As the artificial intelligence landscape rushes headlong into the era of "AI for Science," billions of dollars and countless compute cycles are being poured into Large Language Model (LLM) agents designed to achieve autonomous scientific discovery. Scarcely a week passes without a headline heralding a major computational breakthrough: OpenAI claims to have mastered the Navier-Stokes […]

