From AI Research to Production: Optimizing Multimodal Retrieval, OCR, and Distributed Systems

An in-depth technical analysis of the architectures and algorithms behind award-winning solutions at ACM Multimedia 2025, SOICT 2025, and the engineering strategies to scale them in production.