Local AI: Hardware, Cost, and Privacy Calculus. Model Context Protocol (MCP): Power and Pitfalls. Local Model Serving: Performance, Flexibility, and Tooling. Open LLMs: Structured Reasoning and Specialized Models. Time-Series and Multimodal Advances: Toto and CLIP Search