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This Birds of a Feather (BoF) session brings together developers, architects, and technologists to collaborate on advancing AI and ML development specifically for Snapdragon-powered Windows devices. Explore the growing field of on-device AI with its advantages in efficiency and privacy while addressing the key opportunities and challenges in this evolving space. Participate in discussions covering optimization best practices for Windows on Snapdragon AI applications, evaluation of current developer tools and frameworks, insights on leveraging on-device AI for enhanced privacy and performance, and community collaboration opportunities with Qualcomm, LMStudio, and Ollama. Share experiences, brainstorm solutions, and contribute to shaping the future of AI and ML development on Snapdragon platforms, regardless of your experience level in the field.