This blog post explores the engineering journey behind improving the Daily Digest recommendation algorithm on Medium. It details the challenges faced, the investigations into filtering rules, and the impact of Apple's Mail Privacy Protection on tracking email opens. The resulting adjustments led to a 7% increase in reading time and a higher conversion rate to paid memberships, highlighting the importance of refining recommendation systems in the face of privacy changes.