We published our preprint of Kalypso, an efficient LLM serving system for relational queries with semantic operators. Kalypso introduces a new query execution architecture designed to maximize KV-cache reuse across dependent operators. At its core is a memory-aware scheduler that keeps cached state available until downstream processing completes, avoiding premature cache evictions while preserving parallelism.