Gemma 4 12B on a 16GB Laptop: A Privacy-First Local AI Business Playbook

Google’s mid-sized multimodal open model creates a credible path to on-device services, but the winning offer is controlled workflow design—not a vague promise that “local” solves everything. For a sm