Communities across Oregon, particularly those near the Cascade and Coastal ranges and in eastern Oregon, face heightened wildfire risks. Areas with high social vulnerability, such as Warm Springs and Goldendale, may experience greater impacts despite lower wildfire exposure compared to better-resourced communities like Bend. The increasing frequency and intensity of wildfires pose risks to infrastructure, ecosystems, and public safety. AI-driven tools could help identify and mitigate these risks, but their practical adoption is limited by current technological constraints.