On VEI, AGI Pyramid, and Energy: Can AGI Society prevent the Singularity? -- Elements of Cognition for General Intelligence -- Tjøstheim Comparing NARS and Reinforcement Learning: An Analysis of ONA and Q-Learning Algorithms -- On the Computation of Meaning, Language Models and Incomprehensible Horrors -- The Optimal Choice of Hypothesis Is the Weakest, Not the Shortest -- Emergent Causality & the Foundation of Consciousness -- The M Cognitive Meta-Architecture as Touchstone for Standard Modeling of AGI-Level Minds -- Causal reasoning over probabilistic uncertainty -- Probabilistic Logic Networks for Temporal and Procedural Reasoning -- Rational OpenCog Controlled Agent -- Towards Cognitive Bots: Architectural Research Challenges -- Bridging AGI Theory and Practice with Galois Connections -- Comparative Reasoning for Intelligent Agents -- The Ethical Beginnings of a Non-Axiomatic Reasoning System -- Memory system and memory types for real-time reasoning systems -- Stimulus equivalence in NARS -- Lofthouse Context-Rich Evaluation of Machine Common Sense -- Indications of Suitable Algorithms for an AGI -- Adaptive Predictive Portfolio Management Agent -- A Vertical-Horizontal Integrated Neuro-Symbolic Framework towards Artificial General Intelligence -- Rethinking the Physical Symbol Systems Hypothesis -- on relation between facial expressions and emotions -- Evaluation of Pretrained Large Language Models in Embodied Planning Tasks -- Alien versus Natural-like Artificial General Intelligences -- Computing with Categories in Machine Learning -- ADAM: A Prototype of Hierarchical Neuro-symbolic AGI -- Electronic Education Machine AGI -- Can Language Models be used in Multistep Commonsense Planning Domains? -- Explicit Goal-Driven Autonomous Self-Explanation Generation -- Addressing the Unsustainability of Deep Neural Networks With Next-Gen AI -- NUTS, NARS, and Speech -- Computational-level Analysis of Constraint Compliance for General Intelligence -- Comprehension for More Coherent Language Generation -- Purver An adaptive vision architecture for AGI systems -- A Unified Structured Framework for AGI: Bridging Cognition and Neuromorphic Computing -- Coherence in intelligent systems.