Automation to soul: reflections on tooling support for mathematics and programming education

We recognize that quality education is challenging to deliver at scale. Technology has democratized education to a certain degree, e.g., connectivity and online education, machine learning and intelligent tutoring systems. However, these technological solutions have always lacked a "human" element that makes the educational experience special. Such educational experiences are, ultimately, personal; we meet students where they are and guide them to the next step on their educational journey in a challenging yet humane manner.