Preprint Open access
TaReD: Tool-Aware Recursive Decomposition for Long-Horizon Tasks
Agents combine reasoning with tools to interact with external systems and complete real-world tasks. Early agents typically interleave reasoning and actions along a single execution chain. On complex tasks, this chain becomes unreliable because growing histories obscure intermediate dependencies and allow early plannin …