Local Language Model Innovations and Benchmarks. Hardware Trends: GPUs, Scalability and Efficiency. Open Multi-Modality: Models and Benchmarks. Medical & Domain-Specialized LLMs: Rigorous Reasoning with Alignment. Video-First and Sequence Reasoning: RL for Long-Context AI