Ablation studies help identify which parts of an agent system actually matter and which are unnecessary complexity.
Common Ablations
- Remove retrieval augmentation (RAG)
- Simplify prompts
- Reduce model size
- Disable specific tools
Value
Understanding component contributions helps optimize cost, latency, and maintainability while preserving performance.