EDITION 002

Your Replies Are Doing More Work Than Your Posts

Most people spend the bulk of their effort on their own posts and treat replies as an afterthought. On X, that ratio is backwards.

Filip Stefanovski3 min read
A single post with one reply branch breaking away and connecting outward to a wider conversation.

People will spend twenty minutes on a post and four seconds on a reply. That ratio is backwards for what actually gets you found on X.

Where people actually find you

Some of the best account discovery on X happens sideways, inside someone else's replies. You're reading a thread that already has an audience, and one reply says something the other forty didn't. That reply just did more introduction work than most standalone posts ever will, and it's the part of X people spend the least time thinking about.

What X actually published, and when

In March 2023, Twitter open-sourced part of its recommendation code, including the weights its ranking model used at the time. According to the published README, replies were weighted well above retweets and likes. The single highest weight in the whole list wasn't a reply itself. It was the original author replying back to someone who'd replied to them.

That's 2023 data. X hasn't republished updated weights since, and there's no confirmation those numbers still describe ranking in 2026. Historical context, not a current mechanical fact.

What X actually said in July 2026

The stronger, more current signal came from TechCrunch: in July 2026, X adjusted its algorithm to boost visibility of "mutuals", people you follow who follow you back, specifically inside replies. Nikita Bier, X's head of product, put it plainly. The missing signal "made your friends appear less in your replies," and the reply section ended up feeling "more like a battleground with people you don't recognize." That's X's own product lead treating replies as a place familiarity is supposed to live.

The useless reply and the real one

"Great post" is not a reply, it's a receipt. It confirms you read something without adding anything a reader would've missed by skipping it. The replies that actually travel, the ones that get quote-posted or screenshotted, supply something the original post didn't have. A counterexample. A number. A different angle from someone who's actually lived it. That's the difference between engagement and participation. Only one of them is worth the four seconds.

Replies as identity, not tactic

This isn't an argument for replying more to grow faster. Smaller point, more interesting one: your replies are part of your public record on X in a way your posts aren't. A post is curated. You chose the topic, had time to edit it, it's you at your most composed. A reply is reactive. It shows how you actually think when someone else set the topic, in real time, no blank page to hide behind. People get a clearer picture of who you are from a year of your replies than a year of your posts, because replies are harder to fully polish into a persona.

That's also why Aminta treats reply generation as its own thing, not a smaller version of post generation. A reply has to react to something specific someone else just said, in your voice, in about the time it takes to read one. Getting that right matters more than most people typing "great post" under a stranger's tweet ever stop to consider.

Meet Aminta, your X companion.

Write posts and replies in your own voice, directly inside X. Free to start.

See how it works

Filip Stefanovski

Building Aminta.