Thank you for providing feedback on your application and interview process with Robin AI. We appreciate you taking the time to share your experience. It's great to hear you had multiple conversations to learn about our product and AI applications, as well as technical interviews to assess your coding and machine-learning skills. Meeting key staff throughout the process also gives candidates visibility into our team and mission. We understand a 4+ week process can feel lengthy. Due to the high application volume for open roles, we are actively working to train additional interviewers and streamline our hiring workflows. Our goal is to provide a robust yet efficient interview experience so we can extend offers to top talent in a timely manner. The interview questions you noted about mitigating data scarcity are critical for roles involving AI development. We aim to have a collaborative approach to creatively overcoming dataset limitations. Thank you again for sharing your insights. We will take steps to shorten our process while preserving the ability to thoroughly assess candidates on relevant knowledge, skills and fit for the role and Robin AI mission.