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Biology Doesn’t Play Fair: Why AI Alone Won’t Save Drug Discovery

  • Biology is complex and doesn't follow linear patterns, rendering AI-driven drug discovery challenging.
  • AI models optimized for correlation rather than causation can lead to failure in wet lab experiments and patient harm.
  • Modern biomedicine requires understanding the entangled and multi-layered nature of diseases, moving away from oversimplified models.
  • The future lies in embedding AI within biological logic, validated through causal systems, and acknowledging the complexity of biological systems.

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