The field of computer science is witnessing a significant shift towards deterministic reasoning and geometric understanding. Researchers are exploring new architectures and frameworks that enable systematic exploration of deductive neighborhoods, formal verification, and geometric reasoning. These developments have the potential to advance various applications, including automated theorem proving, geometric modeling, and integrated circuit design. Noteworthy papers in this area include Generative Logic, which presents a deterministic architecture for reasoning and knowledge generation, and Geoint-R1, which introduces a multimodal reasoning framework for formal geometric reasoning. Additionally, LLM4-IC8K proposes a novel framework for IC footprint geometry understanding, and EasySize presents a lightweight gate sizing framework for analog circuits.