Local Model Breakthroughs: GLM-4.5 Air and Qwen3-30B. Hardware, Inference, and Quantization Trends. Research: CUDA-L1, Persona Vectors, and Multimodal Science Models. Agentic Systems and Production-Grade AI Engineering. Voice AI: Architecture, Latency, and Real-World Deployment