Abstract: Web browsers are among the most widely used software applications on modern devices, making their energy efficiency a critical factor for both battery life and environmental sustainability.

As companies move to more AI code writing, humans may not have the necessary skills to validate and debug the AI-written code if their skill formation was inhibited by using AI in the first place, ...