How can AI systems efficiently manage concurrent video, speech, LLM, and assessment workloads across shared cloud infrastructure while maintaining predictable latency, scalability, and reliability?

AI applications are rapidly evolving from single-model systems into complex, multimodal platforms. A single user interaction can now involve video processing, speech recognition, large language models