Ever notice how just inadvertantly swiping accross a video stores it in History? Google calls this feature "Playback in Feeds" (or the Inline Player). When you rest your mouse pointer on a desktop thumbnail, or pause scrolling over a video on a phone, the video starts silently auto-playing with captions. If you linger on that thumbnail for more than a few brief seconds, YouTube officially logs that video into your Watch History as if you clicked it, sat down, and watched it. The algorithm interprets that tiny pause as a massive signal of interest. If you accidentally leave your cursor parked on a video while reading an email, or pause scrolling to read a long title, the system logs it. Suddenly, your entire home feed shifts to recommend a dozen more videos exactly like the one you only "looked at" for five seconds by accident
If you arent quite ready to nuke your History, apparently you can at least turn off this annoying setting. Video Previews Switch.