Shisa V2 405B: Japan's LLM Milestone. Open-Source LLMs: Tools, Memory, and Context. LLM Infrastructure: Profiling, Chunking, and Hardware Barriers. Advances in Multimodal and Reasoning LLMs. Engineering, Data, and Code Ecosystem Innovations