Seeking a recommendation letter for graduate school or industry positions is a critical step in your career development. It offers an opportunity to showcase your skills, achievements, and potential through the lens of someone who has observed your academic and professional growth. Notably, for my recommendations, I require students to have an overall GPA of over 3.5. This threshold ensures that only students with a strong academic foundation in computer science seek endorsements. Additionally, a personal relationship through an independent study, honors thesis, or as an undergraduate course assistant in a course I taught is crucial. This involvement provides me with a deeper understanding of your capabilities and accomplishments, allowing me to write a more personalized and compelling recommendation. Please consider these prerequisites carefully to determine if requesting a recommendation from me aligns with your academic and professional profile.