a reply is worth 27 likes. your reply to a comment is worth 150. these numbers sit in X's public code and almost nobody has ever opened the file 5 days ago my account was a graveyard: 46K followers, 600 views a post. instead of quitting i read the ranking code on github and rebuilt the whole account around the actual math [ what the code says ] > a like weighs 0.5. a reply weighs 13.5. one comment = 27 likes > the author answering a comment and getting a reaction: 75. that's 150 likes for typing one reply > a mute or "show less often": -74. one annoyed reader erases everything two viral replies built > the feed sorts every account into ONE community. blurry accounts get recommended to nobody [ what i changed ] > volume: 2 posts a week → 5-8 a day. every post is a lottery ticket, the algorithm counts signals, not effort > one cluster: dropped crypto content completely. picked a lane > the format mix: it used to be one article a week quoted with clips, that was the entire account. now it's news quotes, repo drops, personal screenshots, stories > replies: i answer every single comment. the math above is the reason [ the honest part ] 5-8 posts a day is not writable by hand while also running a company. so i eat my own cooking: i fed @voxlyink my whole post history, winners and flops, and it drafts in my voice from what actually performed. i cut, sharpen the hook, hit post. volume is a system, not willpower [ 5 days later ] > views up 3x, curve still bending > likes from zero to double digits > best performer of the week: a screenshot of my usage limits. personal receipts beat essays, the code explains why not a success story yet. a lab notebook. next update when a post breaks 10K the algorithm isn't a mystery. it's a spec sheet, it's public, and your competition isn't reading it either