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Pradeep Pandey
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Pradeep Pandey
@Div_pradeep
X about AI and Web development • Co-founder @AIInsights__ • DM for collaboration • 📥 [email protected]
Subscribe for free 👉 Katılım Kasım 2017
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@Damn_coder This insight really sheds light on how we engage.
Thanks for sharing your thoughts!
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Pradeep Pandey retweetledi

X’s open-source algorithm repo revealed something most creators still don’t understand:
The platform is no longer ranking “good content.”
It’s ranking behavioral probability.
Not:
• quality
• accuracy
• expertise
But:
• likelihood of reply
• likelihood of pause
• likelihood of outrage
• likelihood of sharing
• likelihood you stay on the app longer
The feed is basically a prediction engine now.
Here’s what the repo quietly exposed:
1. X predicts your behavior in real time
The system scores tweets based on:
• likes
• replies
• profile clicks
• dwell time
• shares
• negative feedback
Then combines those predictions into a final ranking score.
2. Dwell time matters more than most people think
A post people STOP for can outperform a post people casually like.
That explains why:
• curiosity hooks work
• cliffhangers work
• long-form posts work
• emotionally charged posts spread faster
The algorithm rewards retained attention.
3. The “For You” feed is mostly discovery now
The system aggressively pushes content from people you don’t follow.
Meaning:
• virality matters more than followers
• niche accounts can explode overnight
• one strong post can outrank massive creators
4. Replies are algorithm fuel
Reply-heavy posts create:
• longer sessions
• repeated interactions
• deeper engagement loops
That’s why controversial posts dominate the feed.
5. The biggest shift:
Old Twitter:
“Who do you follow?”
Modern X:
“What behavior can we predict?”
That’s the real story behind the repo.
The feed isn’t curated anymore.
It’s engineered attention.

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Pradeep Pandey retweetledi

@thetripathi58 Love seeing smaller models punch way above their weight
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Been using AI tools for months.
Generation part is solved.
Keeping everything organized? Still a mess.
Tested Canvas by @renoiseai.
Finally feels like someone built this right.
#RenoiseCanvas

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That's a wrap!
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Pradeep Pandey@Div_pradeep
Your iPhone is hiding 47GB of storage you did not know existed. Not in photos. Not in apps. In places Apple designed you to never check. I found them all in 10 minutes. Here is where:
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@Rixhabh__ 2 second inference on H100 is going to make a lot of other models look slow.
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Pradeep Pandey retweetledi
Pradeep Pandey retweetledi




