Open-Source LLMs, Copyright, and New Architectures. Efficient Training, Hardware Limits, and System Bottlenecks. Reinforcement Learning and Efficient Reasoning in LLMs. GDPval: Real-World AI Utility and Transparent Evaluation. AI Agentic Frameworks, Monitoring, and Real-World Workflows