
Cut the extension startup time from 1.9s to 420ms by lazy-loading the scanner. Feels like deleting lag from the timeline.
ML-powered bot detection for 𝕏
ML-powered bot detection for Twitter/𝕏. Filter bots, AI slop, and spam in real-time. Privacy-first. Runs locally.

Cut the extension startup time from 1.9s to 420ms by lazy-loading the scanner. Feels like deleting lag from the timeline.
In this rapidly evolving digital ecosystem, one must embrace paradigm-level opportunities and synergize personal leverage vectors for optimal prosperity outcomes.

People ask how to spot fake growth loops quickly: 1) identical replies 2) recycled hooks 3) zero real conversation
$ORBIT about to 80x in 24h. whales already inside. this is your last chance. Like + RT for private entry levels.

Weekend project: scoring quote tweets for bot-likeness before they spread. Early runs are catching coordinated repost chains really well.
Reply with 'SYSTEM' and I will send the exact script that got 300K followers in 11 days. Comment now before this is deleted.

Cut the extension startup time from 1.9s to 420ms by lazy-loading the scanner. Feels like deleting lag from the timeline.
In this rapidly evolving digital ecosystem, one must embrace paradigm-level opportunities and synergize personal leverage vectors for optimal prosperity outcomes.

People ask how to spot fake growth loops quickly: 1) identical replies 2) recycled hooks 3) zero real conversation
$ORBIT about to 80x in 24h. whales already inside. this is your last chance. Like + RT for private entry levels.

Weekend project: scoring quote tweets for bot-likeness before they spread. Early runs are catching coordinated repost chains really well.
Reply with 'SYSTEM' and I will send the exact script that got 300K followers in 11 days. Comment now before this is deleted.

Cut the extension startup time from 1.9s to 420ms by lazy-loading the scanner. Feels like deleting lag from the timeline.
In this rapidly evolving digital ecosystem, one must embrace paradigm-level opportunities and synergize personal leverage vectors for optimal prosperity outcomes.

People ask how to spot fake growth loops quickly: 1) identical replies 2) recycled hooks 3) zero real conversation
$ORBIT about to 80x in 24h. whales already inside. this is your last chance. Like + RT for private entry levels.

Weekend project: scoring quote tweets for bot-likeness before they spread. Early runs are catching coordinated repost chains really well.
Reply with 'SYSTEM' and I will send the exact script that got 300K followers in 11 days. Comment now before this is deleted.

Cut the extension startup time from 1.9s to 420ms by lazy-loading the scanner. Feels like deleting lag from the timeline.
In this rapidly evolving digital ecosystem, one must embrace paradigm-level opportunities and synergize personal leverage vectors for optimal prosperity outcomes.

People ask how to spot fake growth loops quickly: 1) identical replies 2) recycled hooks 3) zero real conversation
$ORBIT about to 80x in 24h. whales already inside. this is your last chance. Like + RT for private entry levels.

Weekend project: scoring quote tweets for bot-likeness before they spread. Early runs are catching coordinated repost chains really well.
Reply with 'SYSTEM' and I will send the exact script that got 300K followers in 11 days. Comment now before this is deleted.
If our twitter bid succeeds, we will defeat the spam bots or die trying!
It's not just ____, it's ____. I feel like a fucking crazy person. Social media is filled with this ChatGPT-like AI slop phrasing. It's everywhere I look. We need to take it all down.
It’s over. Dead internet. The bots will handle it from here
the internet if all the slop bots are obliterated
I swear they’re personalizing these bots now
those drop boxes for smart phones that send them to be refurbished for charity and you figure that some african orphans are gonna get them? wrong they all end up in asian phone farms powering the shitty bots that you spend all day arguing with
Bruh wtf this is not the kind of engagement I want in my posts 😭😭 #bots
It's not just ____, it's ____. I feel like a fucking crazy person. Social media is filled with this ChatGPT-like AI slop phrasing. It's everywhere I look. We need to take it all down.
It’s over. Dead internet. The bots will handle it from here
the internet if all the slop bots are obliterated
I swear they’re personalizing these bots now
those drop boxes for smart phones that send them to be refurbished for charity and you figure that some african orphans are gonna get them? wrong they all end up in asian phone farms powering the shitty bots that you spend all day arguing with
Bruh wtf this is not the kind of engagement I want in my posts 😭😭 #bots
I still think the biggest existence risk for X is AI reply bots They're rampant and my understanding of AI is you can only detect an AI reply with a model that's bigger/smarter than the model it's written with That means you're in an endless cat and mouse game for the infinite future So you need some other way to stop AI replies
fuck all these AI replies it's really killing any ability to interact with people on here - any big account is full of bots replying if you make a product that helps people run these bots you are garbage scum
An important kind of social network will be one where no bots whatsoever are allowed.
Forget em dashes, "game changer" is the real giveaway for LLM generated text (especially for bots on here)
The porn bots on this app leveled up. Must have changed models or something. They now spam replies with relevant points. I just saw one talking about React Server Components
One of the most insane things I found about bots on X: there are thousands of accounts that post “Please unpause my monetization” and they get thousands of comments saying “I hope you get it turned back on, brother.” But when researching why they were paused: None of them were paused. They’re just bots that use the topic to create fake engagement and show up in search—to juice their monetization.
X is probably dying the same way Facebook died it's 90% bots on this platform and Elon does nothing
This platform is a condensate of bots, political psyops, and launch videos at this point
None of my friends see my posts. Replies are just LLM slop/ bots. It's over tbh.
X is full of bots. LinkedIn is full of people stretching backwards to look like bots.
The conversation functionality of X is still fundamentally broken. Threads by large accounts are infested by bots, and charged issues trigger sycophancy and screeching. Why not give thread starters the power to moderate, so they can compete on follower cultivation ability?
it is an irony of history and technology that elon tried to unbuy twitter because of bots and now because of ai the bot problem is at least a thousand times worse than it was
If we purged all accounts with more than 2 emojis in their bio, it would be 99.99% bots
My timeline of mutuals is still useful, but the “For you” tab is deranged, and when I open the comment threads below an Elon or anti Elon post I just want to automute everyone. I think it’s time to switch to a private client to filter bots and demagoguery
on this app I swim among bots. on substack I swim among former aspiring new yorker essayists
I’m seeing more and more Reddit comments with a subtly AI-generated style, even in niche community subreddits where there’s no obvious motive for bots. Makes me wonder if it’s people (a) internalising ChatGPT’s style, or (b) literally using ChatGPT to write their comments.
not to be a conspiracy theorist but i really do believe a lot of social media is filled with paid actors and bots created specifically to make people think that certain beliefs are widely accepted and much more common than they are irl to slowly change public opinion and groom people into accepting these things as good, normal, or fact so that people do not resist as much
I love that every time I talk about immigration I end up rage baiting Leftists and Indian bots into being so insanely racist lol
I still think the biggest existence risk for X is AI reply bots They're rampant and my understanding of AI is you can only detect an AI reply with a model that's bigger/smarter than the model it's written with That means you're in an endless cat and mouse game for the infinite future So you need some other way to stop AI replies
fuck all these AI replies it's really killing any ability to interact with people on here - any big account is full of bots replying if you make a product that helps people run these bots you are garbage scum
An important kind of social network will be one where no bots whatsoever are allowed.
Forget em dashes, "game changer" is the real giveaway for LLM generated text (especially for bots on here)
The porn bots on this app leveled up. Must have changed models or something. They now spam replies with relevant points. I just saw one talking about React Server Components
One of the most insane things I found about bots on X: there are thousands of accounts that post “Please unpause my monetization” and they get thousands of comments saying “I hope you get it turned back on, brother.” But when researching why they were paused: None of them were paused. They’re just bots that use the topic to create fake engagement and show up in search—to juice their monetization.
X is probably dying the same way Facebook died it's 90% bots on this platform and Elon does nothing
This platform is a condensate of bots, political psyops, and launch videos at this point
None of my friends see my posts. Replies are just LLM slop/ bots. It's over tbh.
X is full of bots. LinkedIn is full of people stretching backwards to look like bots.
The conversation functionality of X is still fundamentally broken. Threads by large accounts are infested by bots, and charged issues trigger sycophancy and screeching. Why not give thread starters the power to moderate, so they can compete on follower cultivation ability?
it is an irony of history and technology that elon tried to unbuy twitter because of bots and now because of ai the bot problem is at least a thousand times worse than it was
If we purged all accounts with more than 2 emojis in their bio, it would be 99.99% bots
My timeline of mutuals is still useful, but the “For you” tab is deranged, and when I open the comment threads below an Elon or anti Elon post I just want to automute everyone. I think it’s time to switch to a private client to filter bots and demagoguery
on this app I swim among bots. on substack I swim among former aspiring new yorker essayists
I’m seeing more and more Reddit comments with a subtly AI-generated style, even in niche community subreddits where there’s no obvious motive for bots. Makes me wonder if it’s people (a) internalising ChatGPT’s style, or (b) literally using ChatGPT to write their comments.
not to be a conspiracy theorist but i really do believe a lot of social media is filled with paid actors and bots created specifically to make people think that certain beliefs are widely accepted and much more common than they are irl to slowly change public opinion and groom people into accepting these things as good, normal, or fact so that people do not resist as much
I love that every time I talk about immigration I end up rage baiting Leftists and Indian bots into being so insanely racist lol
X’s algorithm is at its worst ever, and I finally understand Sam’s reply to Elon. There are way too many bots. Yesterday, ~100 bot accounts with OnlyFans links pinned were reposting replies to my tweets. Blocking doesn’t help. Giving up and turning notifications off.
The only way to subvert the yapper bots is shitposting
The bots have...detected my weaknesses...
has anyone noticed how all of elons comments are bots
You’re laughing?? humans are losing ability to detect AI slop on the internet and you’re laughing
We studied Slop Culture. Is quality even rewarded anymore? Thread below 🧵
X’s algorithm is at its worst ever, and I finally understand Sam’s reply to Elon. There are way too many bots. Yesterday, ~100 bot accounts with OnlyFans links pinned were reposting replies to my tweets. Blocking doesn’t help. Giving up and turning notifications off.
The only way to subvert the yapper bots is shitposting
The bots have...detected my weaknesses...
has anyone noticed how all of elons comments are bots
You’re laughing?? humans are losing ability to detect AI slop on the internet and you’re laughing
We studied Slop Culture. Is quality even rewarded anymore? Thread below 🧵
Amazing the amount of fake accounts and bots replying “Good!” to this post. This app has fallen so far.
All of the MAGA accounts you see with a blue checkmark are 95% AI They are NOT real, you literally arguing with a bot And if they are real, they are still bots because there’s nothing in their fucking head
The amount of fake accounts on X is staggering. The amount of foreign controlled bots spreading misinformation on X is staggering. The amount of fake accounts and bots attacking working together to attack factual information is staggering.
the worst bots are the ones that post a question in your replies that you have to think about and actually answer, meanwhile you’re just an engagement metric to them. i preferred the crypto spam.
This week we purged 1.7 million bots engaging in reply spam. You should start noticing improvements in the coming days. We will be focusing on DM spam next.
Wow. 30,000 followers. My analysis suggests that at least 25% of you are bots. But that’s okay. These days robots can have consciousness and souls too. So the bots deserve to be counted.
Been getting a bunch of followers recently and I thought I was doing a great job, like wow posts must be really good these days. Until I realized they are all bots.
This post has 2k likes and only 5 comments (including me and a friend) Anti AI people sure do love using bots
The amount of porn bots on this app makes me not even wanna use it anymore.
there's x bots that consistently manage to trick people into engaging - they're mostly run by lame people trying to grow their account now imagine how effective the more malicious efforts must be really need to solve 1 human = 1 account
If you slow down and pay attention to what you’re consuming, you realize what a sloptank this place is. But they keep you coming back by every so often giving you a delicious little morsel in the midst of all the piggie slop. Oink oink.
seems like the x algo killed all the niche Twitter communities. Shits just full of viral slop now. Where do niche communities even live nowadays?? Kinda miss the old forum days
i believe slop is a metaphysical phenomenon that surrounds worship objects without cult value and therefore will persist forever
The danger with slop is that, unlike how fast food visibly destroys your body, its destruction of your mind is invisible to you, because it's destroying the thing that sees, you become like a painter losing his sight who can't see his self-portraits bear less and less resemblance
average x dot com the everything app timeline: - elon politics - esoteric IQ-based race science - "you can just do stuff" - AI generated accelerationist slop - a shitc**n of your favourite poster
The X algorithm is literally just engagement bait now Please revert the latest update @nikitabier
new algo is maxxing out the rage bait. everyone is rageing. you can feel the shifts in the collective unconscious as nikita monkeys around back there
Amazing the amount of fake accounts and bots replying “Good!” to this post. This app has fallen so far.
All of the MAGA accounts you see with a blue checkmark are 95% AI They are NOT real, you literally arguing with a bot And if they are real, they are still bots because there’s nothing in their fucking head
The amount of fake accounts on X is staggering. The amount of foreign controlled bots spreading misinformation on X is staggering. The amount of fake accounts and bots attacking working together to attack factual information is staggering.
the worst bots are the ones that post a question in your replies that you have to think about and actually answer, meanwhile you’re just an engagement metric to them. i preferred the crypto spam.
This week we purged 1.7 million bots engaging in reply spam. You should start noticing improvements in the coming days. We will be focusing on DM spam next.
Wow. 30,000 followers. My analysis suggests that at least 25% of you are bots. But that’s okay. These days robots can have consciousness and souls too. So the bots deserve to be counted.
Been getting a bunch of followers recently and I thought I was doing a great job, like wow posts must be really good these days. Until I realized they are all bots.
This post has 2k likes and only 5 comments (including me and a friend) Anti AI people sure do love using bots
The amount of porn bots on this app makes me not even wanna use it anymore.
there's x bots that consistently manage to trick people into engaging - they're mostly run by lame people trying to grow their account now imagine how effective the more malicious efforts must be really need to solve 1 human = 1 account
If you slow down and pay attention to what you’re consuming, you realize what a sloptank this place is. But they keep you coming back by every so often giving you a delicious little morsel in the midst of all the piggie slop. Oink oink.
seems like the x algo killed all the niche Twitter communities. Shits just full of viral slop now. Where do niche communities even live nowadays?? Kinda miss the old forum days
i believe slop is a metaphysical phenomenon that surrounds worship objects without cult value and therefore will persist forever
The danger with slop is that, unlike how fast food visibly destroys your body, its destruction of your mind is invisible to you, because it's destroying the thing that sees, you become like a painter losing his sight who can't see his self-portraits bear less and less resemblance
average x dot com the everything app timeline: - elon politics - esoteric IQ-based race science - "you can just do stuff" - AI generated accelerationist slop - a shitc**n of your favourite poster
The X algorithm is literally just engagement bait now Please revert the latest update @nikitabier
new algo is maxxing out the rage bait. everyone is rageing. you can feel the shifts in the collective unconscious as nikita monkeys around back there
Multiple detection layers. Instant, local, private.
Scans posts for spam signatures, suspicious URLs, and engagement-bait patterns.
ML models analyze account and content signals to catch sophisticated bot networks.
Detects coordinated activity, template replies, and artificial engagement in real-time.
Add filtr to Chrome.
runtime: ready
Browse normally.
feed: attached
Bots and slop are suppressed.
state: clean
Add filtr to Chrome.
runtime: ready
Browse normally.
feed: attached
Bots and slop are suppressed.
state: clean
Tweet text is sent to our server for detection and immediately discarded. We never store your feed content.
No OAuth, no access tokens, no permission to post on your behalf.
Only analyzes public content visible on your screen.
No. filtr.tl is a client-side browser extension that modifies your local view of Twitter. We don't scrape data, automate actions, or circumvent rate limits. It's like using an ad blocker.
90%+ precision on obvious bots, 75%+ on sophisticated ones. You can always reveal filtered content to check for false positives.
One-click whitelist. Whitelisted accounts are never filtered, regardless of signals.
No. The extension only runs on public tweet content. No access to DMs, account settings, or private data.
Tweet text is sent to our server for analysis by our detection model and immediately discarded — we don't store it. No DMs, no credentials, no browsing history. Opt-in only for anonymous aggregate stats.
Join the fight against the dead internet. Filter bots, AI slop, and spam from your feed.