From the first click on a thumbnail to the next suggested video, we feel the subtle nudge between guidance and manipulation. Recommendation engines—seemingly helpful maps—can either build rapport or erode it, guiding users toward content that affirms comfort or pushes boundaries. Platforms that prioritize user safety, transparent algorithms, and consent …









