**

Advancing Agentic Knowledgeable Self-Awareness: A Research Agenda Extending arXiv:2504.03553

1. Introduction

The development of artificial intelligence (AI) agents capable of complex tasks necessitates mechanisms for robust and efficient knowledge utilization. A critical aspect of this is self-awareness regarding the agent’s own knowledge state – understanding what it knows, what it doesn’t know, and when external information is required. The paper arXiv:2504.03553 introduces the concept of “agentic knowledgeable self-awareness” and proposes the “KnowSelf” method as a novel approach to instill this capability in language agents. KnowSelf utilizes special tokens and a two-stage training process to explicitly signal the agent’s perceived knowledge state and guide its information processing strategy (e.g., relying on internal parameters vs. seeking external knowledge).