I am digging deeper, it's what rabbits do. Claude's numbers check out against the code: a reply is 5 vs 0.66 for a like (about 7.5x), a copy link is 20 (about 30x), "not interested" is about -52 (about 79 likes) and a mute is -58.8 (about 89). The mutual follow boost, the 2-hour test slot for small accounts and the default settings caveat are all right too. There are two things I'd adjust: • "Worth 30 likes" doesn't mean one share equals 30 likes. The weights multiply the model's prediction of how likely each viewer is to do each thing. So a post people are likely to share ranks like one that gets 30 times more likes, but you copying a link once doesn't add 30 likes' worth to that post. That's why sharing your own posts doesn't move them. • Saying hashtags do nothing goes a little too far. I found no ranking weight for them. They do feed X's topic models and spam detection, though, so stuffing posts with them could count against you. Claude's other points match what I found. Links have no penalty in the code, and "answer your repliers" fits the mutual boost, though that part is advice drawn from the code rather than something it states.