AutoDroid is an LLM-based autonomous agent for smartphone task automation. It uses large language models to interpret user tasks and interact with mobile app interfaces through the DroidBot framework, enabling automated execution of complex smartphone workflows. The system includes the DroidTask dataset for training and evaluation of mobile task automation capabilities.