Artificial intelligence can propose new virus patterns by learning from existing genetic data and generating novel candidate sequences. While this approach could accelerate vaccine development and outbreak preparedness, it also introduces dual-use concerns. Experts warn that improved design tools may lower barriers for harmful misuse unless governed by strict access controls, transparent auditing, and robust biosecurity policies. Ongoing research focuses on detection methods, ethical frameworks, and limiting capabilities that could enable unsafe experimentation.
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