Multi-agent and compound AI systems pass structured outputs between components: JSON schemas, retrieval results, SQL responses, and intermediate state. RePairTQA shows that changing only the format of this data, without changing the content, materially shifts downstream performance. Format design is not a preprocessing detail. It is a system-level decision that affects robustness, coordination, and failure modes across the pipeline.
