In conclusion, we finally have clear line of sight to profitability, and Desktop Metal is confident in a promising future with clear focus on high-growth product categories and operational efficiencies. We're well prepared to benefit as the industry returns to growth showcased by proprietary technology, diverse materials library, high-speed production solutions, and a growing global installed base. Despite softer revenue in the third quarter, our recurring revenue streams continue to perform very well, contributing to positive shift in adjusted EBITDA, a path towards reaching breakeven in the fourth quarter of 2023. And this sets Desktop Metal on a solid foundation to capitalize on the long-term trend of at-scale 3D printing in manufacturing.