Why it matters
Google introduced Gemma 4 12B, an Apache 2.0 model that accepts text, vision, and native audio without separate multimodal encoders. It targets local agentic workloads and can run on laptops with 16 GB of memory.
My takeaway: Local multimodal deployment can improve data control and latency, but it also moves model patching, modality-specific evaluation, tool permissions, and skill provenance onto the operator. Test each input channel and downstream action path before release.