Update Web-LLM.py - patch-update

Web-LLM.py

@@ -1,5 +1,318 @@
+# import sys
+# import msvcrt
+# import os
+# from colorama import init, Fore, Style
+# import logging
+# import time
+# from io import StringIO
+# from Self_Improving_Search import EnhancedSelfImprovingSearch
+# from llm_config import get_llm_config
+# from llm_response_parser import UltimateLLMResponseParser
+# from llm_wrapper import LLMWrapper
+# from strategic_analysis_parser import StrategicAnalysisParser
+# from research_manager import ResearchManager
+
+# # Initialize colorama
+# if os.name != 'nt':
+#   print("This version is Windows-specific. Please use the Unix version for other operating systems.")
+#   sys.exit(1)
+
+# init()  # Initialize colorama
+
+# # Set up logging
+# log_directory = 'logs'
+# if not os.path.exists(log_directory):
+#   os.makedirs(log_directory)
+
+# logger = logging.getLogger(__name__)
+# logger.setLevel(logging.INFO)
+# log_file = os.path.join(log_directory, 'web_llm.log')
+# file_handler = logging.FileHandler(log_file)
+# formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s')
+# file_handler.setFormatter(formatter)
+# logger.handlers = []
+# logger.addHandler(file_handler)
+# logger.propagate = False
+
+# # Disable other loggers
+# for name in logging.root.manager.loggerDict:
+#   if name != __name__:
+#       logging.getLogger(name).disabled = True
+
+# class OutputRedirector:
+#   def __init__(self, stream=None):
+#       self.stream = stream or StringIO()
+#       self.original_stdout = sys.stdout
+#       self.original_stderr = sys.stderr
+
+#   def __enter__(self):
+#       sys.stdout = self.stream
+#       sys.stderr = self.stream
+#       return self.stream
+
+#   def __exit__(self, exc_type, exc_val, exc_tb):
+#       sys.stdout = self.original_stdout
+#       sys.stderr = self.original_stderr
+
+# def print_header():
+#   print(Fore.CYAN + Style.BRIGHT + """
+#   ╔══════════════════════════════════════════════════════════╗
+#   ║             🌐 Advanced Research Assistant 🤖             ║
+#   ╚══════════════════════════════════════════════════════════╝
+#   """ + Style.RESET_ALL)
+#   print(Fore.YELLOW + """
+#   Welcome to the Advanced Research Assistant!
+
+#   Commands:
+#   - For web search: start message with '/'
+#     Example: "/latest news on AI advancements"
+
+#   - For research mode: start message with '@'
+#     Example: "@analyze the impact of AI on healthcare"
+
+#   Press CTRL+Z to submit input.
+#   """ + Style.RESET_ALL)
+
+# def get_multiline_input() -> str:
+#     """Windows-compatible multiline input handler with improved reliability"""
+#     print(f"{Fore.GREEN}📝 Enter your message (Press CTRL+Z to submit):{Style.RESET_ALL}")
+#     lines = []
+#     current_line = ""
+
+#     try:
+#         while True:
+#             if msvcrt.kbhit():
+#                 char = msvcrt.getch()
+                
+#                 # Convert bytes to string for comparison
+#                 char_code = ord(char)
+                
+#                 # CTRL+Z detection (Windows EOF)
+#                 if char_code == 26:  # ASCII code for CTRL+Z
+#                     print()  # New line
+#                     if current_line:
+#                         lines.append(current_line)
+#                     return ' '.join(lines).strip() or "q"
+                
+#                 # Enter key
+#                 elif char in [b'\r', b'\n']:
+#                     print()  # New line
+#                     lines.append(current_line)
+#                     current_line = ""
+                
+#                 # Backspace
+#                 elif char_code == 8:  # ASCII code for backspace
+#                     if current_line:
+#                         current_line = current_line[:-1]
+#                         print('\b \b', end='', flush=True)
+                
+#                 # Regular character input
+#                 elif 32 <= char_code <= 126:  # Printable ASCII range
+#                     try:
+#                         char_str = char.decode('utf-8')
+#                         current_line += char_str
+#                         print(char_str, end='', flush=True)
+#                     except UnicodeDecodeError:
+#                         continue
+
+#             time.sleep(0.01)  # Prevent high CPU usage
+
+#     except KeyboardInterrupt:
+#         print("\nInput interrupted")
+#         return "q"
+#     except Exception as e:
+#         logger.error(f"Input error: {str(e)}")
+#         return "q"
+
+# def initialize_system():
+#   """Initialize system with enhanced error checking and recovery"""
+#   try:
+#       print(Fore.YELLOW + "Initializing system..." + Style.RESET_ALL)
+
+#       # Load configuration
+#       llm_config = get_llm_config()
+      
+#       # Validate Ollama connection
+#       if llm_config['llm_type'] == 'ollama':
+#           import requests
+#           max_retries = 3
+#           retry_delay = 2
+          
+#           for attempt in range(max_retries):
+#               try:
+#                   response = requests.get(llm_config['base_url'], timeout=5)
+#                   if response.status_code == 200:
+#                       break
+#                   elif attempt < max_retries - 1:
+#                       print(f"{Fore.YELLOW}Retrying Ollama connection ({attempt + 1}/{max_retries})...{Style.RESET_ALL}")
+#                       time.sleep(retry_delay)
+#                   else:
+#                       raise ConnectionError("Cannot connect to Ollama server")
+#               except requests.exceptions.RequestException as e:
+#                   if attempt == max_retries - 1:
+#                       raise ConnectionError(
+#                           "\nCannot connect to Ollama server!"
+#                           "\nPlease ensure:"
+#                           "\n1. Ollama is installed"
+#                           "\n2. Ollama server is running (try 'ollama serve')"
+#                           "\n3. The model specified in llm_config.py is pulled"
+#                       )
+#                   time.sleep(retry_delay)
+
+#       # Initialize components with output redirection
+#       with OutputRedirector() as output:
+#           llm_wrapper = LLMWrapper()
+#           parser = UltimateLLMResponseParser()
+#           search_engine = EnhancedSelfImprovingSearch(llm_wrapper, parser)
+#           research_manager = ResearchManager(llm_wrapper, parser, search_engine)
+
+#           # Validate LLM
+#           test_response = llm_wrapper.generate("Test", max_tokens=10)
+#           if not test_response:
+#               raise ConnectionError("LLM failed to generate response")
+
+#       print(Fore.GREEN + "System initialized successfully." + Style.RESET_ALL)
+#       return llm_wrapper, parser, search_engine, research_manager
+
+#   except Exception as e:
+#       logger.error(f"Error initializing system: {str(e)}", exc_info=True)
+#       print(Fore.RED + f"System initialization failed: {str(e)}" + Style.RESET_ALL)
+#       return None, None, None, None
+
+# def handle_search_mode(search_engine, query):
+#   """Handles web search operations"""
+#   print(f"{Fore.CYAN}Initiating web search...{Style.RESET_ALL}")
+#   try:
+#       # Change search() to search_and_improve() which is the correct method name
+#       results = search_engine.search_and_improve(query)
+#       print(f"\n{Fore.GREEN}Search Results:{Style.RESET_ALL}")
+#       print(results)
+#   except Exception as e:
+#       logger.error(f"Search error: {str(e)}")
+#       print(f"{Fore.RED}Search failed: {str(e)}{Style.RESET_ALL}")
+
+# def handle_research_mode(research_manager, query):
+#   """Handles research mode operations"""
+#   print(f"{Fore.CYAN}Initiating research mode...{Style.RESET_ALL}")
+
+#   try:
+#       # Start the research
+#       research_manager.start_research(query)
+
+#       submit_key = "CTRL+Z" if os.name == 'nt' else "CTRL+D"
+#       print(f"\n{Fore.YELLOW}Research Running. Available Commands:{Style.RESET_ALL}")
+#       print(f"Type command and press {submit_key}:")
+#       print("'s' = Show status")
+#       print("'f' = Show focus")
+#       print("'q' = Quit research")
+
+#       while research_manager.is_active():
+#           try:
+#               command = get_multiline_input().strip().lower()
+#               if command == 's':
+#                   print("\n" + research_manager.get_progress())
+#               elif command == 'f':
+#                   if research_manager.current_focus:
+#                       print(f"\n{Fore.CYAN}Current Focus:{Style.RESET_ALL}")
+#                       print(f"Area: {research_manager.current_focus.area}")
+#                       print(f"Priority: {research_manager.current_focus.priority}")
+#                       print(f"Reasoning: {research_manager.current_focus.reasoning}")
+#                   else:
+#                       print(f"\n{Fore.YELLOW}No current focus area{Style.RESET_ALL}")
+#               elif command == 'q':
+#                   break
+#           except KeyboardInterrupt:
+#               break
+
+#       # Get final summary first
+#       summary = research_manager.terminate_research()
+
+#       # Ensure research UI is fully cleaned up
+#       research_manager._cleanup_research_ui()
+
+#       # Now in main terminal, show summary
+#       print(f"\n{Fore.GREEN}Research Summary:{Style.RESET_ALL}")
+#       print(summary)
+
+#       # Only NOW start conversation mode if we have a valid summary
+#       if hasattr(research_manager, 'research_complete') and \
+#          hasattr(research_manager, 'research_summary') and \
+#          research_manager.research_complete and \
+#          research_manager.research_summary:
+#           time.sleep(0.5)  # Small delay to ensure clean transition
+#           research_manager.start_conversation_mode()
+
+#       return
+
+#   except KeyboardInterrupt:
+#       print(f"\n{Fore.YELLOW}Research interrupted.{Style.RESET_ALL}")
+#       research_manager.terminate_research()
+#   except Exception as e:
+#       logger.error(f"Research error: {str(e)}")
+#       print(f"\n{Fore.RED}Research error: {str(e)}{Style.RESET_ALL}")
+#       research_manager.terminate_research()
+
+# def main():
+#   init()  # Initialize colorama
+#   print_header()
+  
+#   try:
+#       components = initialize_system()
+#       if not all(components):
+#           sys.exit(1)
+          
+#       llm, parser, search_engine, research_manager = components
+
+#       while True:
+#           try:
+#               user_input = get_multiline_input()
+              
+#               # Skip empty inputs
+#               if not user_input:
+#                   continue
+                  
+#               # Handle exit commands
+#               if user_input.lower() in ["@quit", "quit", "q"]:
+#                   break
+
+#               # Handle help command
+#               if user_input.lower() == 'help':
+#                   print_header()
+#                   continue
+
+#               # Process commands
+#               if user_input.startswith('/'):
+#                   handle_search_mode(search_engine, user_input[1:].strip())
+#               elif user_input.startswith('@'):
+#                   handle_research_mode(research_manager, user_input[1:].strip())
+#               else:
+#                   print(f"{Fore.YELLOW}Please start with '/' for search or '@' for research.{Style.RESET_ALL}")
+
+#           except KeyboardInterrupt:
+#               print(f"\n{Fore.YELLOW}Use 'q' to quit or continue with new input.{Style.RESET_ALL}")
+#               continue
+#           except Exception as e:
+#               logger.error(f"Error processing input: {str(e)}")
+#               print(f"{Fore.RED}Error: {str(e)}{Style.RESET_ALL}")
+#               continue
+
+#   except KeyboardInterrupt:
+#       print(f"\n{Fore.YELLOW}Program terminated by user.{Style.RESET_ALL}")
+#   except Exception as e:
+#       logger.critical(f"Critical error: {str(e)}")
+#       print(f"{Fore.RED}Critical error: {str(e)}{Style.RESET_ALL}")
+#   finally:
+#       try:
+#           if 'research_manager' in locals() and research_manager:
+#               research_manager.cleanup()
+#       except Exception as e:
+#           logger.error(f"Cleanup error: {str(e)}")
+#       print(Fore.YELLOW + "\nGoodbye!" + Style.RESET_ALL)
+#       sys.exit(0)
+
+# if __name__ == "__main__":
+#   main()
 import sys
-import msvcrt
 import os
 from colorama import init, Fore, Style
 import logging
@@ -13,11 +326,10 @@ from strategic_analysis_parser import StrategicAnalysisParser
 from research_manager import ResearchManager
 
 # Initialize colorama
-if os.name != 'nt':
+if os.name == 'nt':  # Windows-specific initialization
-  print("This version is Windows-specific. Please use the Unix version for other operating systems.")
+  init(convert=True, strip=False, wrap=True)
-  sys.exit(1)
+else:
-
+  init()
-init()  # Initialize colorama
 
 # Set up logging
 log_directory = 'logs'
@@ -63,93 +375,73 @@ def print_header():
   print(Fore.YELLOW + """
   Welcome to the Advanced Research Assistant!
 
-  Commands:
+  Usage:
-  - For web search: start message with '/'
+  - Start your research query with '@'
-    Example: "/latest news on AI advancements"
-
-  - For research mode: start message with '@'
     Example: "@analyze the impact of AI on healthcare"
 
-  Press CTRL+Z to submit input.
+  Press CTRL+Z (Windows) to submit input.
   """ + Style.RESET_ALL)
 
 def get_multiline_input() -> str:
-    """Windows-compatible multiline input handler with improved reliability"""
+  """Get multiline input using msvcrt for Windows"""
   print(f"{Fore.GREEN}📝 Enter your message (Press CTRL+Z to submit):{Style.RESET_ALL}")
   lines = []
-    current_line = ""
+  current_line = []
+
+  import msvcrt
 
   try:
       while True:
           if msvcrt.kbhit():
               char = msvcrt.getch()
 
-                # Convert bytes to string for comparison
-                char_code = ord(char)
-                
               # CTRL+Z detection (Windows EOF)
-                if char_code == 26:  # ASCII code for CTRL+Z
+              if char == b'\x1a':  # ASCII code for CTRL+Z
-                    print()  # New line
+                  sys.stdout.write('\n')  # New line for clean display
                   if current_line:
-                        lines.append(current_line)
+                      lines.append(''.join(current_line))
-                    return ' '.join(lines).strip() or "q"
+                  return ' '.join(lines).strip()
 
-                # Enter key
+              # Handle special characters
-                elif char in [b'\r', b'\n']:
+              elif char in [b'\r', b'\n']:  # Enter
-                    print()  # New line
+                  sys.stdout.write('\n')
-                    lines.append(current_line)
+                  lines.append(''.join(current_line))
-                    current_line = ""
+                  current_line = []
 
-                # Backspace
+              elif char == b'\x08':  # Backspace
-                elif char_code == 8:  # ASCII code for backspace
                   if current_line:
-                        current_line = current_line[:-1]
+                      current_line.pop()
-                        print('\b \b', end='', flush=True)
+                      sys.stdout.write('\b \b')  # Erase character
 
-                # Regular character input
+              elif char == b'\x03':  # CTRL+C
-                elif 32 <= char_code <= 126:  # Printable ASCII range
+                  sys.stdout.write('\n')
-                    try:
+                  return 'q'
-                        char_str = char.decode('utf-8')
-                        current_line += char_str
-                        print(char_str, end='', flush=True)
-                    except UnicodeDecodeError:
-                        continue
 
-            time.sleep(0.01)  # Prevent high CPU usage
+              # Normal character
+              elif 32 <= ord(char) <= 126:  # Printable characters
+                  current_line.append(char.decode('utf-8'))
+                  sys.stdout.write(char.decode('utf-8'))
+
+              # Flush output
+              sys.stdout.flush()
 
-    except KeyboardInterrupt:
-        print("\nInput interrupted")
-        return "q"
   except Exception as e:
-        logger.error(f"Input error: {str(e)}")
+      logger.error(f"Error in multiline input: {str(e)}")
-        return "q"
+      return 'q'
 
 def initialize_system():
-  """Initialize system with enhanced error checking and recovery"""
+  """Initialize system with proper error checking"""
   try:
       print(Fore.YELLOW + "Initializing system..." + Style.RESET_ALL)
 
-      # Load configuration
       llm_config = get_llm_config()
-      
-      # Validate Ollama connection
       if llm_config['llm_type'] == 'ollama':
           import requests
-          max_retries = 3
-          retry_delay = 2
-          
-          for attempt in range(max_retries):
           try:
               response = requests.get(llm_config['base_url'], timeout=5)
-                  if response.status_code == 200:
+              if response.status_code != 200:
-                      break
-                  elif attempt < max_retries - 1:
-                      print(f"{Fore.YELLOW}Retrying Ollama connection ({attempt + 1}/{max_retries})...{Style.RESET_ALL}")
-                      time.sleep(retry_delay)
-                  else:
                   raise ConnectionError("Cannot connect to Ollama server")
-              except requests.exceptions.RequestException as e:
+          except requests.exceptions.RequestException:
-                  if attempt == max_retries - 1:
               raise ConnectionError(
                   "\nCannot connect to Ollama server!"
                   "\nPlease ensure:"
@@ -157,28 +449,33 @@ def initialize_system():
                   "\n2. Ollama server is running (try 'ollama serve')"
                   "\n3. The model specified in llm_config.py is pulled"
               )
-                  time.sleep(retry_delay)
+      elif llm_config['llm_type'] == 'llama_cpp':
+          model_path = llm_config.get('model_path')
+          if not model_path or not os.path.exists(model_path):
+              raise FileNotFoundError(
+                  f"\nLLama.cpp model not found at: {model_path}"
+                  "\nPlease ensure model path in llm_config.py is correct"
+              )
 
-      # Initialize components with output redirection
       with OutputRedirector() as output:
           llm_wrapper = LLMWrapper()
+          try:
+              test_response = llm_wrapper.generate("Test", max_tokens=10)
+              if not test_response:
+                  raise ConnectionError("LLM failed to generate response")
+          except Exception as e:
+              raise ConnectionError(f"LLM test failed: {str(e)}")
+
           parser = UltimateLLMResponseParser()
           search_engine = EnhancedSelfImprovingSearch(llm_wrapper, parser)
           research_manager = ResearchManager(llm_wrapper, parser, search_engine)
 
-          # Validate LLM
-          test_response = llm_wrapper.generate("Test", max_tokens=10)
-          if not test_response:
-              raise ConnectionError("LLM failed to generate response")
-
       print(Fore.GREEN + "System initialized successfully." + Style.RESET_ALL)
       return llm_wrapper, parser, search_engine, research_manager
-
   except Exception as e:
       logger.error(f"Error initializing system: {str(e)}", exc_info=True)
       print(Fore.RED + f"System initialization failed: {str(e)}" + Style.RESET_ALL)
       return None, None, None, None
-
 def handle_search_mode(search_engine, query):
   """Handles web search operations"""
   print(f"{Fore.CYAN}Initiating web search...{Style.RESET_ALL}")
@@ -190,7 +487,6 @@ def handle_search_mode(search_engine, query):
   except Exception as e:
       logger.error(f"Search error: {str(e)}")
       print(f"{Fore.RED}Search failed: {str(e)}{Style.RESET_ALL}")
-
 def handle_research_mode(research_manager, query):
   """Handles research mode operations"""
   print(f"{Fore.CYAN}Initiating research mode...{Style.RESET_ALL}")
@@ -204,14 +500,18 @@ def handle_research_mode(research_manager, query):
       print(f"Type command and press {submit_key}:")
       print("'s' = Show status")
       print("'f' = Show focus")
+      print("'p' = Pause and assess the research progress")
       print("'q' = Quit research")
 
+      # While the research is active, keep checking for commands
       while research_manager.is_active():
           try:
-              command = get_multiline_input().strip().lower()
+              command = get_multiline_input().strip().lower()  # Ensure input is captured
-              if command == 's':
+
+              if command == 's':  # Show status command
                   print("\n" + research_manager.get_progress())
-              elif command == 'f':
+
+              elif command == 'f':  # Show current focus command
                   if research_manager.current_focus:
                       print(f"\n{Fore.CYAN}Current Focus:{Style.RESET_ALL}")
                       print(f"Area: {research_manager.current_focus.area}")
@@ -219,96 +519,110 @@ def handle_research_mode(research_manager, query):
                       print(f"Reasoning: {research_manager.current_focus.reasoning}")
                   else:
                       print(f"\n{Fore.YELLOW}No current focus area{Style.RESET_ALL}")
-              elif command == 'q':
+
-                  break
+              elif command == 'p':  # Pause research progress command
+                  research_manager.pause_and_assess()
+
+              elif command == 'q':  # Quit research
+                  print(f"\n{Fore.YELLOW}Research terminated by user.{Style.RESET_ALL}")
+                  break  # Exit the loop and end the research session
+
+              else:
+                  print(f"{Fore.RED}Unknown command. Please enter a valid command.{Style.RESET_ALL}")
+
           except KeyboardInterrupt:
-              break
+              print(f"\n{Fore.YELLOW}Research interrupted by user.{Style.RESET_ALL}")
+              break  # Handle interrupt gracefully
 
-      # Get final summary first
+          except Exception as e:
+              logger.error(f"Error processing command: {str(e)}")
+              print(f"{Fore.RED}An error occurred: {str(e)}{Style.RESET_ALL}")
+
+      # After finishing or quitting research, show the summary
       summary = research_manager.terminate_research()
+      research_manager._cleanup_research_ui()  # Now this should work without errors
 
-      # Ensure research UI is fully cleaned up
+      # Show research summary
-      research_manager._cleanup_research_ui()
-
-      # Now in main terminal, show summary
       print(f"\n{Fore.GREEN}Research Summary:{Style.RESET_ALL}")
       print(summary)
 
-      # Only NOW start conversation mode if we have a valid summary
+      # Only proceed to conversation mode if research is complete
-      if hasattr(research_manager, 'research_complete') and \
+      if research_manager.research_complete and research_manager.research_summary:
-         hasattr(research_manager, 'research_summary') and \
-         research_manager.research_complete and \
-         research_manager.research_summary:
           time.sleep(0.5)  # Small delay to ensure clean transition
           research_manager.start_conversation_mode()
 
-      return
-
   except KeyboardInterrupt:
       print(f"\n{Fore.YELLOW}Research interrupted.{Style.RESET_ALL}")
       research_manager.terminate_research()
   except Exception as e:
-      logger.error(f"Research error: {str(e)}")
       print(f"\n{Fore.RED}Research error: {str(e)}{Style.RESET_ALL}")
       research_manager.terminate_research()
-
 def main():
-  init()  # Initialize colorama
   print_header()
-  
   try:
-      components = initialize_system()
+      llm, parser, search_engine, research_manager = initialize_system()
-      if not all(components):
+      if not all([llm, parser, search_engine, research_manager]):
-          sys.exit(1)
+          return
-          
-      llm, parser, search_engine, research_manager = components
 
       while True:
           try:
+              # Get input with improved CTRL+Z handling
               user_input = get_multiline_input()
 
-              # Skip empty inputs
+              # Handle immediate CTRL+Z (empty input)
+              if user_input == "":
+                  user_input = "@quit"  # Convert empty CTRL+Z to quit command
+
+              user_input = user_input.strip()
+
+              # Check for special quit markers
+              if user_input in ["@quit", "quit", "q"]:
+                  print(Fore.YELLOW + "\nGoodbye!" + Style.RESET_ALL)
+                  break
+
               if not user_input:
                   continue
 
-              # Handle exit commands
-              if user_input.lower() in ["@quit", "quit", "q"]:
-                  break
-
-              # Handle help command
               if user_input.lower() == 'help':
                   print_header()
                   continue
 
-              # Process commands
               if user_input.startswith('/'):
-                  handle_search_mode(search_engine, user_input[1:].strip())
+                  search_query = user_input[1:].strip()
+                  handle_search_mode(search_engine, search_query)
+
               elif user_input.startswith('@'):
-                  handle_research_mode(research_manager, user_input[1:].strip())
+                  research_query = user_input[1:].strip()
+                  handle_research_mode(research_manager, research_query)
+
               else:
-                  print(f"{Fore.YELLOW}Please start with '/' for search or '@' for research.{Style.RESET_ALL}")
+                  print(f"{Fore.RED}Please start with '/' for search or '@' for research.{Style.RESET_ALL}")
 
           except KeyboardInterrupt:
-              print(f"\n{Fore.YELLOW}Use 'q' to quit or continue with new input.{Style.RESET_ALL}")
+              print(f"\n{Fore.YELLOW}Exiting program...{Style.RESET_ALL}")
-              continue
+              break
+
           except Exception as e:
-              logger.error(f"Error processing input: {str(e)}")
+              logger.error(f"Error in main loop: {str(e)}")
-              print(f"{Fore.RED}Error: {str(e)}{Style.RESET_ALL}")
+              print(f"{Fore.RED}An error occurred: {str(e)}{Style.RESET_ALL}")
               continue
 
   except KeyboardInterrupt:
       print(f"\n{Fore.YELLOW}Program terminated by user.{Style.RESET_ALL}")
+
   except Exception as e:
       logger.critical(f"Critical error: {str(e)}")
       print(f"{Fore.RED}Critical error: {str(e)}{Style.RESET_ALL}")
+
   finally:
+      # Ensure proper cleanup on exit
       try:
           if 'research_manager' in locals() and research_manager:
-              research_manager.cleanup()
+              if hasattr(research_manager, 'ui'):
-      except Exception as e:
+                  research_manager.ui.cleanup()
-          logger.error(f"Cleanup error: {str(e)}")
+      except:
-      print(Fore.YELLOW + "\nGoodbye!" + Style.RESET_ALL)
+          pass
-      sys.exit(0)
+      os._exit(0)
 
 if __name__ == "__main__":
   main()