Local LLM Inference Breakthroughs. Next-Gen Reasoning: Thinking Modes and Evaluation. Model Serving, Tooling, and MCP Protocols. Security, Privacy, and the Expanding Attack Surface. The Risks and Realities of Seemingly Conscious AI