Local LLMs: Quantization, Hardware, and Usability. Model Context Protocol (MCP) & Hybrid Reasoning Workflows. Local-First Memory and Retrieval: Architecture Trends. Developer Productivity: IDE Integration and Coding Workflows. Multimodal Models: Video, Vision, and Unified Architectures