MetaX Weekly AI Paper Review Week 33 2025 -- Deeper Reasoning Search, Self-Evolving Agents, Visual Intelligence Technology Development Beyond Text, Technology Emerging to Create 3D World from One Image and Control Video Effects: GLM-4.5 Agentic Reasoning and Coding Foundation Models (arxiv 2508.06471): GLM-4.5 is an open-source Mixture-of-Experts language model with 355 billion parameter scale specialized in agent, reasoning, and coding tasks. This model increased computational efficiency by activating only some expert models as needed, and is particularly characterized by introducing a hybrid reasoning approach that immediately answers simple questions while going through a thinking process for complex problems. Through extensive data training and refined subsequent training, it achieved top-tier performance on major benchmarks with fewer parameters than competing models, and released both the full model and lightweight versions for the advancement of the research community. Additional paper reviews covered: advances in deep search and retrieval-augmented generation for knowledge-intensive reasoning; self-evolving agent methods where AI systems improve their own capabilities through experience; single-image 3D world generation enabling creation of complete 3D environments from a single reference image; and video effect control techniques enabling fine-grained editing of generated and real video content.