The rise of large language models (LLMs) has equipped AI agents with the ability to interact with users through natural, human-like conversations. As a result, these agents now face dual responsibilities: engaging in dialogue and performing complex reasoning or planning tasks. Their conversational interactions must be contextually informed, while their actions need to work toward achieving specific goals. This balance between conversation and multi-step re