Closed-Loop LLM Co-Pilots for Digital Agriculture ELBench: A Multi-Dimensional Benchmark for Education-Facing Large Language Models Smart Enough to Go Extinct? An Evolutionary Challenge to the Value of General Intelligence and Its Ethical Implications for AGI Optimal Stopping of Self-Refining Foundation Models SpeedTuning: Speeding Up Policy Execution with Lightweight Reinforcement Learning