Design, build, and deploy multimodal AI systems across text, image, audio, and cross-modal retrieval/generation. Implement, fine-tune, and optimize modern generative architectures (Diffusion Models, Transformers, GANs). Collaborate with research, product, and MLOps teams to translate research into production applications. Architect and manage end-to-end ML pipelines. Develop and apply model-adaptation techniques (LoRA, P-Tuning, full fine-tuning). Optimize models for inference (quantization, pruning, distillation, compilation). Conduct rigorous experiments and maintain reproducibility standards. Stay current with emerging research and propose innovative approaches.