Pre-Act: Multi-Step Planning and Reasoning Improves Acting in LLM Agents

Mrinal Rawat, Ambuje Gupta, Rushil Goomer +3

The ReAct (Reasoning + Action) capability in large language models (LLMs) has become the foundation of modern agentic systems. Recent LLMs, such as DeepSeek-R1 and OpenAI o1/o3, ex…