A new multi-agent framework called MODF-SIR leverages a lightweight Multimodal Large Language Model to enhance social intelligence reasoning through knowledge distillation and Test-Time Adaptation. The framework shows promising results, achieving state-of-the-art performance using a portion of training data from IntentTrain.