google/gemma-4-12B-it from Google DeepMind is a 12B-parameter unified, encoder-free multimodal model released June 3, 2026, as the first mid-sized Gemma 4 to feature native audio inputs alongside text, image, and video, processing all modalities by flowing directly into the LLM backbone without separate vision/audio encoders for reduced latency and memory footprint. It delivers performance nearing Gemma 4 26B MoE on standard benchmarks while requiring less than half the total memory (~16GB VRAM or unified memory), making it laptop-ready for consumer hardware with 16GB RAM, Multi-Token Prediction (MTP) drafters for lower latency, and strong agentic reasoning for multi-step workflows. Released under Apache 2.0 with support across the developer ecosystem (Ollama, vLLM, LM Studio), Gemma 4 12B excels at real-time audio/visual understanding, image analysis, content categorization, context compression, and local-first AI applications without API dependency.