Advances in Local, Private, and Efficient Edge AI. Local Data, Personal Knowledge, and Transparency. Open Source, Agentic Ecosystems, and LLM Orchestration. Hardware Backends, Sparse Attention, and Model Efficiency. LLM Reliability, Prompts, and Failure Maps