2/6 🧵
The challenge? The best catalysts must be both active (drive reactions without extreme heat/pressure) and selective (produce what you want, not junk byproducts). Single-layer ML models fail here—they lack chemical intuition, need massive datasets, and miss the complex reaction pathways that matter in real catalysis.