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Explore a 22-minute presentation from the AAAI-MAKE 2025 spring symposium on "Probabilistic Foundations of Metacognition via Hybrid AI." Discover a new theory providing probabilistic foundations for metacognition that explains previous experimental results. The talk, delivered by Neuro Symbolic, establishes important connections between symbolic methods and deep learning approaches in the pursuit of advanced AI systems. Access the accompanying research paper on arXiv (https://arxiv.org/abs/2502.05398) to delve deeper into the theoretical framework. This presentation represents cutting-edge work at the intersection of symbolic methods (like logic programming) and neural networks, contributing to progress toward artificial general intelligence (AGI).