Good Monday morning to you, curious minds.

What can a year-old report tell us about the evolution of troll farms?

Quite a lot, actually.

This one shows us how AI + social engineering replaced old-school spam with something quieter, and harder to trace.

Let’s take a look. Image
This is a case study from 2024, published by Clemson University’s Media Forensics Hub.

It documents a coordinated bot network using AI to reply, not post — shaping U.S. political discourse from inside the replies.
Digital Yard Signs

By Darren Linvill & Patrick Warren

open.clemson.edu/mfh_reports/7
There were at least 686 accounts. All bots.

Most posed as conservative, Christian, or “relatable” Americans.

They didn’t go viral. They weren’t loud.

They replied to real users — inserting pro-Trump, anti-Biden, and crypto-aligned messages into everyday threads. Image
What made this different was the use of AI.

Early replies were likely written using OpenAI models.

Later ones used Dolphin, a version of LLM tech with fewer restrictions.

Prompts were tuned to bypass ethical guardrails and generate persuasive text. Image
These weren’t political accounts in the usual sense.

They looked like this:

– “Girl Mom, 💄 Patriot”
– “Christ is King”
– “Mama of 2, crypto curious”
– “Artist, dog lover, small biz”

Their posts talked about family, prayer, inflation, America.

Then nudged support for Trump. Image
This is what the researchers call persona engineering.

The bios. The tone. The verified badges.

Even the profile pictures (some stolen, some AI-generated) were designed to say:

“This person is real. This person is just like you.” Image
What did they talk about?

– Democratic Senate candidates
– Harris as a potential president
– The WHO’s Pandemic Treaty
– Voter ID laws in North Carolina
– Crypto memes and NFT jokes

Nothing extreme. Just repetition. Soft amplification. Image
Here’s the real shift:

These bots didn’t seek attention.
They weren’t trying to win the timeline.
They were trying to look normal.

They replied to you. They blended in.

They signaled a political mood — not a hard position. Image
The researchers call this: digital yard signs.

Like the signs people put on their lawns — not to argue, but to show what side they’re on.

To make you feel surrounded. To normalize the message.

That’s what these replies did. Image
This is social engineering.

Built with AI. At scale.

No sweatshops. No human troll farms.

Just code that knows how to sound American enough, and pick a target.

This is the evolution.
The campaign had low engagement.

Almost no likes or reposts.

But that’s not how visibility works anymore.

Replying to someone guarantees you’re seen — by the original user and anyone reading the thread.

Quiet impact. Passive reach.
If you want to understand what influence ops look like now — this is it.

No rageposting. No massive fake follower counts.

Just a believable reply under your tweet, echoing the same talking point again and again.

Until you think it’s common sense.
The full report is worth your time:

Digital Yard Signs: Analysis of an AI Bot Political Influence Campaign on X.

Published Sept 30, 2024. By Darren Linvill & Patrick Warren.

open.clemson.edu/mfh_reports/7
Why does this matter?

Because it didn’t feel like a threat.

It felt like background noise.

A reply here. A comment there. Something about inflation. Or God. Or gas prices.

But it was designed to shift perception — quietly.
The people behind this campaign didn’t want to debate.

They wanted to blend.

That’s how modern influence works:

It doesn’t tell you what to think.

It makes you feel like you already thought it.
That’s why education matters.

We need to teach how these tactics work.

Where they show up. And why they’re effective.

Because if we don’t?

The next wave won’t just influence elections — it’ll rewrite the norms we take for granted. Image

• • •

Missing some Tweet in this thread? You can try to force a refresh
 

Keep Current with Gavril Ducu 🇷🇴🇩🇪🇺🇲🇳🇱🇪🇺@🇺🇦

Gavril Ducu 🇷🇴🇩🇪🇺🇲🇳🇱🇪🇺@🇺🇦 Profile picture

Stay in touch and get notified when new unrolls are available from this author!

Read all threads

This Thread may be Removed Anytime!

PDF

Twitter may remove this content at anytime! Save it as PDF for later use!

Try unrolling a thread yourself!

how to unroll video
  1. Follow @ThreadReaderApp to mention us!

  2. From a Twitter thread mention us with a keyword "unroll"
@threadreaderapp unroll

Practice here first or read more on our help page!

More from @DucuGavril

Jul 20
Okay, the evening’s here — but let’s do one more.

What else can we learn about modern disinformation today?

Let’s take a look at this together. Image
This one’s about AI-generated lifestyle influencers who looked like they just wanted to talk skincare and jewelry.

But they had a different job. Image
The report is called Only Skin Deep.

Published March 2025 by Clemson University’s Media Forensics Hub.

It documents how fake women — built with AI, styled like influencers — were used to push pro-Trump and crypto messaging before the 2024 election.

open.clemson.edu/cgi/viewconten…
Read 13 tweets
Jul 20
Disinfo evolves.

The tactics that worked in 2016? Too loud. Too easy to trace.

By 2024, Russia had changed the game.

No bots. No troll farms. Just content.

Believable. Untraceable. Designed to slide right past you.

But how did it worked—and how to see it coming? Image
Full source: Writing With Invisible Ink

Published June 2024 by Alethea

PDF: ink-alethea.s3.us-east-2.amazonaws.com/Alethea-Writin…
Alethea’s report is about Russian interference in the 2024 U.S. presidential election.

But there are no fake accounts, no stolen emails. This isn’t Cold War redux.

It’s something harder to spot.

They call it: Invisible Ink.
Read 15 tweets
Jul 18
GRU by the Numbers: Inside Russia’s Hybrid War Machine

The UK's 2025 intelligence profile reveals how Russia’s GRU blends hacking, sabotage, and propaganda across borders.

Let’s look at the numbers — and what they mean.

#HybridThreat #CyberWarfare #GRU Image
🇷🇺 The GRU isn’t one unit.

It’s an integrated system of cyber, covert, and influence operations.

This thread covers:

🔹 3 core units
🔹 8+ malware tools
🔹 20+ major attacks
🔹 Global targeting from Ukraine to the Olympics

Source linked below
3 elite GRU units

🔹 Unit 26165 — APT28: espionage, leaks, malware
🔹 Unit 74455 — Sandworm: destructive infrastructure ops
🔹 Unit 29155 — Cadet Blizzard: sabotage, poisonings, wipers

Each one plays a role. Together: hybrid warfare.
Read 15 tweets
Jul 18
Inside the Mind of a Propagandist

A top Russian official just dropped a post filled with hate, fear, and psychological warfare.

We broke it down line by line to show how modern propaganda actually works.

#Disinformation #Propaganda Image
“European morons have agreed on the 18th package of sanctions…”

Tactic: Mockery + Dehumanization

Right from the start: no facts, just name-calling.

Why?

🔹 It shuts down empathy
🔹 Signals tribal loyalty
🔹 Makes cruelty feel casual
“It makes no sense to write that it is capable of changing Russia’s position…”

Tactic: Denial of impact

He’s not arguing — he’s performing invincibility.

This says: “Sanctions are useless. We’re unshakable.”

It’s about psychological armor, not truth.
Read 11 tweets
Jul 16
🧵 Values are oxygen.

Without them, society doesn’t just get worse.

It suffocates.

This is a thread about why values matter — especially for the state — and why the rule of law is how we keep our democracies breathing. Image
Not every citizen will live by perfect ideals.

We lie sometimes.
We cut corners.
We fail each other.

That’s human.

But the state cannot afford that luxury.

It has to be better than us.
When politicians say, “I’m just like you,” be careful.

You don’t want your surgeon to be “just like you.”

Or your pilot. Or your judge.

You want them to be trained. Accountable. Guided by higher standards.
Read 13 tweets
Jul 16
🧵 When Ideals Are Captured by Empires

A thread about what happened to communism once it became a tool of the Soviet state — and how that legacy still poisons the world today. Image
Communism promised a new world.

No kings.
No landlords.
No inherited power.
A system for workers.
A society of equals.

That was the dream — in books, in cells, in whispers in the dark.
But the moment the Bolsheviks seized power, the dream started to shrink.

Not because of capitalism. Because of power itself.

And because Russia — an empire already — never gave up its taste for control.
Read 11 tweets

Did Thread Reader help you today?

Support us! We are indie developers!


This site is made by just two indie developers on a laptop doing marketing, support and development! Read more about the story.

Become a Premium Member ($3/month or $30/year) and get exclusive features!

Become Premium

Don't want to be a Premium member but still want to support us?

Make a small donation by buying us coffee ($5) or help with server cost ($10)

Donate via Paypal

Or Donate anonymously using crypto!

Ethereum

0xfe58350B80634f60Fa6Dc149a72b4DFbc17D341E copy

Bitcoin

3ATGMxNzCUFzxpMCHL5sWSt4DVtS8UqXpi copy

Thank you for your support!

Follow Us!

:(