Enable Gemma 4 MTP (assistant_model) for faster decode

Fix generate: apply_chat_template return_dict + unpack (attention mask)

Drop examples (incompatible with additional_inputs)

Fix gradio version pin + version-proof history handling

Gemma 4 12B brain on ZeroGPU (transformers)

initial commit