>A database query might return 10,000 rows, but the agent only needs to know "query succeeded, 10k results, here are the first 5." Designing these abstractions

>A database query might return 10,000 rows, but the agent only needs to know "query succeeded, 10k results, here are the first 5." Designing these abstractions is an art. It seems the author never used prompt/workflow optimization techniques. LLM-AutoDiff: Auto-Differentiate Any LLM Workflow https://arxiv.org/pdf/2501.16673 https://arxiv.org/pdf/2501.16673