update coact: add autogen/cache

feat: enhance run_coact.py and related agents with improved task handling and configuration - Updated TASK_DESCRIPTION in run_coact.py to clarify task-solving steps and requirements. - Modified configuration parameters for provider name and client password for better security and flexibility. - Enhanced OrchestratorUserProxyAgent to include user instruction in the auto-reply and improved screenshot handling. - Adjusted coding_agent.py to ensure proper verification of results before saving changes. - Improved CUA agent prompts to maintain application state and handle user instructions more effectively. - Ensured existing code logic remains unchanged while enhancing functionality and usability.

feat: enhance run_coact.py and related agents with improved task handling and configuration - Updated TASK_DESCRIPTION in run_coact.py to clarify task-solving steps and requirements. - Modified configuration parameters for provider name and client password for better security and flexibility. - Enhanced OrchestratorUserProxyAgent to include user instruction in the auto-reply and improved screenshot handling. - Adjusted coding_agent.py to ensure proper verification of results before saving changes. - Improved CUA agent prompts to maintain application state and handle user instructions more effectively. - Ensured existing code logic remains unchanged while enhancing functionality and usability.

feat: enhance run_coact.py and related agents with improved task handling and configuration - Updated TASK_DESCRIPTION in run_coact.py to clarify task-solving steps and requirements. - Modified configuration parameters for provider name and client password for better security and flexibility. - Enhanced OrchestratorUserProxyAgent to include user instruction in the auto-reply and improved screenshot handling. - Adjusted coding_agent.py to ensure proper verification of results before saving changes. - Improved CUA agent prompts to maintain application state and handle user instructions more effectively. - Ensured existing code logic remains unchanged while enhancing functionality and usability.

CoACT initialize (#292)

CoACT initialize (#292)