You've seen the AI demos. Viktor does it without you watching.
The AI tool you tried last quarter waited for a prompt, hallucinated a number, then asked if you'd like a summary.
Viktor opened a PR at 2am, rebased it against main, ran your test suite, and posted a note in #eng: "Two flaky tests in payments service, both pre-existing. Recommended merging after fixing them." Then drafted the customer reply for the support ticket the bug created.
That's 619K autonomous actions per day across 20,000+ teams. Not chat replies. Real work shipped to GitHub, Stripe, Linear, Notion, and 3,000+ other tools, from inside Slack and Microsoft Teams.
You don't supervise him any more than you supervise a senior engineer.
SOC 2 certified. Your data never trains models.
"It's what you probably originally thought AI was going to be when you first heard of it in sci-fi movies." Tyler, CEO.

Social media is supposed to connect people.
But sometimes, it does the opposite.
You open an app to see what your friends are doing. Instead, you see posts from strangers. You open the replies and find arguments between people you have never seen before.
For many users, this has become a normal experience on X.
Now, X is making a small change that could improve this.
The platform is updating its algorithm to give more visibility to your mutuals.
Mutuals are people you follow who also follow you back.
It sounds like a small change.
But it could have a big impact on how X feels.
What Is X Changing?
On July 14, X head of product Nikita Bier shared details about a new algorithm tweak.
According to Bier, X is rolling out a change that will boost the visibility of your posts to your mutuals.
These are the people you follow back.
The interesting part is that this data was apparently missing from the algorithm before.
Because of this, your friends and mutuals were not always appearing enough in your replies and timeline.
That created an unexpected problem.
You could have hundreds of mutuals on X. But when you posted something, many of the replies could still come from complete strangers.
Your actual online friends could easily get lost.
The new update is designed to change that.
X now wants mutual connections to become a stronger signal.
This means your posts could appear more often in front of people who already have a two-way connection with you.
Their posts may also become more visible to you.
The goal is simple.
Make X feel more social again.
Why Did X Make This Change?
According to Bier, X noticed that the lack of this signal was affecting conversations.
Reply sections sometimes felt like a "battleground."
Instead of seeing familiar names and people from your community, users often found themselves interacting with strangers.
That is not always bad.
Meeting new people is one of the best things about X.
The platform is built around public conversations.
A developer can talk to a founder.
A small creator can reply to a CEO.
Someone with 100 followers can have a conversation with someone who has one million followers.
That openness is powerful.
But there needs to be a balance.
If every conversation is dominated by strangers, the platform can start feeling less personal.
You may follow hundreds of people because you enjoy their ideas.
Some of them follow you back.
Over time, these people become part of your online community.
You recognize their names.
You understand their jokes.
You know what they are building.
You may have been interacting with them for years.
But if the algorithm does not understand the importance of these relationships, those connections become less visible.
X is now trying to fix that.
Your Mutuals Could Matter More
This update could make mutual connections more valuable.
Until now, many creators have focused heavily on reach.
Everyone wants more impressions.
More views.
More followers.
More viral posts.
But social media is not only about reaching millions of people.
Sometimes, reaching the right 100 people is more important.
Your mutuals are often among your most engaged followers.
They already know you.
They may regularly like your posts.
They may reply to your ideas.
They may share your work.
You probably do the same for them.
This creates a small network of people who interact with each other regularly.
With the new algorithm change, these relationships could get more visibility.
You might start seeing more familiar faces in your replies.
Your mutuals might see more of your posts.
And conversations could become more natural.
Instead of constantly introducing yourself to strangers, you may feel like you are talking to people you already know.
X Wants More Interest-Based Communities
There is another important part of this update.
Bier said the change should help clusters form around interests more easily.
This could be very useful.
Think about Tech Twitter.
There are developers, designers, founders, AI researchers, indie hackers, investors, and creators.
Many of these people follow each other.
They talk about similar topics.
They share tools.
They discuss new products.
They help each other.
Over time, these users naturally form communities.
The same happens with sports, finance, gaming, books, movies, photography, and almost every other topic.
By giving more importance to mutual relationships, X could strengthen these communities.
If you are a developer who regularly interacts with other developers, the algorithm may better understand that network.
You may see more conversations from that group.
Your posts may also reach more people inside it.
This could make it easier for smaller communities to grow naturally.
A Friendlier Timeline
The biggest impact may be emotional.
Social media feeds are often optimized for engagement.
And controversial content can generate a lot of engagement.
People argue.
People quote-post.
People get angry.
People keep scrolling.
This can increase activity, but it does not always create a good experience.
Sometimes, users simply want to see people they like.
They want to reply to a friend.
They want to celebrate someone's new job.
They want to see what another developer is building.
They want to congratulate someone on launching a product.
They want normal conversations.
Boosting mutuals could bring some of that feeling back.
Your timeline may start feeling less random.
Your replies may feel more familiar.
And X could feel a little more like a community.
Users Are Already Noticing
After the change was announced, many users reacted positively.
Some started saying hello to their mutuals.
Others joked about finally seeing familiar people again.
For active X users, this is an interesting shift.
Many people spend years building connections on the platform.
They follow each other.
They reply to each other.
They watch each other's journeys.
But algorithm changes can sometimes separate those people.
You may suddenly stop seeing someone you used to interact with every day.
They may still follow you.
You may still follow them.
But the algorithm decides what appears in your feed.
This new change could help restore some of those connections.
What Does This Mean for Creators?
For creators, this update could change how they think about growth.
Building a strong network may become even more important.
Many people chase follower counts.
But a large follower count does not always mean a strong community.
You could have 100,000 followers and very little meaningful interaction.
Another person could have 2,000 followers and hundreds of people who regularly talk to them.
The second account may have a much stronger community.
Mutual relationships can be a sign of genuine connection.
You follow someone because you value their content.
They follow you because they value yours.
That creates a two-way relationship.
If X gives more weight to these relationships, creators may have another reason to focus on community instead of only chasing numbers.
Reply to people.
Have real conversations.
Support other creators.
Follow interesting people.
Build relationships around shared interests.
These simple actions could become more valuable.
But There Is One Possible Risk
There is also a downside to consider.
If X shows us too much content from people we already know, feeds could become echo chambers.
You may keep seeing the same people.
The same opinions.
The same ideas.
That could reduce discovery.
One of the best parts of X is finding someone completely new.
You might discover a developer in another country.
You might find a small startup building something interesting.
You might read an idea that changes how you think.
That discovery should not disappear.
The best version of this update would create a balance.
Show us our friends.
Show us our communities.
But also introduce us to interesting new people.
That balance is important.
X needs to feel familiar without becoming closed.
A Small Algorithm Change Can Have a Big Impact
Algorithms shape our online experience more than we realize.
A small change in ranking can decide who sees your post.
It can decide which replies appear first.
It can decide which conversations grow.
And it can even decide which online friendships continue.
That is why this update is interesting.
On paper, it is simple.
Give more importance to mutuals.
But in practice, it could change the feeling of the entire platform.
X has always been at its best when people find their communities.
Developers find developers.
Writers find writers.
Founders find founders.
Sports fans find other sports fans.
And sometimes, complete strangers become online friends.
By making mutual relationships more visible, X may be trying to strengthen that part of the platform.
The change will need time before we know its full impact.
Algorithms are complex.
And what works for one community may not work for another.
But the idea makes sense.
Social networks should not only help us discover strangers.
They should also help us stay connected with the people we already know.
If X can find the right balance between friends, communities, and discovery, timelines could become much more enjoyable.
And maybe the reply section will feel a little less like a battleground.
And a little more like catching up with friends.
Thanks for reading this edition of the newsletter. I hope it helped you stay updated with the latest changes happening on X and social media.
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—Sushila


