Practical

In regulated industries, inference determines outcomes. Every policy decision, every study design, every approval rests on whether the right causal relationships were identified, the right variables attended to, and the wrong correlations rejected.

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