Developing new materials and processes Taking a new material from concept to commercialization Success rate from an R&D program to revenues is <15% More advantageous starting point Polymer science Challenges of pharma are greater than material science An individual protein can fold into billions of different shapes, it's a combinatorial explosion We don't which of those possibilities are stable / have properties we desire Find the structures that are stable Experimentally, 8k possibilities, trial and error = low chances of success Computational tools to sift through the haystack and pick out needles to achieve targets. A material has individual elements that together in a crystal structure.. we have longer range order called micro-structures. Go through all the length scales - atomic, micro, meso, Predict new materials, we have to make assumptions, we have to look at the cost of techniques. Create a structure that will not split off into other things. Make materials with very large crystal structures, come up with a way of getting to the answer that is widely. Ne --- To dive: https://www.koboldmetals.com/