Real-World Table Intelligence: Challenges and Progress. Hardware for Local LLMs: VRAM, Tradeoffs, and Ecosystem Gaps. Context Management, RAG, and Local Document Intelligence. Agents, Multi-Agent Systems, and the Limits of Automation. Model Interoperability, MCP, and Expanding the Coding Toolkit