Linked Presentation: Parrot: Efficient Serving of LLM-based Applications with Semantic VariablennScaler: Constraint-Guided Parallelization Plan Generation for Deep Learning TrainingLadder: Enabling Efficient Low-Precision Deep Learning Computing through Hardware-aware Tensor Transformation