●builderYou can swap Gemma 4 12B into local coding pipelines today via GGUF with native function calling, 256k context, and image input on a single consumer GPU.
●founderA capable multimodal 12B model running on consumer hardware shifts the cost floor for local AI features — worth reassessing cloud API dependency for dev-tool products.