Abstract: As artificial intelligence systems increasingly mediate how humans think, decide, and act, a critical risk remains largely unaddressed: the mirroring and reinforcement of flawed human reasoning. While current oversight frameworks focus on
In a world saturated with policy slogans and risk frameworks, what’s often missing is structural insight:
How do systems actually produce ethical outcomes, or fail to?
Not performative safety. Not reputational cover.
AI is beginning to outperform traditional pipelines in identifying drug candidates.
Not hypothetically: measurably.
Modern generative platforms can now design molecules that bind their targets with high affinity, minimize off-target effects, and predict
