| Tool-use planning improves multi-step workflow reliability | Structured plans improve task completion in multi-step AI systems, with strongest results on tool-heavy workflows | Evaluation of structured planning scaffolds before workflow execution | Results may not generalize to non-tool-heavy workflows or tasks with high variability; limited to specific AI system architectures | Directly relevant: supports adding planning scaffolds before workflow execution to improve reliability in tool-heavy product workflows |