- 14B parameter video generation system architecture - Technical methodology for generating high-quality video from single image/audio - Implementation approach for full/half-body character generation - Algorithm optimization for multimodal content creation
Data Alignment Challenge: Different modalities may not align perfectly
Solution: Implement robust preprocessing and alignment algorithms
Processing Complexity: Multimodal processing is computationally intensive
Solution: Use efficient architectures and optimize for specific hardware
Quality Validation: Ensuring output quality across modalities
Solution: Develop comprehensive validation metrics for each modality