AppAgent is an LLM-based multimodal agent framework designed to operate smartphone applications without manual scripting. It integrates screen capture, GUI element detection, OCR parsing, and natural language planning to understand app layouts and user intents. The framework issues touch events (tap, swipe, text input) through an Android device or emulator to automate workflows. Researchers and developers can customize prompts, configure LLM APIs, and extend modules to support new apps and tasks, achieving adaptive and scalable mobile automation.

EarlyAI offers an AI-driven solution for automating the generation and maintenance of unit tests. It seamlessly integrates with popular IDEs and testing frameworks, making it easy for developers to create and maintain high-quality tests. By leveraging EarlyAI, developers can achieve faster release cycles and minimize the risk of post-release bugs. The platform provides comprehensive coverage, including happy paths, edge cases, and mocks, ensuring a robust testing process. EarlyAI is designed to optimize quality, increase development velocity, and improve overall customer satisfaction.