+0.17 Undercover reporter reveals life in a Polish troll farm (www.theguardian.com S:+0.14 )
665 points by lxm 2308 days ago | 308 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 14:18:00
Summary Disinformation & Democratic Integrity Advocates
The Guardian's investigative article documents how Cat@Net, a Polish marketing firm, orchestrated a coordinated inauthentic behavior campaign using thousands of fake social media accounts to manipulate elections, political candidates, defense contracts, and public opinion. The reporting exposes systematic violations of authentic free expression, democratic participation, privacy, and freedom of conscience, while highlighting inadequate international regulatory frameworks for addressing disinformation. By documenting these abuses and calling for stronger regulatory responses, the article advocates for human rights protections against coordinated influence operations.
Article Heatmap
Preamble: +0.16 — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — Non-Discrimination 2 Article 3: ND — Life, Liberty, Security Article 3: No Data — Life, Liberty, Security 3 Article 4: ND — No Slavery Article 4: No Data — No Slavery 4 Article 5: ND — No Torture Article 5: No Data — No Torture 5 Article 6: +0.10 — Legal Personhood 6 Article 7: +0.20 — Equality Before Law 7 Article 8: -0.14 — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: ND — Fair Hearing Article 10: No Data — Fair Hearing 10 Article 11: ND — Presumption of Innocence Article 11: No Data — Presumption of Innocence 11 Article 12: -0.14 — Privacy 12 Article 13: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — Nationality 15 Article 16: ND — Marriage & Family Article 16: No Data — Marriage & Family 16 Article 17: ND — Property Article 17: No Data — Property 17 Article 18: +0.40 — Freedom of Thought 18 Article 19: +0.48 — Freedom of Expression 19 Article 20: +0.16 — Assembly & Association 20 Article 21: +0.70 — Political Participation 21 Article 22: -0.10 — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: +0.20 — Social & International Order 28 Article 29: +0.10 — Duties to Community 29 Article 30: +0.20 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.17 Structural Mean +0.14
Weighted Mean +0.19 Unweighted Mean +0.18
Max +0.70 Article 21 Min -0.14 Article 8
Signal 13 No Data 18
Volatility 0.23 (Medium)
Negative 3 Channels E: 0.6 S: 0.4
SETL +0.00 Editorial-dominant
FW Ratio 50% 25 facts · 25 inferences
Evidence 32% coverage
6H 6M 1L 18 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.16 (1 articles) Security: 0.00 (0 articles) Legal: 0.05 (3 articles) Privacy & Movement: -0.14 (1 articles) Personal: 0.40 (1 articles) Expression: 0.45 (3 articles) Economic & Social: -0.10 (1 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.17 (3 articles)
HN Discussion 20 top-level · 30 replies
michens 2019-11-04 16:32 UTC link
I highly recommend reading their statement, which is btw the only content on their site - https://translate.google.com/translate?sl=pl&tl=en&u=http%3A...
d4mi3n 2019-11-04 16:35 UTC link
I really don't like PR operations like this, but here's a thought experiment:

Presumably it's OK to voice one's opinions on social media, but:

1. Is it acceptable for private interests to do the same?

2. At what point does something turn from personal opinion to propaganda?

3. Is it more problematic that a private entity (e.g. a PR firm) is _pretending_ to express an honest opinion? Would this be acceptable if this were a group of up-front political activists instead?

Personally, I'd draw the line at private interests trying to influence public opinion. Sadly, this is a process as old as the hills. Marketing and propaganda have existed for a long time, it just seems like it's become much harder to pin it for what it is in the era of social media.

rad_gruchalski 2019-11-04 17:18 UTC link
What this article fails to mention: there was recently a case discovered where one of the clients of these troll farms was... Ministry of Justice. They used to slander judges who were not in the political line of thought of the previous / current leading party.

The knowledge of this was as high up as Jaroslaw Kaczynski, the man who appears to be driving the whole country from the back seat.

One of many, many articles available in Polish press: https://www.rp.pl/Sedziowie-i-sady/309239933-Farma-trolli-w-...

Edit: added „line of“ in „ They used to slander judges who were not in the political line of thought of the previous / current leading party.“

Yuval_Halevi 2019-11-04 17:24 UTC link
The sentence 'There is no such thing as bad publicity' Talks exactly about cases like this.

The polish PR firm is about to get a wave of leads from this 'negative PR'

lev272 2019-11-04 17:25 UTC link
Most telling part of their statement is the defense that the company operates "like like any other agency of its kind"—as if that is a defense.

As disgusting as this is, there are so many layers to regulating, much of which stems from the nature of social media platforms vs. traditional media platforms. Are the platforms they're posting on subject to the same propaganda regulations as news outlets? Are they as individuals liable for the spread of misinformation, as a result?

kache_ 2019-11-04 17:25 UTC link
The existence of paid trolls and shills has been a known fact for many years on various imageboards and forums. It's become a bit of an inside joke. I even suspect that some memes have been generated by private institutions. For example, the 30 year old boomer and his association with Monster has been great advertising for Monster Energy (https://knowyourmeme.com/memes/30-year-old-boomer)
9HZZRfNlpR 2019-11-04 17:25 UTC link
Reminds me 18th century Paris where professional applauders and influencers were paid to influence the crowd.

Or the retro seo trick where you ask a question on yahoo questions so you can answer it with another account to backlink "relevant" website.

Literally nothing new, internet has of course changed the scale and took away the monopoly from newspapers and tv.

dpc_pw 2019-11-04 17:37 UTC link
The solution is not regulate it. The solution is to stop pretending like social media have anything to do with reality.
greesil 2019-11-04 17:43 UTC link
I can't wait until we can just automate this garbage generation and put them out of business.
nkozyra 2019-11-04 18:08 UTC link
This really is a critical juncture for the internet; the moment wherein the democratization of information has empowered those with the resources to overwhelm the signal with noise.

I wish I saw a way out.

swebs 2019-11-04 18:32 UTC link
What makes this any different from any other social media PR firm?
RcouF1uZ4gsC 2019-11-04 18:36 UTC link
It is not just foreign governments using paid trolls. Apparently Hilary Clinton used paid trolls against Bernie Sanders in 2016.

https://www.latimes.com/politics/la-na-clinton-digital-troll...

>Hillary Clinton's well-heeled backers have opened a new frontier in digital campaigning, one that seems to have been inspired by some of the Internet's worst instincts. Correct the Record, a super PAC coordinating with Clinton's campaign, is spending some $1 million to find and confront social media users who post unflattering messages about the Democratic front-runner.

> “It is meant to appear to be coming organically from people and their social media networks in a groundswell of activism, when in fact it is highly paid and highly tactical,” said Brian Donahue, chief executive of the consulting firm Craft Media/Digital.

emptybits 2019-11-04 19:23 UTC link
> “For them it was just work and that’s it.”

Is it? If someone's job is spewing cleverly provocative, disruptive, toxic, and intentionally negative messages all day ... does that edgy skill and behaviour not leak into their home or personal life?

I understand, these workers need jobs and I'm sure some get quite proficient at trolling. But my gut says there will be personal side effects from reinforcing and working your brain and interactions like this all day. :-(

misiti3780 2019-11-04 19:38 UTC link
Facebook has said it disabled 2.2bn fake accounts in the first three months of 2019

Uh, no they didnt that is 90% of the network.

wufufufu 2019-11-04 19:45 UTC link
> A majority of Cat@Net’s employees are understood to be disabled, allowing the company to derive substantial public subsidies from Poland’s National Disabled Rehabilitation Fund. According to the Reporters Foundation, the company has received about 1.5 million zloty (£300,000) from the fund since November 2015.

I thought this was the worst part.

marcinmozejko 2019-11-04 21:27 UTC link
In my opinion this is actual problem in Poland nowadays, however: a. This article was published by a newspaper which has proven track of publishing fake polarizing news, b. Unfortunately - the so called democratic oposition has also proven track of similar behavior. One may check #SilniRazem (together we are strong) which is kind of meme on Polish Twitter. 3. It is likely that the intent of the original article was to polarize using one-sided reporting of the issue.

To sum up - yet another polarizing click-bait with aim is to cause outrage.

brokenkebab 2019-11-04 22:45 UTC link
Making of "artificial opinions" is a big part of PR trade now, in use by commercial companies, NGOs, and politicians, of course. If it's paid with tax money that's a scandal, for sure. But otherwise think of any entity which wants (for whatever reason) to influence public opinion - you may be sure they do that sort of stuff with practically 100% certainty. Some prefer to use volunteers for this work, seeing it as a more ethical approach, but it still involves creation of orchestrated accounts, and posting in accordance with guides, and schedules. It's probably worth accepting that unknown voices on the net are unlikely to be trusted sources of information.
lliamander 2019-11-05 01:25 UTC link
So, can this particular problem be solved if social media accounts had to be tied to a verifiable identity?

I don't think we should go that route - as just some non-celebrity figure I would much rather post psuedo-anonymously because the social costs of accidentally saying something "bad" on the internet is way too high. I'm just trying to figure out where the boundaries are.

bladelessninja2 2019-11-05 09:44 UTC link
So internet's got rid of nicknames and switched to real names to avoid anonymounity... yeah... right...
macov2 2019-11-05 12:24 UTC link
Be warned of doing business in Poland. You might spends years in prison awaiting trial.

Google Mr. Osiecki's case, a founder of a public mutual fund, or a case of Mr. Kluska, a founder of Optimus.

jmuguy 2019-11-04 16:42 UTC link
I've worked with organizations that encouraged their staff to promote their company on social media. This seems fine. However if that staff member then went out and created 10 profiles for made up people, that would be different. So I think that's where I'd draw the line. Are you posting as yourself on social media, or as a bunch of sock puppets?

Its sort of the Citizens United argument we've had the US. Does money = speech? I would say it doesn't and democracy depends on opinions being represented in good faith, and not just who can purchase the biggest megaphone.

gpm 2019-11-04 16:50 UTC link
Disclaimer: I'm not saying any of these except the first has happened

- Tory Bruno (CEO of ULA) promoting ULA on reddit under his own name providing useful information: Definitely ok (thanks Tory! https://old.reddit.com/user/torybruno)

- Tory Bruno promoting ULA on reddit under a pseudonym: Almost acceptable, not the best since he has money involved and isn't disclosing it, but he probably honestly thinks most of what he is saying.

- A PR person hired to promote ULA promoting ULA on reddit under disclosing that they are a PR person: Mostly acceptable, not the best since they probably aren't at all genuine

- A PR person hired to promote ULA promoting ULA on reddit under not disclosing that they are a PR person or associated with the company: Mostly unacceptable, this isn't personal opinion but paid propaganda, and it shouldn't masquerade as personal opinion.

- A PR person hired to promote ULA promoting ULA on reddit under 10 different pseudonyms: Completely unacceptable, this should probably be made outright illegal. The only purpose of using pseudonyms like this is to trick people into thinking you have support that you do not.

The article is talking about the last case, shades of grey exist, but this one is known as pitch black.

nradov 2019-11-04 16:54 UTC link
What's acceptable depends entirely on the terms of service for each specific social media platform. It's not reasonable to discuss all of social media in aggregate.
NeedMoreTea 2019-11-04 17:04 UTC link
They object to being called a troll farm, but essentially admit to all the activities, including making fake accounts, that makes them a troll farm. Other than getting picky about terminology it appears to be an admission of guilt.
tener 2019-11-04 17:10 UTC link
Interesting statement. I'm not super convinced by their arguments, but one cannot be sure the newspaper reporting is accurate and unbiased either.

Strange how the statement feels chaotic and even unprofessional at times. They should get PR firm perhaps? Oh wait.

A4ET8a8uTh0 2019-11-04 17:24 UTC link
I can't say it surprises me. But I think by now every government is using such farms. I find it difficult to believe otherwise based on recent FCC issues ( https://www.buzzfeednews.com/article/jsvine/net-neutrality-f...).

Yes, sadly, I am invoking everyone is doin' it.

blotter_paper 2019-11-04 17:32 UTC link
Personal take: any government that can selectively silence speech is too powerful. Troll farms are a problem, but government is a horrible solution to that problem. What we need is a mechanism for digital proof-of-human. Ideally this would be decentralised, but there's no obvious way to do this well (I consider the web of trust model easily exploitable if used at scale). Estonia has a system for verifying humans that's available to non-citizens, but then we're trusting the Estonian government. The best solution I have to propose would be a series of independant governments/corporations identifying people, and an open source system for checking credentials against the APIs provided by a group of these institutions. If you're verified by Estonia, Russia, Facebook, and WeChat, you're unlikely to be a fake human. If Facebook is refusing to verify humans that seem real and get verified by other sources, we can drop them from the list of verifiers. I want a better solution, but this is the best I have so far.
growlist 2019-11-04 17:49 UTC link
Pre-YouTube, fashion companies would employ companies to identify the cool kids in a group and give them free stuff to wear, in order to promote the brand.
skybrian 2019-11-04 17:51 UTC link
This is sort of like saying the solution to gambling is not to gamble. I mean, on one level, that works for many people, but on another, Las Vegas isn't going anywhere.
stephenmm 2019-11-04 17:53 UTC link
To me this is exactly the problem of our times and should not be trivialized. Were there too few gatekeepers of news in the past? Maybe, but the "new" problem is that it has become too efficient (IMO) to spread misinformation while peoples ability and tolerance to spend time on researching the facts has diminished. To say it another way, misinformation/obfuscation/misdirection are not new but the scale of it is and it is critical for us to come up with better solutions to deal with it than we have today. Our climate and our democracies depend on it.
TheRealDunkirk 2019-11-04 18:33 UTC link
Google has largely solved the spam problem for end users. What I can't figure out is why platforms like Facebook and Twitter couldn't mark these sort of posts as, essentially, spam, by the same sort of rules and heuristics as email spam. Why can't they look at the metadata of verified troll-farm-generated clickbait/junk/spam/fake news, and make their own filters, and demote that content?

Simple. Because they're making money on the garbage. It's a misalignment of incentives. Until that is fixed, through reorganization or regulation, the problem will persist. They will only do enough to fight this -- both in terms of technology and public image -- so that it doesn't impact their bottom line(s).

kop316 2019-11-04 18:49 UTC link
Yep. That was really bad on Reddit during the election. If you even broached certain topics about Hillary, it was downvoted/flagged right away. Then the day after the election, Those topics actually came up.
12xo 2019-11-04 18:55 UTC link
The real issue here is that FB allows post boosting via payment. The public will never be able to decipher the difference and so with FB and other social media companies, there is no way for the avg user to tell the difference between an ad and organic content. Since FB makes billions from the practice of boosting posts, they are never going to back away from the practice.

Its no wonder they dont want to ban political ads. They would have to remove their post reach boosting and super refined targeting and that's their entire business.

ineedasername 2019-11-04 19:01 UTC link
US campaigns doing it is, while still bad, is vastly different. One is an issue of sleazy election campaigns. The other is a matter of foreign interference with a country's fundamental sovereignty.
int_19h 2019-11-04 19:10 UTC link
It's only a solution if it actually solves the issue. You can drop all social media entirely, but other people who do not will still get influenced by it, and then vote. And you then have to deal with what they vote for, because it applies to everybody.

This is what makes political ads so different from the rest of them - they're not ads for products that everybody decides for themselves to buy or not. Everybody's decisions here affect everybody else.

criley2 2019-11-04 19:11 UTC link
This is a classic example of whataboutism.

1. Governments using trolls is different than campaigns hiring people to discuss politics. Campaigns get volunteers all the time to affect public discourse by going door to door, sending mailers, and doing all kinds of things.

2. Trolls specifically have an antisocial goal. The trolls employed by Russian military intelligence engaged in a psy-ops campaign against America to raise domestic tensions along racial and social lines. They specifically targeted races and ideologies and used aggressive, violence-promoting tactics. By contrast, Hillary hired Americans to talk about politics online.

3. It's not illegal for campaigns to hire citizens to promote their politics online. It is illegal for foreign governments to engage in military intelligence psy-ops campaigns against our citizens, and for campaigns to coordinate with those campaigns and request them.

I think the worst part about seeing you bring up "Correct the Record" is that they spent $9 million dollars in a $1.6 billion dollar campaign. https://www.opensecrets.org/pacs/lookup2.php?strID=C00578997...

The conspiracy theories and propaganda that were created about this program are some of the most ridiculous lies of the 2016 cycle, and I think really go to show how little research people are willing to do before they repeat propaganda. "Correct the Record" exposes a classic propaganda pipeline for the right, because it was a tiny program that did very little, but the right managed to turn it into a massive huge conspiracy where every pro-Hillary comment must be a troll. Which was a response, of course, to the validated and legitimate left criticism that pro-Trump actors were actually foreign psy-op campaigns. There needed to be a "Both-sides-ism" to excuse the fact that a foreign government conducted a military intelligence operation against our elections.

Even today this conspiracy boogeyman gets play all over the internet, a remnant of disinformation used to justify an attack on our elections.

SamBam 2019-11-04 19:15 UTC link
So? The only way things are going to change is by bringing it to light. What does it matter if in the short term the bad guys get some free press?
wpietri 2019-11-04 19:29 UTC link
The notion that the online world is deeply disconnected from the offline one strikes me as hopelessly ancient. It was certainly true for me when I was a kid calling BBSes from my basement. It's manifestly untrue for me now that I conduct most of my business and much of my recreation via video call, email, and social media tools.

It has been a gradual change, of course. But if I were to pick a date where your notion became wrong, it'd be June 29, 2007. With the launch of the iPhone, the internet forever stopped being the thing inside the big box on your desk. Once it was in our pockets (and very often right in our hands), it stopped being cyberspace and became everyday life.

cortesoft 2019-11-04 19:31 UTC link
Sure, it is not a new problem, but we have to solve it again, and perhaps with a different solution given the new medium.
cortesoft 2019-11-04 19:33 UTC link
And how do we make that happen? I, as an individual, already know social media does not reflect reality... however, I also know that it does AFFECT reality because other people believe it.

I can't simply decide for other people to not be influenced.

I always get frustrated at these kinds of suggestions; "you can solve problem X by just having people stop doing y!"... well, how do we get people to stop doing Y? You can't just wish it.

stevenwoo 2019-11-04 19:47 UTC link
The TV series Rome (set around Julius Caesar's era) shows a guy orating/reading the daily news which was generally propaganda for whomever was in power, in the making of the accompanying the series, a consultant claims this was historically accurate. Several details in the series seem fantastical to modern viewers but have some historical basis.
burntoutfire 2019-11-04 19:50 UTC link
In this particular case, wasn't the supposed "farm" actually one person?
rexpop 2019-11-04 20:07 UTC link
Yeah, it's easy to profess that it's "just a job," but one carries one's work into one's private life, and ideological discourse.

It's well-understood by Marxists how the mode of production determines the cultural superstructure[1] (and vice-versa).

1. https://en.wikipedia.org/wiki/Base_and_superstructure

RandallBrown 2019-11-04 20:13 UTC link
Neal Stephenson's latest book sorta deals with this.

One way the characters in the book got around the huge signal to noise problem was by using editors who were paid to filter it out. Different people could afford different qualities of editors and that had effects on society.

It's a pretty small part of the book, but it's very interesting.

mistermann 2019-11-04 20:24 UTC link
> I wish I saw a way out.

The only plausible way out I see is first recognizing the degree to which what we consider "facts" and "factual" discourse and beliefs to actually be vague, often incorrect opinions and memes.

If one group of people of above average intelligence could learn and maintain a disciplined approach to reading and discussing issues and the news, carefully distinguishing between objective and comprehensive factual statements versus discussing things in lazy, non-comprehensive, meme and heuristic driven "facts", acknowledging the ever-present complexity, uncertainty, and nuance, might this group of people be able to finally recognize the degree to which we are mostly arguing about models and depictions of reality, rather than reality itself?

I think it is certainly possible, but it seems this idea invokes disgust in most people, of all political stripes.

tnolet 2019-11-04 20:26 UTC link
With the risk of pulling a Godwin, the “It’s just a job, so any ethics, morals or generally doing the right thing don’t apply” defense is getting kinda stale.

It’s one step away from “I was just following orders”

pawelk 2019-11-04 20:47 UTC link
It was definitely a case of leaking sensitive info to an on-line "troll", who then published it via Twitter and got this re-tweeted by shady followers, but in this particular case it was not a farm (as in trolling as a service), it was an individual with personal connections to some of the Ministry of Justice officials.
bduerst 2019-11-04 21:00 UTC link
>Or the retro seo trick where you ask a question on yahoo questions so you can answer it with another account to backlink "relevant" website.

So, Quora?

jakub_g 2019-11-04 21:13 UTC link
Well, you left out an important sentence just before which says:

> A majority of Cat@Net’s employees are understood to be disabled, allowing the company to derive substantial public subsidies from Poland’s National Disabled Rehabilitation Fund.

> "their disabilities mean that their employment opportunities are limited"

When you have nothing to put into the pot, the perspective changes. Some of those people might be desperate for work, and in such situation one swallows their pride.

Still, not all people would do such things. But I also imagine some of them might be underestimating the power of the work they're doing and thinking "it can't possibly lead to anything serious".

namirez 2019-11-04 22:36 UTC link
> If someone's job is spewing cleverly provocative, disruptive, toxic, and intentionally negative messages all day

I agree with you but I guess humans are very good at compartmentalizing their brain. Honestly, these jobs are not that different from working for defense contractors. They know their products are used to cause harm but still most people working in the defense industry manage to stay detached from the consequences of their work.

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Article 21 Political Participation
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Article is a strong investigative advocacy piece exposing systematic attacks on authentic democratic participation through coordinated manipulation of electoral processes

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Article 6 Legal Personhood
Medium Advocacy

Article exposes and criticizes the systematic creation of fake personas, implicitly advocating for authentic legal and personal recognition

ND
Article 7 Equality Before Law
Medium Advocacy

Article exposes coordinated manipulation that circumvents transparent democratic legal processes and equal protection

ND
Article 9 No Arbitrary Detention

Freedom from arbitrary arrest and detention not engaged by this content

ND
Article 10 Fair Hearing

Right to fair and public hearing not directly engaged by this content

ND
Article 11 Presumption of Innocence

Presumption of innocence and due process not directly engaged by this content

ND
Article 13 Freedom of Movement

Freedom of movement not engaged by this content

ND
Article 14 Asylum

Right to asylum not engaged by this content

ND
Article 15 Nationality

Nationality rights not engaged by this content

ND
Article 16 Marriage & Family

Marriage, family, and consent rights not engaged by this content

ND
Article 17 Property

Property rights not directly engaged by this content

ND
Article 18 Freedom of Thought
High Advocacy

Article documents systematic manipulation of belief formation through inauthentic messaging designed to exploit and control conscience, advocating for cognitive autonomy

ND
Article 21 Political Participation
High Advocacy

Article is a strong investigative advocacy piece exposing systematic attacks on authentic democratic participation through coordinated manipulation of electoral processes

ND
Article 22 Social Security
Medium Advocacy

Article documents disabled workers employed in ethically problematic influence operations, raising concerns about labor exploitation and vulnerable worker protection

ND
Article 23 Work & Equal Pay

Fair conditions of work, fair wages, and trade union rights not substantively engaged by this content

ND
Article 24 Rest & Leisure

Right to rest, leisure, and reasonable working hours not engaged by this content

ND
Article 25 Standard of Living

Standard of living, health, and social services not engaged by this content

ND
Article 26 Education

Right to education not engaged by this content

ND
Article 27 Cultural Participation

Participation in cultural and artistic life not engaged by this content

ND
Article 28 Social & International Order
Medium Advocacy

Article advocates for international cooperation and regulatory frameworks to protect human rights against coordinated disinformation threats

ND
Article 29 Duties to Community
Low Advocacy

Article implicitly advocates for community responsibility to maintain authentic information environment and resist coordinated disinformation

ND
Article 30 No Destruction of Rights
Medium Advocacy

Article exposes systematic abuse of free expression rights to violate other human rights, implicitly advocating for limits on rights abuse

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.81 medium claims
Sources
0.8
Evidence
0.8
Uncertainty
0.8
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
-0.5
Arousal
0.4
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.75
✓ Author ✗ Conflicts
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.18 problem only
Reader Agency
0.3
Stakeholder Voice
Whose perspectives are represented in this content?
0.40 6 perspectives
Speaks: individualsinstitutioncorporationexpert
About: marginalizedgovernmentinstitution
Temporal Framing
Is this content looking backward, at the present, or forward?
present short term
Geographic Scope
What geographic area does this content cover?
regional
Poland, Europe, United States, United Kingdom
Complexity
How accessible is this content to a general audience?
moderate medium jargon general
Audit Trail 14 entries
2026-02-28 14:18 model_divergence Cross-model spread 0.37 exceeds threshold (3 models) - -
2026-02-28 14:18 eval Evaluated by claude-haiku-4-5-20251001: +0.19 (Mild positive)
2026-02-28 12:23 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-02-28 12:23 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive) 0.00
2026-02-28 12:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-02-28 12:20 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-02-28 12:20 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive) 0.00
2026-02-28 12:20 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:18 eval_success Lite evaluated: Moderate positive (0.56) - -
2026-02-28 12:18 eval Evaluated by llama-4-scout-wai: +0.56 (Moderate positive)
2026-02-28 12:18 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 1R - -
2026-02-28 12:15 eval_success Lite evaluated: Moderate positive (0.50) - -
2026-02-28 12:15 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:15 eval Evaluated by llama-3.3-70b-wai: +0.50 (Moderate positive)