LLM-as-Judge Falls to "Confident Idiot" Problem. Prompt Kernels and Local Model Wrangling. FP8 Quantization Brings Big Models to Small GPUs. Linux Foundation Launches Agentic AI Foundation. DeepSeek V3.2 Claims Gold at Math and Programming Olympiads