Demonstrated expertise in training and fine-tuning large-scale vision-language models. Strong publication record or practical experience with relevant projects in multimodal AI research. Proficiency in PyTorch or similar deep learning frameworks. Experience with distributed training systems and large-scale model optimization. Track record of implementing and scaling AI models in production environments.