Carl Hansen
Analyst · Stifel. Your line is open.
Great question Steve. So Carl here. So on the first part of that we have -- your question was asking where are we in the process and where do we see opportunities in the future. This strategy of rebuilding at the forefront of what is possible with modern technologies a complete solution for antibody drug discovery is one that we set off to complete almost nine years ago. So we have been on this path for quite sometime. It is now very well advanced. And as I said in my opening remarks, I do believe, that we have a full position, at least at the front-end of this process. So today, from going from target biochemistry through to discovery and selecting high-quality candidates, we have invested in technologies that provide diversity, speed, adaptability, that we think, sit at the very front of the industry. It is not at all complete. One of the big themes that we touched on and that you will see in the coming months and years is the emphasis on forward integration. So, building out the capabilities to do translational science, the CMC and the manufacturing, and that is one big theme which will allow us to have more control and accelerate the development of programs particularly from groups that are not enabled internally, to get those to the clinic faster and to get better molecules to the clinics faster. In addition to that, one of the big themes is achieving scale and efficiency. And that is through a combination of R&D and protocol development, but also a very heavy emphasis on data science, being able to organize operations, collect data from the many different points at which we have experimental capabilities. And then, to aggregate that and use things like machine learning, or other AI-based algorithms to accelerate the process of looking through that data and getting increasing returns in terms of speed and efficiency. That's something that's going to play out, not over a year, but it's going to play out over several years, if not decades. I think there's a lot of headroom there, as where technology can go. Given valuations in the space, there certainly are opportunities, where we could see companies with platform technologies or capabilities that would be very synergistic with what we're doing. At this point, we wouldn't comment much more on that. But of course, the emphasis is always on finding the most direct and fast path to achieving the long-term goal and at the same time, making sure that we're not taking shortcuts, and we're putting the very best people, and the very best technologies in place.