The surge in large-scale applications like AI and big data is driving a convergence between cloud and high-performance computing (HPC) infrastructures. Cloud providers are adopting HPC-grade hardware accelerators and high-speed interconnects, while the HPC community is integrating cloud-native paradigms to enhance elasticity and resource utilization. Within this landscape, serverless computing has emerged as an efficient execution model for managing highly dynamic and distributed workloads across these environments.