Google DeepMind launched Nano Banana 2 Lite and Gemini Omni Flash to optimize on-device performance. These models prioritize low latency and reduced memory footprints for mobile deployment. Developers can now integrate these lightweight architectures into edge applications. This update offers incremental efficiency gains for real-time processing without requiring cloud connectivity.