The study introduces Poker Arena, a platform for evaluating strategic reasoning in LLMs using a multi-axis cognitive profile. This approach reveals that traditional scalar rankings misrepresent model capabilities, highlighting the importance of persistent memory in performance. The findings suggest that understanding these nuanced dimensions can lead to better decision-making in AI applications. This could influence future AI model development and evaluation methods.