My area of research focuses on enhancing the cognitive abilities of agents to reason about their computation actions and decisions, with the aim of solving complex problems in challenging environments, specifically in the context of sequential decision-making. To achieve this objective, my research utilizes various methods, including meta-reasoning, heuristic search, planning, and (deep) reinforcement learning.