Open-Source LLMs: Local Coding, Model Formats, and Tooling. Local LLM Tooling: Agents, Voice, and Protocols. Research: Efficient Tuning and Multimodal Reasoning. AI Ecosystem: Commercial Moves and Hobbyist Culture. Security and Science: Wallbleed, Poisson Geometry, and GRBs