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A new framework categorizes molecular LLM agents into four levels of autonomy, revealing critical gaps and risks in their deployment for scientific discovery.
Forget one-shot generation: Mol-Debate's iterative debate loop unlocks state-of-the-art molecular design by dynamically reconciling semantic intent with structural feasibility.