Budget AI Hardware: AMD, Nvidia, Apple. Containerized Agents and MCP Evolution. Long-Context LLMs and RAG in Enterprise. LLMs for Autonomous Driving: AsyncDriver and dLLM-Cache. Open-Source LLM Ecosystem: Ollama, iOS, and Model Demos