- Serve HTML dashboard at /admin/ai-evolution/ - API endpoint /admin/ai-evolution/api/data returning baseline, versions, commands, agent_runs - Background agent runner base class for autonomous file operations - Chat API sync service with real-time message polling and task execution - Add admin route to aios_chatgpt_actions_api.py, fix missing start_time variable