Argument Mining: LLMs, Benchmarks, and Pitfalls. LLM Agent Architectures, Memory, and Security. New Models, Quantization, and Structured Output. Speech, Audio, and Multimodal Breakthroughs. Best Practices: AI Coding Workflows and MCP Integration