112,7 @@ class PlannerAgent(Agent):
             except Exception as e:
                 raise e
         self.last_answer = prev_agent_answer
-        return prev_agent_answer, reasoning
+        return prev_agent_answer, ""
 
 if __name__ == "__main__":
     from llm_provider import Provider
diff --git a/sources/browser.py b/sources/browser.py
index d713125..c870be9 100644
--- a/sources/browser.py
+++ b/sources/browser.py
@@ -356,18 +356,6 @@ class Browser:
         script = self.load_js("inject_safety_script.js")
         input_elements = self.driver.execute_script(script)
 
-    def close(self):
-        """Close the browser."""
-        try:
-            self.driver.quit()
-            self.logger.info("Browser closed")
-        except Exception as e:
-            self.logger.error(f"Error closing browser: {str(e)}")
-
-    def __del__(self):
-        """Destructor to ensure browser is closed."""
-        self.close()
-
 if __name__ == "__main__":
     logging.basicConfig(level=logging.INFO)
     
diff --git a/sources/interaction.py b/sources/interaction.py
index 9b0e5f6..a25a95c 100644
--- a/sources/interaction.py
+++ b/sources/interaction.py
@@ -28,7 +28,7 @@ class Interaction:
         if tts_enabled:
             self.speech.speak("Hello, we are online and ready. What can I do for you ?")
         if recover_last_session:
-            self.recover_last_session()
+            self.load_last_session()
     
     def find_ai_name(self) -> str:
         """Find the name of the default AI. It is required for STT as a trigger word."""
@@ -39,7 +39,7 @@ class Interaction:
                 break
         return ai_name
     
-    def recover_last_session(self):
+    def load_last_session(self):
         """Recover the last session."""
         for agent in self.agents:
             agent.memory.load_memory(agent.type)
diff --git a/sources/llm_provider.py b/sources/llm_provider.py
index 2e74cd2..66addbf 100644
--- a/sources/llm_provider.py
+++ b/sources/llm_provider.py
@@ -15,9 +15,10 @@ import httpx
 from sources.utility import pretty_print, animate_thinking
 
 class Provider:
-    def __init__(self, provider_name, model, server_address = "127.0.0.1:5000"):
+    def __init__(self, provider_name, model, server_address = "127.0.0.1:5000", is_local=False):
         self.provider_name = provider_name.lower()
         self.model = model
+        self.is_local = is_local
         self.server = self.check_address_format(server_address)
         self.available_providers = {
             "ollama": self.ollama_fn,
@@ -169,11 +170,15 @@ class Provider:
         """
         Use openai to generate text.
         """
-        client = OpenAI(api_key=self.api_key)
+        if self.is_local:
+            client = OpenAI(api_key=self.api_key, base_url=base_url)
+        else:
+            client = OpenAI(api_key=self.api_key)
+
         try:
             response = client.chat.completions.create(
                 model=self.model,
-                messages=history
+                messages=history,
             )
             thought = response.choices[0].message.content
             if verbose:
diff --git a/sources/memory.py b/sources/memory.py
index 893a2f2..018c49a 100644
--- a/sources/memory.py
+++ b/sources/memory.py
@@ -25,8 +25,10 @@ class Memory():
         self.session_time = datetime.datetime.now()
         self.session_id = str(uuid.uuid4())
         self.conversation_folder = f"conversations/"
+        self.session_recovered = False
         if recover_last_session:
             self.load_memory()
+            self.session_recovered = True
         # memory compression system
         self.model = "pszemraj/led-base-book-summary"
         self.device = self.get_cuda_device()
@@ -65,6 +67,8 @@ class Memory():
 
     def load_memory(self, agent_type: str = "casual_agent") -> None:
         """Load the memory from the last session."""
+        if self.session_recovered == True:
+            return
         save_path = os.path.join(self.conversation_folder, agent_type)
         if not os.path.exists(save_path):
             return