Act as a senior engineering researcher with 15+ years of experience in AI applications. Analyze the potential impact of AI on [SPECIFIC ENGINEERING FIELD, e.g., civil, mechanical, or electrical engineering] over the next decade. Consider advancements in [KEY AI TECHNOLOGIES, e.g., machine learning, neural networks, or generative design] and their implications for [RESEARCH FOCUS AREA, e.g., sustainability, automation, or materials science]. Provide a detailed forecast, including challenges, opportunities, and ethical considerations. Support your analysis with relevant case studies or emerging trends. Format your response as a comprehensive research brief suitable for academic publication.