Waela

I've been running my own account as the test case for months, and the data keeps landing in the same place: posting is the amplifier, replies are the engine. Here's what the open source ranker actually pays for. Reply is 5.0. Like is 0.708. The reply head carries about seven times the weight of a like. Copy link is 20.0, the highest positive weight in the table. Read those as relative value, not a conversion rate: the weights multiply predicted probabilities, not raw engagement counts. The boost most people miss: when you and the author follow each other, their original posts get the reply weight raised from 5 to 20 in your feed. Not replies. Original posts, from mutuals. That is the biggest boost in the code, and it is why mutual follows matter more than raw follower count. The other half matters just as much. In the published defaults, replies from accounts you don't follow are dropped from For You. A reply will not travel out of network like a post does. It doesn't need to. A post lands in a feed and hopes. A reply lands under one specific post, in front of everyone who opens that thread, in the exact topic context. Point to point instead of broadcast. That's why the reply is the fastest way into an audience you don't already have. My own numbers say the same thing. Four analytics passes, and reach never equals follows. In the pass before last, high reply days averaged 5.1 follows against 2.8 on the quiet ones, and replies correlated with follows at 0.67 against 0.50 for impressions. Last window my biggest post did 1,002 views and the day it landed produced 2 follows. A 270 view post where I actually talked to people pulled 8 replies and 13 likes. Then I got lazy. Reply volume stayed flat but it was mostly the same people, and last month the reply correlation fell to 0.36 while unfollows went up 31%. Replies didn't stop working. Replies to the same 20 people stopped counting. So, the order I run: 1. Reply to every reply on your own posts. That keeps the thread alive and keeps the conversation in front of the people who already showed up. 2. Reply to people you don't follow yet. That's your introduction, and their audience is the new audience. 3. Reply to random posts when something actually hits you. X scores replies for spam now; a zero gets a risky-reply label and drops out of recommendations to non-followers. "Great post" is a wasted slot. Post once, well. Then go be a person in other people's comments for 30 minutes. That's the whole thesis. Reach is a byproduct. Conversations are the product.

Please pause whatever you’re doing because I've reached 100 followers on X and will be celebrating accordingly 😂 I know that sounds cute compared to huge accounts But 100 people is still a lot of people. I always used to wonder if I sounded smart enough, interesting enough, or professional enough So now I'm just being myself and letting my people find me in their own time I’m still finding my tribe, but it looks like the first 100 are already here It might take a while. But hey, 100 of you are already here. Thank you 🫶 That’s pretty awesome to me.