Google has introduced Gemma 4 12B, a new ai model that can run on laptops, enabling on-device workflows. This development suggests the ai race is shifting towards edge devices, with Gemma 4 12B reportedly capable of performance comparable to larger models. The model's architecture and capabilities are being highlighted for developers and startups, with guides and information available on its use and applications.