Desktop AI Tools Get Lighter, Smarter. Local AI Infrastructure and Automation Matures. Embeddings, RAG, and Programming with LLMs. Container Security and Supply Chain Hardening. Open-Source Tools for Hacking, Debugging, and DevOps