Fortune reports on growing worker resistance to AI-driven hiring interviews, centering job seekers' concerns that the practice is dehumanizing and disrespectful. The article amplifies worker voices—multiple named candidates describe AI interviews as 'indignities' they refuse to accept despite unemployment risk—while acknowledging HR teams' practical need to handle high application volumes. The evaluation reflects moderate-to-strong positive engagement with labor rights and worker dignity, particularly in Article 23 (right to fair work) and Article 5 (freedom from degrading treatment), though it stops short of proposing systemic solutions or policy advocacy.
It is all almost making richer even more richer, instead of properly hiring people for HR, AI bots.
Instead of having more people at the supermarket, have the customers work as if they were employees, the only thing missing is fetching stuff from warehouse when missing on the shelves, but still pay the same or more.
Instead of paying to artists, do job ads using generated AI images with code magically showing off monitor's back.
Instead of paying translators, do video ads with automatic translations and nerve irritating voice tones.
Gotta watch out for those profits, except they forget people also need money to buy their goods.
I had AI interview recently and I was a little offended considering the level of position so I decided to go off script and complain about the perception it gave them rather than answering the questions. It neatly transcribed this and sent it to an HR drone who actually called me the next day and apologised as it was new technology that they had decided to use. But it turned out the advertised position didn't exist and they were trying to get someone who was qualified but desperate to take a lower position. Assholes all the way down.
I don't know how to solve this in the current environment. A hiring manager friend said he's getting unprecedented number of application for a software engineering role.
Ultimately applicants will endure whatever companies put in front of them with a job market that is this bad.
If the government made this illegal companies would come out with ever increasingly silly filters, such as demanding specific college degrees, handwritten applications by snail Mail etc.
I felt so bad afterwards that I swore them off forever.
It's not like the 'interview' was terrible or anything. I knew it was AI from the start.
It was just that when I got done with it, I realized that I had talked at a computer for ~45 minutes. And, yet again, I was going to be ghosted by the company (I was), and that I was never going to get those 45 minutes back. That was time I could have used to apply for another job, or cook, or sleep, or exercise, or spend time with family. But no, like an idiot, I talked at a bot for that time for literally no reason.
Like, sure maaaaybe the company is going to use it as a screen for 'real' people. But the odds that it's not just another hoop they have for you to jump through are nil. If they send an AI 'interview' at you, that's the exact same as an email requesting yet more portfolio submissions. Pointless.
From both sides of the table, I have a strict philosophy that the candidate's time is the more valuable commodity.
Thus in any situation where a company is offloading internal effort but still requiring the candidate to put in time & effort, that's a company I would not want to work for. This is the ultimate expression of that bullcrap.
> Candidates tell Fortune that AI interviewers make them feel unappreciated to the point where they’d rather skip out on potential job opportunities, reasoning the company’s culture can’t be great if human bosses won’t make the time to interview them. But HR experts argue the opposite; since AI interviewers can help hiring managers save time in first-round calls, the humans have more time to have more meaningful conversations with applicants down the line.
“This gives me a bad feeling about your company” “But you’re wrong”
> “The truth is, if you want a job, you’re gonna go through this thing,” Adam Jackson, CEO and founder of Braintrust, a company that distributes AI interviewers, tells Fortune. “If there were a large portion of the job-seeking community that were wholesale rejecting this, our clients wouldn’t find the tool useful… This thing would be chronically underperforming for our clients. And we’re just not seeing that—we’re seeing the opposite.”
They're seeing the opposite because people are desperate. When HR teams use tools like this interviewees have no choice. Braintrust are literally holding people hostage with this. Of course the numbers look good. But you didn't ask the people being interviewed by your product what they think of it or how it made them feel.
And of course Mr. Jackson doesn't care. His company's bottom line is his performance bonus.
Two years ago I gave myself five years to get the fuck out of tech and boy am I happy I took this decision. It was slowly starting to look bleak before AI entered the hype cycle but now it's a full blown circus
> While some worry AI will dehumanize the hiring process, we believe the opposite. Deploying AI will enable more quality interactions, more quickly for the candidates who are the best fit for our jobs– without unnecessary administrative tasks or distractions. We fully believe in AI’s ability to build depth and breadth in our selection process, while acknowledging that the road ahead will have its challenges. Let’s face it: the candidates who want to work at Coinbase are as enthusiastic about AI as we are. They, like us, are optimistic about the future of this (and all) technology.
The lack of mutual respect is the problem, there needs to be a disincentive to not waste your time. Human interaction is proof of stake in the transaction, if you replace it with a cheap substitute you need to provide some other proof - like a gift card or a donation to charity at least.
I quote: "applicants using the tech are overall happy with their experience—and its hiring manager clientele are enthusiastic". Let me translate the PR statement to the real-world: applicants dislike the tech and hiring managers are satisfied with lowering hiring costs.
> “The truth is, if you want a job, you’re gonna go through this thing,” Adam Jackson, CEO and founder of Braintrust, a company that distributes AI interviewers, tells Fortune. “If there were a large portion of the job-seeking community that were wholesale rejecting this, our clients wouldn’t find the tool useful… This thing would be chronically underperforming for our clients. And we’re just not seeing that—we’re seeing the opposite.”
That is quite rich coming from Braintrust. The founder should spend less time doing press interviews and more time listening to feedback from his own community. I was from the outside intrigued by the unique way of working and signed up to learn more about it.
The thing that immediately jumped out is community members complaining about failing the initial screening without any feedback at all. This initial screening is apparently an AI interview. If the AI is so great, it should be trivial to get it to explain why it rejected interviewees. Unless it has serious shortcomings that would be risky to publicize.
Alternatively, this could be a sneaky way of collecting training data for the AI by preying on unsuspecting humans.
> It does 100 interviews, and it’s going to hand back the best 10 to the hiring manager, and then the human takes over,” he says.
Yikes. One thing that's incredibly important about reaching the interview-stage of a job application has been that there is a parity, or even an imbalance favoring the candidate, in human time usage. The company's people (often multiple people at once) have to spend time with the candidate to conduct the interview, so there are stakes for scheduling an interview. The company is investing something into that interaction, so you as a candidate can have some faith that your time is being valued. In the very least, your 45 minute interview is valued at 45*n minutes of company labor for each interviewer.
Admitting right off the bat that you're going to waste the time of 90% of your applicants without these stakes is just wildly disrespectful.
Take this entire paragraph and read carefully, and it explains how to kill this trend:
> “The truth is, if you want a job, you’re gonna go through this thing,” Adam Jackson, CEO and founder of Braintrust, a company that distributes AI interviewers, tells Fortune. “If there were a large portion of the job-seeking community that were wholesale rejecting this, our clients wouldn’t find the tool useful… This thing would be chronically underperforming for our clients. And we’re just not seeing that—we’re seeing the opposite.”
Great. So he is explicitly telling us that a boycott will work. There you go folks, you have your marching orders.
If I understand right, this is about actual text chatbots, where they don't hide that it's an AI interview? I've not experienced one of those, but I don't think it would be as bad as the time I was interviewed by AI through a human relay on a video call. It took me a long time to realise. Sometimes I'd say something 'technical' and she'd say "Mmm yes, definitely," nodding lots while typing something, but I got the funny feeling she hadn't understood. So I recalibrated, but then a few questions later she'd say something that indicated she must have understood the technical thing I'd said earlier. So I thought: oh cool, I am talking with a fellow engineer after all – and I'd get a little more technical with my answers again. But then I'd get that same unconvincing nodding response. After a few rounds of this it hit me that I was being interviewed by an AI, relaying through a human who was smiling and laughing and chatting while not understanding what the AI and I were talking about. The rest of the interview felt really uncomfortable.
> Still, stretched-thin HR teams say it’s the only way to handle thousands of applicants.
You're doing it wrong if you're considering "thousands" of applicants.
First of all ask your current good employees if they can refer anyone.
If you need to go to resumes, sort by qualifications. Screen out obvious robo-applications, you know them when you see them just like you know spam email from the subject line alone.
Hint: if you're an insurance or financial services company in Chicago and getting applications from people with a degree from Stanford and 10 years of amazing experience at FAANG companies, they are fakes.
Hire the first candidate that has acceptable experience and interviews well. Check their references, but you don't need to consider hundreds or even dozens of people. Most people are average and that's who you're most likely going to hire no matter what you do.
Your job is also nothing very special. Have some humility. Very few companies need to be hiring the top 1% type of person, and your company is almost certainly of no interest to those people anyway.
I was startled when I was interviewed by an AI interviewer, since I wasn't expecting anything like that (perhaps I'm naive). It asked a series of questions about my job experience and technologies I had not worked with, then at the end I was informed that my application had been rejected - for a position that was not the one I was applying to.
I only regret that I did not think to just repeat "banana banana banana" over and over agin to see whether I could drive the AI into a weird state. That would have made it all worthwhile.
The CEO of Braintrust, a company that offers AI interviewers, is quoted as saying “The truth is, if you want a job, you’re gonna go through this thing,”. Let's see how they react to the founding of 'Trainbust', a company offering AI interviewees to respond to AI interviewers. The truth is, if they want to use AI interviewers, they’re gonna have to go through this thing.
At least one of my local, out of town, supermarkets doesn't have a warehouse any more.
It's all Just in Time, with a residual amount above the main shelves. If you can't find what you want, they don't have it 'out back', because apart from an unloading area, there's no 'out back'.
> except they forget people also need money to buy their goods.
Do they? Money is simply the accounting of debt. You do something for me, and when I can't immediately do something in return for you, you extend a loan to me so that I can make good on my side of the bargain later. If we record that I owe you something at some point in the future, we just created money!
But if I don't need anything from you — because, say, magical AIs are already giving me everything I could ever hope and dream of — I have no reason to become indebted to you. Money only matters in a world where: You want/need people to do things for you, they won't do something for you without a favour returned in kind, and you cannot immediately return the favour.
Just to add some hope and a different perspective, we received 23 applicants for an entry-level or early-career software developer position when it was open for a couple of months in early 2025. This is about the same number of applicants we usually get for an opening.
Applicant count for similar positions by year:
23 - 2025 (the position I mentioned)
31 - 2025
10 - 2019
The above are three jobs where I was on the hiring committee and are relatively recent. My organization is relatively well-known but also pays a little bit below market in general.
I do think the market is very rough right now for software developers. I also know for a fact that "attractive" hiring companies can get a crazy number of applicants for each opening. SAS was famous for getting 1,000+ applicants per job just after the dotcom bust in the early 2000's.
Somehow i would rather stay homeless or prostitute myself than throwing my dignity away by letting an a.i. assess me over the whole job interview. Yet this is where we are heading. Being graded by openai (and co). Iris scanned by openai. Who knows what comes next..
This is prime HR style lying. The response is: Problem statement. Claim that reality is the opposite of the problem statement, with no justification given, despite obvious evidence to the contrary. Statement that if reality doesn't match their claim, the worker is at fault. End of statement.
> Let’s face it: the candidates who want to work at Coinbase are as enthusiastic about AI as we are. They, like us, are optimistic about the future of this (and all) technology.
Yet Anthropic didn't want people to use AI as part of interviewing for them.
Same argument for removing customer service with chatbots or AI. It's entirely untrue, and creates a much worse customer experience, but because people drop out your KPIs / NPS is based off of people who were willing to put up with shit to get to a real human.
The key is skin in the game. If a human interviews me, if they're wasting my time, they're also wasting their own. So they have some incentive not to do that. But if an AI interviews me, the humans have no incentive not to waste my time.
You want to have an AI interview me? No. It can interview my AI agent if you want, but not me. You want to interview me? Put a human on the line.
Coinbase is a biz built by people willing to sell shovels to the cryptocurrency speculators. They've already filtered themselves as folks with questionable morals. They're like a cigarette manufaturer.
Right; AI interviews select-out candidates who aren't desperate; who tend to be the highest quality candidates. Great job, Braintrust.
Some companies genuinely don't care though; they're a meatgrinder that just need to get warm souls into the machine. Ironically: These are the companies that are being eaten alive by AI right now.
1. Use a TripleByte replacement (e.g. https://www.otherbranch.com/) to filter out obviously bad applicants. Basically, job-seekers do a long set of interviews, and if they pass, are considered generally competent.
2. If you get a lot of generally-competent employees after applying reasonable filters (e.g. matching skillset, expected salary), don't give them a long automated test, pick a smaller set randomly. All of them have demonstrated competence, and the likelihood that the test will give you more the more competent employees is offset by the likelihood that they'll move forward with applications more respectful of their time.
3. Do final-stage (human) interviews with the small set of employees, where you test specific skills relevant to the job. Here you can also throw a couple general-skill questions to ensure the applicant really is generally competent; it's not disrespecting their time, because it's part of the interview time and you're spending it as well (maybe it is if the entire interview is especially long, but then you're wasting also your own time).
The important part is 1). Otherbranch may not be good or popular, but at least if/when employee supply falls below demand, "mass interview" seems like something employers will need to filter out bad applicants without wasting good applicants' time.
Would you mind sending me your Ai Resume? We could do a virtual onsite and get a feeling for what it would be like to virtually work with you and see if your Ai contributes positively to the culture of our team
What is an AI interview going to glean that it can't already from a resume?
The power imbalance is already so far tipped to the employer side. This verbiage doesn't even consider the applicant a human with time worth saving or worth having meaningful conversations!
Editorial Channel
What the content says
+0.70
Article 23Work & Equal Pay
High Advocacy Framing
Editorial
+0.70
SETL
+0.70
Strong, focused advocacy for fair labor practices and dignity at work. Article centers worker agency, fairness of hiring processes, and company culture as indicators of labor rights. Job seekers explicitly state conditions they require for work participation.
Observable Facts
The article's main narrative is about workers exercising agency by refusing unfair hiring practices: 'despite being unemployed, professionals told Fortune they're refusing to take calls with bots.'
A candidate states: 'I don't want to work for a company if the HR person can't even spend the time to talk to me,' setting a dignity threshold for work participation.
Another candidate notes: 'It makes me feel like they don't value my learning and development. It makes me question the culture of the company.'
A third candidate says AI interviewing is a 'cost-saving exercise' that makes workers feel undervalued.
The CEO of the AI company acknowledges AI 'can't assess cultural fit' and that humans must take over for meaningful evaluation.
HR expert notes AI 'streamlines' but humans take over for 'more meaningful conversations,' implying dignity requires human engagement.
Inferences
The article frames worker refusal as a principled assertion of rights, not mere preference.
The article positions hiring dignity and respect as essential markers of a right to fair work.
Emphasis on company culture as a trust indicator suggests workers have a right to evaluate employer values before accepting employment.
+0.60
Article 1Freedom, Equality, Brotherhood
Medium Advocacy
Editorial
+0.60
SETL
+0.60
Strong advocacy for equal dignity of job seekers. Article questions whether AI hiring respects workers' inherent worth and equal standing.
Observable Facts
A job seeker states: 'I don't want to work for a company if the HR person can't even spend the time to talk to me.'
The article quotes candidates saying AI interviews make them feel 'unappreciated' and suggest the company doesn't value their dignity.
A 64-year-old candidate describes the experience as 'impersonal, irritating, and quite lazy.'
Inferences
The article positions respect and dignified treatment as indicators of how a company values workers as equals.
Worker refusal to participate is framed as a rational response to disrespect, not mere resistance to technology.
+0.60
Article 5No Torture
Medium Advocacy Framing
Editorial
+0.60
SETL
+0.60
Strong focus on degrading treatment. Article repeatedly uses degradation-related language ('dehumanizing,' 'indignity') and centers worker experience of disrespect.
Observable Facts
The article quotes a job seeker saying: 'to submit yourself to that added indignity is just a step too far.'
Candidates describe the AI interview experience as 'dehumanizing,' 'weird,' and making them feel their experience wasn't valued.
One candidate reports the experience was 'impersonal, irritating, and quite lazy,' emphasizing disrespect.
Inferences
The article positions worker alienation and disrespect as a human rights concern, not merely a customer service problem.
Framing degrading treatment as grounds for refusal implies workers have the right to protection from it.
+0.50
PreamblePreamble
Medium Advocacy Framing
Editorial
+0.50
SETL
+0.50
Article frames hiring process in terms of human dignity and equal rights. Uses 'dehumanizing' and 'indignity' to describe worker experience, centering dignity as a core concern.
Observable Facts
The headline positions AI interviews as a choice between unemployment and human dignity: 'candidates say they'd rather risk staying unemployed than talk to another robot.'
The article quotes job seekers using terms like 'dehumanizing,' 'indignity,' and 'soul-sucking' to describe their experience.
Multiple named individuals are given narrative space to express concerns about respect and dignity in the hiring process.
Inferences
The article frames the conflict as one between business efficiency and worker dignity, implying dignity is a protected value.
The prominence of worker voices suggests editorial alignment with human rights concerns in labor practices.
+0.50
Article 19Freedom of Expression
Medium Advocacy
Editorial
+0.50
SETL
+0.50
Article actively amplifies worker voices expressing opinions and experiences. Multiple direct quotes give job seekers platform to speak candidly about AI interviews.
Observable Facts
The article features three named job seekers expressing detailed, critical opinions about AI interviews.
A statement notes 'social media has been exploding with job seekers detailing their AI interviewer experiences,' amplifying dispersed worker expression.
The article presents diverse and conflicting viewpoints (job seekers vs. HR vs. CEO) without silencing either.
Inferences
The article facilitates and amplifies worker expression of concerns about workplace practices.
Giving narrative prominence to worker opinions supports their right to speak about employment practices.
+0.40
Article 28Social & International Order
Medium Framing
Editorial
+0.40
SETL
+0.40
Questions whether AI-driven hiring serves a just social order. Workers raise concerns about company values and future job security under automation.
Observable Facts
A candidate states: 'are they going to cut jobs in the future because they've learned robots can already recruit people? What else will they outsource?'
The article notes workers see AI hiring as 'a red flag for bad company culture.'
The article frames workers as evaluating whether the company's use of cost-saving automation aligns with their values.
Inferences
The article positions worker skepticism about automation as reflecting legitimate concerns about a just economic and social order.
Workers are evaluating whether company practices support shared prosperity or concentrate benefits.
+0.30
Article 2Non-Discrimination
Low Framing
Editorial
+0.30
SETL
+0.30
Article mentions age (56-year-old, 64-year-old workers) and notes prevalence across demographic, but does not analyze AI discrimination patterns.
Observable Facts
The article includes a 56-year-old and 64-year-old as prominent examples of affected workers.
No analysis is provided of whether AI interviewers exhibit age bias or other forms of discrimination.
Inferences
Including older workers' perspectives hints at awareness that hiring discrimination may vary by age, though this is not explicitly examined.
+0.30
Article 30No Destruction of Rights
Low Advocacy
Editorial
+0.30
SETL
+0.30
Documents workers actively resisting and refusing participation in practices they view as rights-violating.
Observable Facts
Workers explicitly state they are 'refusing to take calls with bots' and will 'not pursue any AI-proctored interviews.'
The article documents individual and collective refusal as a defense mechanism against perceived rights violations.
Inferences
Worker refusal is framed as a rational assertion of limits, not mere resistance, suggesting active defense of rights.
+0.20
Article 7Equality Before Law
Low Framing
Editorial
+0.20
SETL
+0.20
Notes unfair information asymmetry: AI cannot answer candidates' questions about company or culture.
Observable Facts
A job seeker reports the AI 'couldn't answer any of [his] questions on the company or culture.'
The CEO admits cultural fit assessment should be human-led, implying AI lacks equal capacity.
Inferences
The article identifies one-way assessment as unequal, suggesting equality requires two-way exchange.
+0.20
Article 20Assembly & Association
Low Framing
Editorial
+0.20
SETL
+0.20
Notes informal worker organizing through social media but does not discuss formal collective action or unionization.
Observable Facts
The article cites social media as a space where job seekers collectively document and discuss AI interviewer experiences.
Inferences
Recognition of informal worker coordination suggests awareness of worker solidarity and collective voice.
+0.10
Article 6Legal Personhood
Low
Editorial
+0.10
SETL
+0.10
Indirectly references wellbeing impact through describing job search as 'demoralizing and soul-sucking.'
Observable Facts
One job seeker describes the experience of job searching as 'demoralizing and soul-sucking.'
Inferences
The article acknowledges psychological harm from unemployment and job search stress, though not framed as a rights issue.
+0.10
Article 24Rest & Leisure
Low
Editorial
+0.10
SETL
+0.10
Indirectly references wellbeing impact: job search is 'demoralizing and soul-sucking,' suggesting toll on rest and mental health.
Observable Facts
Job searching is described as 'demoralizing and soul-sucking,' implying psychological and emotional toll.
Inferences
The article acknowledges that excessive job search stress harms wellbeing and rest.
+0.10
Article 26Education
Low
Editorial
+0.10
SETL
+0.10
Notes AI skill assessment but highlights its limitations. One candidate conditions participation on not testing writing skills.
Observable Facts
The CEO states: 'AI is good at objective skill assessment—I would say even better than humans.'
A candidate states willingness to do AI interviews 'only if they don't test his writing skills,' setting conditions around skill assessment.
The article notes AI interviewers test 'basic career questions' and 'details about the job opening.'
Inferences
The article recognizes worker agency in controlling which skills are assessed, implying a right to educational/skill development respect.
0.00
Article 12Privacy
Low
Editorial
0.00
SETL
+0.20
No discussion of privacy rights or data protection.
Observable Facts
Page source contains Mixpanel tracking code with autocapture enabled and session recording at 100% rate.
Inferences
The visible tracking infrastructure suggests user data collection without transparent consent mechanisms.
-0.10
Article 25Standard of Living
Low
Editorial
-0.10
SETL
-0.10
Unemployment is presented as potential outcome of worker dignity assertion, without discussion of livelihood guarantees or support.
Observable Facts
The article frames worker refusal as risking unemployment, without proposing livelihood safeguards.
Inferences
The framing accepts livelihood risk as the price of dignity, rather than questioning whether workers should face this choice.
-0.20
Article 3Life, Liberty, Security
Low
Editorial
-0.20
SETL
-0.20
Unemployment is framed as a personal cost and individual choice, not as a failure of the right to security or livelihood.
Observable Facts
The article frames workers as choosing unemployment over AI interviews rather than questioning systemic job loss.
No discussion of social security, unemployment benefits, or livelihood protections.
Inferences
The framing accepts job insecurity as an inevitable market pressure rather than a human rights concern.
-0.20
Article 10Fair Hearing
Low
Editorial
-0.20
SETL
-0.20
AI interviewing creates one-sided assessment without opportunity for meaningful exchange or challenge.
Observable Facts
Candidates report AI asks questions but cannot engage in genuine dialogue or answer candidate questions.
Inferences
The article implies fair assessment requires reciprocal communication, which AI interviews do not provide.
-0.20
Article 22Social Security
Low
Editorial
-0.20
SETL
-0.20
Frames unemployment as individual choice and market pressure, not as a social security or protection issue.
Observable Facts
The article frames worker resistance to AI interviews as trading employment opportunity, without discussing social safety nets or job security rights.
Inferences
The framing treats unemployment as an individual cost of maintaining dignity rather than a collective responsibility.
-0.30
Article 8Right to Remedy
Low
Editorial
-0.30
SETL
-0.30
No mention of worker remedies, appeals, or recourse for candidates rejected by AI.
Observable Facts
The article discusses AI rejection but provides no mechanism for candidates to challenge or appeal AI decisions.
Job seekers describe the experience as one-way and final.
Inferences
The absence of remedy discussion suggests acceptance of AI hiring decisions as non-reviewable and final, limiting worker recourse.
ND
Article 4No Slavery
No observable content addressing slavery, forced labor, or servitude.
ND
Article 9No Arbitrary Detention
No observable content regarding arbitrary detention or arrest.
ND
Article 11Presumption of Innocence
No observable content addressing criminal law or presumption of innocence.
ND
Article 13Freedom of Movement
No observable content regarding freedom of movement.
ND
Article 14Asylum
No observable content regarding asylum or refugee rights.
ND
Article 15Nationality
No observable content regarding nationality rights.
ND
Article 16Marriage & Family
No observable content regarding marriage or family rights.
ND
Article 17Property
No observable content regarding property rights.
ND
Article 18Freedom of Thought
No observable content regarding freedom of thought, conscience, or religion.
ND
Article 21Political Participation
No observable content regarding political participation.
ND
Article 27Cultural Participation
No observable content regarding cultural or scientific participation.
ND
Article 29Duties to Community
No observable content regarding individual duties or community responsibilities.
Structural Channel
What the site does
0.00
PreamblePreamble
Medium Advocacy Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.50
No structural elements address dignity principles on-domain.
0.00
Article 1Freedom, Equality, Brotherhood
Medium Advocacy
Structural
0.00
Context Modifier
0.00
SETL
+0.60
No structural implementation of equal rights principles observed.
0.00
Article 2Non-Discrimination
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.30
No observable structural protections against discrimination.
0.00
Article 3Life, Liberty, Security
Low
Structural
0.00
Context Modifier
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SETL
-0.20
No structural support for security or protection from job loss.
0.00
Article 5No Torture
Medium Advocacy Framing
Structural
0.00
Context Modifier
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SETL
+0.60
No structural safeguards against degrading treatment observed.
0.00
Article 6Legal Personhood
Low
Structural
0.00
Context Modifier
0.00
SETL
+0.10
No structural measures for wellbeing or safety.
0.00
Article 7Equality Before Law
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.20
No structural equality safeguards observed.
0.00
Article 8Right to Remedy
Low
Structural
0.00
Context Modifier
0.00
SETL
-0.30
No visible appeals process or remedy mechanism.
0.00
Article 10Fair Hearing
Low
Structural
0.00
Context Modifier
0.00
SETL
-0.20
No structural fairness safeguards in the hiring process described.
0.00
Article 19Freedom of Expression
Medium Advocacy
Structural
0.00
Context Modifier
+0.02
SETL
+0.50
Fortune provides publishing platform but Mixpanel tracking limits full privacy autonomy.
0.00
Article 20Assembly & Association
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.20
No structural support for worker association observed.
0.00
Article 22Social Security
Low
Structural
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Context Modifier
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SETL
-0.20
No observable structural support for social security or livelihood protection.
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Article 23Work & Equal Pay
High Advocacy Framing
Structural
0.00
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SETL
+0.70
No structural labor protections on-domain.
0.00
Article 24Rest & Leisure
Low
Structural
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SETL
+0.10
No structural rest or leisure protections.
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Article 25Standard of Living
Low
Structural
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SETL
-0.10
No structural livelihood protections observed.
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Article 26Education
Low
Structural
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Context Modifier
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SETL
+0.10
No observable education or skill development support.
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Article 28Social & International Order
Medium Framing
Structural
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Context Modifier
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SETL
+0.40
No structural support for just social order observed.
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Article 30No Destruction of Rights
Low Advocacy
Structural
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SETL
+0.30
No structural protection against rights erosion.
-0.20
Article 12Privacy
Low
Structural
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Context Modifier
-0.05
SETL
+0.20
Mixpanel analytics tracking visible in page source without explicit opt-in consent mentioned.
ND
Article 4No Slavery
Not applicable.
ND
Article 9No Arbitrary Detention
Not applicable.
ND
Article 11Presumption of Innocence
Not applicable.
ND
Article 13Freedom of Movement
Not applicable.
ND
Article 14Asylum
Not applicable.
ND
Article 15Nationality
Not applicable.
ND
Article 16Marriage & Family
Not applicable.
ND
Article 17Property
Not applicable.
ND
Article 18Freedom of Thought
Not applicable.
ND
Article 21Political Participation
Not applicable.
ND
Article 27Cultural Participation
Not applicable.
ND
Article 29Duties to Community
Not applicable.
Supplementary Signals
Epistemic Quality
0.63
Propaganda Flags
0techniques detected
Solution Orientation
No data
Emotional Tone
No data
Stakeholder Voice
No data
Temporal Framing
No data
Geographic Scope
No data
Complexity
No data
Transparency
No data
Event Timeline
13 events
2026-02-26 21:22
eval_success
Evaluated: Neutral (0.30)
--
2026-02-26 20:01
dlq
Dead-lettered after 1 attempts: Job-seekers are dodging AI interviewers
--
2026-02-26 20:00
dlq
Dead-lettered after 1 attempts: Job-seekers are dodging AI interviewers
--
2026-02-26 20:00
eval_failure
Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai
--
2026-02-26 20:00
eval_failure
Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai
--
2026-02-26 19:59
rate_limit
OpenRouter rate limited (429) model=llama-3.3-70b
--
2026-02-26 19:58
rate_limit
OpenRouter rate limited (429) model=llama-3.3-70b
--
2026-02-26 19:57
rate_limit
OpenRouter rate limited (429) model=llama-3.3-70b
--
2026-02-26 19:54
rater_validation_fail
Parse failure for model llama-4-scout-wai: SyntaxError: Expected ',' or '}' after property value in JSON at position 11085 (line 409 column 33)
--
2026-02-26 19:12
dlq
Dead-lettered after 1 attempts: Job-seekers are dodging AI interviewers