In a post-truth world, lies adapt fast.
But behavior betrays the mask.
And that’s where detection begins.
#TrollDetection #MachineLearning #Disinformation #BehavioralFingerprint
But behavior betrays the mask.
And that’s where detection begins.
#TrollDetection #MachineLearning #Disinformation #BehavioralFingerprint
April 8, 2025 at 11:01 AM
In a post-truth world, lies adapt fast.
But behavior betrays the mask.
And that’s where detection begins.
#TrollDetection #MachineLearning #Disinformation #BehavioralFingerprint
But behavior betrays the mask.
And that’s where detection begins.
#TrollDetection #MachineLearning #Disinformation #BehavioralFingerprint
#TrollDetection #MachineLearning #BehavioralSignals
Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act.
Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act.
April 8, 2025 at 11:00 AM
#TrollDetection #MachineLearning #BehavioralSignals
Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act.
Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act.
This is the shift in how we detect disinfo.
Not by catching lies.
But by catching inauthentic behavior.
Because behavior is harder to fake than content.
#TrollDetection #Disinformation #BehavioralSignals #PostTruth
Not by catching lies.
But by catching inauthentic behavior.
Because behavior is harder to fake than content.
#TrollDetection #Disinformation #BehavioralSignals #PostTruth
April 8, 2025 at 8:31 AM
This is the shift in how we detect disinfo.
Not by catching lies.
But by catching inauthentic behavior.
Because behavior is harder to fake than content.
#TrollDetection #Disinformation #BehavioralSignals #PostTruth
Not by catching lies.
But by catching inauthentic behavior.
Because behavior is harder to fake than content.
#TrollDetection #Disinformation #BehavioralSignals #PostTruth
#TrollDetection
"Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act."
Thread: 👇
"Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act."
Thread: 👇
April 8, 2025 at 11:36 AM
#TrollDetection
"Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act."
Thread: 👇
"Researchers trained a machine learning model on tweet behavior, not content.
Why?
Because trolls change what they say.
But they struggle to fake how they act."
Thread: 👇
Detection at Scale — What This Means Going Forward
#Disinformation #TrollDetection #PlatformAccountability
From Trolls to Trends — When Behavior Becomes Influence
#Disinformation #NarrativeControl #TrollTactics
#Disinformation #TrollDetection #PlatformAccountability
From Trolls to Trends — When Behavior Becomes Influence
#Disinformation #NarrativeControl #TrollTactics
April 8, 2025 at 1:32 PM
Detection at Scale — What This Means Going Forward
#Disinformation #TrollDetection #PlatformAccountability
From Trolls to Trends — When Behavior Becomes Influence
#Disinformation #NarrativeControl #TrollTactics
#Disinformation #TrollDetection #PlatformAccountability
From Trolls to Trends — When Behavior Becomes Influence
#Disinformation #NarrativeControl #TrollTactics
#Disinformation #TrollDetection #PlatformAccountability
The study shows we can detect trolls by behavior.
That opens the door to early warning systems—
Not based on ideology or opinion, but on patterns that reveal inauthentic activity.
The study shows we can detect trolls by behavior.
That opens the door to early warning systems—
Not based on ideology or opinion, but on patterns that reveal inauthentic activity.
April 8, 2025 at 12:00 PM
#Disinformation #TrollDetection #PlatformAccountability
The study shows we can detect trolls by behavior.
That opens the door to early warning systems—
Not based on ideology or opinion, but on patterns that reveal inauthentic activity.
The study shows we can detect trolls by behavior.
That opens the door to early warning systems—
Not based on ideology or opinion, but on patterns that reveal inauthentic activity.
These are 👇🏼
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Beefeater on X: "Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community." / X
Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community.
x.com
August 23, 2025 at 12:14 PM
These are 👇🏼
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Behavior Over Bots — Why Machine Learning Works
#TrollDetection #MachineLearning #BehavioralSignals
The 90% Accuracy Test — Patterns You Can’t Fake
#DisinfoDetection #BehavioralFingerprint #TrollOps
#TrollDetection #MachineLearning #BehavioralSignals
The 90% Accuracy Test — Patterns You Can’t Fake
#DisinfoDetection #BehavioralFingerprint #TrollOps
April 8, 2025 at 1:32 PM
Behavior Over Bots — Why Machine Learning Works
#TrollDetection #MachineLearning #BehavioralSignals
The 90% Accuracy Test — Patterns You Can’t Fake
#DisinfoDetection #BehavioralFingerprint #TrollOps
#TrollDetection #MachineLearning #BehavioralSignals
The 90% Accuracy Test — Patterns You Can’t Fake
#DisinfoDetection #BehavioralFingerprint #TrollOps
#ActiveMeasures
#TrollDetection
working hard to get facts out about getting work done for Americans
#HeritageEnemyofState planted inside live trolls and sabotaged ..flooding the zone….
Heritage Staffers Flood Federal Agencies With Thousands of Info Requests
www.propublica.org/article/have...
#TrollDetection
working hard to get facts out about getting work done for Americans
#HeritageEnemyofState planted inside live trolls and sabotaged ..flooding the zone….
Heritage Staffers Flood Federal Agencies With Thousands of Info Requests
www.propublica.org/article/have...
Heritage Foundation Staffers Flood Federal Agencies With Thousands of Information Requests
The conservative think tank’s requests are clogging the pipeline at federal agencies in an apparent attempt to find employees a potential Trump administration would want to purge.
www.propublica.org
September 20, 2025 at 6:32 PM
#ActiveMeasures
#TrollDetection
working hard to get facts out about getting work done for Americans
#HeritageEnemyofState planted inside live trolls and sabotaged ..flooding the zone….
Heritage Staffers Flood Federal Agencies With Thousands of Info Requests
www.propublica.org/article/have...
#TrollDetection
working hard to get facts out about getting work done for Americans
#HeritageEnemyofState planted inside live trolls and sabotaged ..flooding the zone….
Heritage Staffers Flood Federal Agencies With Thousands of Info Requests
www.propublica.org/article/have...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Beefeater on X: "Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community." / X
Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community.
x.com
September 20, 2025 at 6:37 PM
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Beefeater on X: "Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community." / X
Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community.
x.com
September 7, 2025 at 4:10 PM
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Those of us that got past the the election interference of the trolls…
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Beefeater on X: "Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community." / X
Knowledge is power. Familiarise yourself with some key bot traits. Don’t respond to bot or suspicious accounts. Your response it the oxygen it needs to encourage division in the community.
x.com
November 2, 2025 at 6:06 PM
Those of us that got past the the election interference of the trolls…
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
The Sanitization of Antisemite Nick Fuentes globalextremism.org/post/the-san...
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
The Sanitization of Antisemite Nick Fuentes globalextremism.org/post/the-san...
The Sanitization of Antisemite Nick Fuentes
Nick Fuentes, a 27-year-old Holocaust denier and white nationalist, has long trafficked in racism, misogyny, and antisemitism. Yet mainstream podcasters and platforms are now offering him space to rei...
globalextremism.org
October 27, 2025 at 11:42 AM
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
The Sanitization of Antisemite Nick Fuentes globalextremism.org/post/the-san...
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
The Sanitization of Antisemite Nick Fuentes globalextremism.org/post/the-san...
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
OpenAI’s Sora 2 Used To Spread Holocaust Denial and Glorify Hitler globalextremism.org/post/openais...
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
OpenAI’s Sora 2 Used To Spread Holocaust Denial and Glorify Hitler globalextremism.org/post/openais...
OpenAI’s Sora 2 Used To Spread Holocaust Denial and Glorify Hitler
OpenAI’s Sora 2, launched on September 30, faced backlash for generating controversial videos, including antisemitic and misogynistic content.
globalextremism.org
October 27, 2025 at 11:41 AM
#TrollDetection #TPUSA
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
OpenAI’s Sora 2 Used To Spread Holocaust Denial and Glorify Hitler globalextremism.org/post/openais...
#DigitalCoup
#Broliarchy
#Subversion
#CognitiveWarfare #ActiveMeasures
OpenAI’s Sora 2 Used To Spread Holocaust Denial and Glorify Hitler globalextremism.org/post/openais...
#TrollDetection
While Biden Harris admin working hard to get facts out about getting work done for Americans
#HeritageEnemyofState had planted inside live trolls and sabotaged all info by flooding the zone….
www.propublica.org/article/have...
While Biden Harris admin working hard to get facts out about getting work done for Americans
#HeritageEnemyofState had planted inside live trolls and sabotaged all info by flooding the zone….
www.propublica.org/article/have...
September 11, 2025 at 11:59 AM
#TrollDetection
While Biden Harris admin working hard to get facts out about getting work done for Americans
#HeritageEnemyofState had planted inside live trolls and sabotaged all info by flooding the zone….
www.propublica.org/article/have...
While Biden Harris admin working hard to get facts out about getting work done for Americans
#HeritageEnemyofState had planted inside live trolls and sabotaged all info by flooding the zone….
www.propublica.org/article/have...
Full scale escalation
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
x.com
August 22, 2025 at 11:36 AM
Full scale escalation
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
#TrollDetection
Bot farm and troll detection
And this goes for live influencers too…
x.com/Beefeater_Fe...
Maybe it's just me, but I'd love to see Bluesky add the join date to the profile, as well as the days 'present' (number of days you've posted or liked or followed)
#trollDetection
#trollDetection
January 26, 2025 at 11:59 AM
Maybe it's just me, but I'd love to see Bluesky add the join date to the profile, as well as the days 'present' (number of days you've posted or liked or followed)
#trollDetection
#trollDetection