+0.17 New 'negative light' technology hides data transfers in plain sight (www.unsw.edu.au S:+0.15 )
101 points by wjSgoWPm5bWAhXB 5 days ago | 62 comments on HN | Mild positive Contested Moderate agreement (3 models) Editorial · v3.7 · 2026-03-15 22:53:36 0
Summary Privacy & Surveillance Neutral
This UNSW newsroom article describes a 'negative light' technology innovation for covert data transfer. While the editorial content supports free expression and information sharing through public research dissemination, the structural implementation of the page itself involves automatic user tracking via Adobe Analytics and localStorage without visible user consent mechanisms. The content exhibits mixed signals: positive support for access to knowledge (Article 13, 19) paired with structural practices undermining privacy rights (Article 12).
Rights Tensions 1 pair
Art 12 Art 19 Privacy protection (Article 12) conflicts with public research information dissemination (Article 19): The page shares research openly while simultaneously implementing user tracking without consent, subordinating privacy protection to analytics data collection.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — 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: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: ND — Equality Before Law Article 7: No Data — Equality Before Law 7 Article 8: ND — Right to Remedy Article 8: No Data — 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: -0.60 — Privacy 12 Article 13: +0.34 — 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: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.50 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — 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: +0.30 — Standard of Living 25 Article 26: +0.55 — Education 26 Article 27: +0.35 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
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+0.17
S
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Weighted Mean +0.13 Unweighted Mean +0.24
Max +0.55 Article 26 Min -0.60 Article 12
Signal 6 No Data 25
Volatility 0.39 (High)
Negative 1 Channels E: 0.6 S: 0.4
SETL +0.02 Editorial-dominant
FW Ratio 62% 18 facts · 11 inferences
Agreement Moderate 3 models · spread ±0.179
Evidence 9% coverage
1H 2M 3L 25 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: -0.13 (2 articles) Personal: 0.00 (0 articles) Expression: 0.50 (1 articles) Economic & Social: 0.30 (1 articles) Cultural: 0.45 (2 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 13 top-level · 17 replies
charcircuit 2026-03-13 20:45 UTC link
It seems simpler to use a secure radio protocol instead of relying on security by obscurity for communication.
thatcherc 2026-03-13 20:49 UTC link
Link to the paper: https://www.nature.com/articles/s41377-025-02119-y

From the abstract:

> Here, we demonstrate a covert communications method in which photon emission is rapidly electrically modulated both above and below the level of a passive blackbody at the emitter temperature. The time-averaged emission can be designed to be identical to the thermal background, realizing communications with zero optical signature for detectors with bandwidth lower than the modulation frequency

It sounds like maybe they're modulating the emissivity of a diode up and down so that over time, its IR spectrum looks like black body radiation. Only someone looking at the intensity of the thermal radiation coming from the diode at really fast timescales (kilohertz or megahertz) would notice that there was a signal being transmitted.

TheOtherHobbes 2026-03-13 21:05 UTC link
Maybe I'm missing something, but this reads like a complicated way to say "We made an IR diode that gets cold as well as hot."
scottyah 2026-03-13 21:19 UTC link
It's impressive how this article made this sound like a breakthrough, didn't even mention the entire historied field of steganography once.
dustfinger 2026-03-13 22:28 UTC link
> Only a receiver with the right equipment can pick up the hidden message.

So all an eavesdropper has to do is setup the right equipment then? I guess it is only invisible until the technology becomes more widely available.

Retr0id 2026-03-13 22:40 UTC link
> We do have encryption methods, but at the same time we’re always having to create new encryption methodologies when bad actors find new decryption strategies.

> But if someone doesn’t even know the data is being transferred, then it’s really very hard for them to hack into it. If you can send information secretly then it definitely helps to prevent it being acquired by people you don’t want to access it.

Very strange framing. Symmetric cryptography has been "unhackable" for a while now, for all intents and purposes. The real advantage is surely that nobody notices you're transmitting data at all?

nyc_data_geek1 2026-03-13 23:20 UTC link
Makes me look at steganography in slips on sunglasses an entirely new light.
LoganDark 2026-03-14 03:28 UTC link
I don't understand what makes it hidden if anyone with the right equipment can pick it up. That's like calling X-rays hidden because most cameras can't pick them up.
userbinator 2026-03-14 03:47 UTC link
This is basically spread-spectrum / CDMA, but in a different frequency range? As others have mentioned in comments here, GPS signals are already far below the thermal noise floor.
mapt 2026-03-14 04:04 UTC link
So it's a camouflaged semaphore?
schobi 2026-03-14 09:46 UTC link
Maybe I skipped over it, but the (suspected) narrow band emission of their diodes is something that could be detectable.

Electronic warfare is not about listening, but just seeing the location of the emitter. If you had someone with a different thermal camera/ camera with SWIR, you might see that something is just not right.

briandw 2026-03-14 13:39 UTC link
The “emitter” can either produce more thermal photons than the background thermal noise or fewer. Because it absorbs thermal energy particles of the time and loses that energy at others, it balances out to background. You have to know at what temporal frequency to sample to see it, otherwise the signal will integrate to zero. Very clever.
ALLTaken 2026-03-14 15:26 UTC link
Between 2013 and 2015 I was working on UWB (Ultra-Wideband-Radar). It's stealth, undistinguishable from background noise too. Of course that depends on multiple attributes, but in general the signal can be understood like a chirp within multiple frequencies, thus looking non-linear and especially hard to detect, if there are multiple such devices additionally communicating with each other. Orbital Angular Momentum (OAM) makes it even more efficient at being stealth, without diving too deep into it.

So this negative-light technology is quite interesting in that it's stealth, but it has to come a long way to reach the ubiquity of UWB. I'm curious if and how such technology could be used in space though. Happy to hear more!

One of the most plaguing questions I have is that it's very odd that specialists are so quite about the wide-spread integration of UWB chips in all modern phones and the accompanying "possible" surveillance nightmare. As a government it'd be total horror to be fully penetrated by an adversary like this. If you find otherwise please share the paper here, there's a lot of literature about UWB, OAM, beam-forming, antenna-design and related technology that, when put together easily make someone doubting it at least more inclined to be more open.

My work back then was sold to military by one of my professors behind my back, and after confronting the professor about it he laughed it off telling me it's normal and okay. I refused to publish about it, as I was finding it difficult to find a positive usage scenario, plus he was profiting of off my work that I needed for a grade financially outside of university and of course of no intention of integrating my work. To add salt to that wound he instructed me to change my applied-science paper to be more of a guide for a few select PhDs who'd receive the financial grants, making my work a footnote at best. I have no words. Later I learnt by a friend working on his Dr. degree how he got betrayed by his Dr Father. He was working on a science-backed improvement for a factory, after telling his Dr. Father he found that he patented the technology and sold it to the factory. When he found out, he heard a similar story to mine, where his Dr. Father basically told him, "lesson-learnt, better me than someone else". He finished his degree and kept his profile-low for years after that to not cause conflict.. quite sad.

My initial plan was to provide IPS to the campus with a few-cm accuracy and gesture recognition through walls as a cool gimmick with future work focusing on accessibility scenarios.

But with current devices it's possible to use the UWB chips in distributed mesh (similar to find-my) to create an ultra-high-resolution 3D-feed with city-wide, real-time and through-wall sensing at mm-accuracy. I'm not even factoring in resolution upgrades using AI.

Cook me, if you want, this was genuine scientific work taking months of work back in 2015 to be able to build, but being backstabbed by your professor was quite unreal to find out. Later I got similar signals from friends at Fraunhofer and Max-Planck. Just listening to their work stories made clear they were fooled doing science, when they in tandem were quite frankly building military reconnaissance technology, but distributed in small disconnect groups of low-paid scientists (PhD/Dr/MSc).

StevenWaterman 2026-03-13 20:57 UTC link
A covert signal is still beneficial even if the signal is secure. The existence of the signal is valuable metadata.

For a contrived example, imagine I'm in a warzone:

- Secure = Enemies can't read my messages. Good. But they can still triangulate my position.

- Covert = Enemies don't know I exist

jkhdigital 2026-03-13 21:34 UTC link
Secure channels can still be jammed. Undetectability is a fundamentally different goal than secrecy.
jkhdigital 2026-03-13 21:35 UTC link
The paper itself mentions steganography in the second sentence at least.
bob1029 2026-03-13 21:45 UTC link
DSSS is sort of both security and obscurity at the same time. The very act of spreading your spectrum out via a secret key also has the effect of reducing the amplitude of your transmission, ideally below the noise floor. A receiver on the other side wouldn't see anything except noise unless they had the same key.
esseph 2026-03-13 22:26 UTC link
Unless your adversary is scanning for RF emissions, which is getting more and more common.
nine_k 2026-03-13 22:48 UTC link
The cypher may be prefectly impenetrable, but the software running on the transmitter or receiver may be more brittle. You cannot attack what you don't even know exists nearby.
behehebd 2026-03-13 22:57 UTC link
As invisible as radio signals then.
RobotToaster 2026-03-13 23:04 UTC link
Yeah, but saying that doesn't get the military to give you money.
TeMPOraL 2026-03-14 00:05 UTC link
Or you can call it encryption along different axis. Much like extracting GPS signals from below thermal floor level - you can do it if you 1) know it's there, and 2) know exactly how to key in. It's impressive as heck, but you can always rephrase it in terms of information theory in ways that makes it sound like slightly different shade of mundane.
wpollock 2026-03-14 00:09 UTC link
I don't believe you're missing anything. This is just stegenography with a possibly new covert channel, right? Apparently the secret depends on advisaries not noticing the special hardware deployed on each end. Would using spread sprectum techniques would work just as well?
beloch 2026-03-14 00:31 UTC link
It adds a layer of obscurity, but not real security. If somebody is looking, neither sender or receiver can detect it or know if their ciphertext was intercepted. Depending on the methods used, the cipertext might not be immediately crackable with currently known algorithms and resources. However, it can be archived and broken at a later date, or by an actor who has access to algorithms/resources that aren't currently public.
campground 2026-03-14 01:43 UTC link
I think the reason the negative luminance is potentially important for secrecy is that it means the average of the signal you’re transmitting is zero, making it indistinguishable from noise.
Knork-and-Fife 2026-03-14 02:22 UTC link
They also have to know where to look.

The big claim in general appears to be that the signal is not obvious because it averages out to normal background radiation noise. The article doesn't communicate this well though.

The bit that you quoted, I think that's just a random sentence that looks dumb out of context. I don't think it means anything special.

mnw21cam 2026-03-14 08:59 UTC link
True. I think the novel point is that on average, the emitter just isn't emitting. Normally, you can have a very simple piece of equipment that can pick up the fact that a signal source is emitting something, but then you need to get a more specialised piece of equipment to actually collect and decode the transmission. This just raises the stakes to having to have the specialised equipment to see that there is a transmission at all.
adrian_b 2026-03-14 09:40 UTC link
While this is equivalent with "gets cold as well as hot", there is a critical difference.

Modulating the infrared emission by cooling and heating a body is slow, so the transmission rate is low and it is also easy to detect, because any infrared detector will show pulsed infrared light.

The whole point of the article is that they have found a method for modulating the infrared emission that is much faster than cooling and heating, so because the modulation frequency is so high any normal infrared detector will not see anything, it would just detect the normal infrared emission that corresponds with the ambient temperature.

They exploit a phenomenon that exists in infrared LEDs made for a low frequency (high wavelength), which when biased forward emit infrared light, like any LED, but when biased backward the reverse happens, i.e. their infrared emission is lower than it should be for a black body at ambient temperature, because a part of the thermally emitted photons are reabsorbed by the semiconductor, generating electron-hole pairs that are separated by the electric field, being thus prevented to recombine and emit again a photon.

Because the increases and decreases in infrared luminosity are done by changing the bias voltage of a LED, they can be done orders of magnitude faster than by cooling and heating.

I do not know whether this proposed application in steganography would ever be worthwhile, but this is certainly a very cool development.

adrian_b 2026-03-14 09:48 UTC link
A lot of spy movies or police procedural movies show someone coming with a magic detector for hidden spying cameras or microphones that is used to sweep a room and remove all offending devices.

The device presented in the parent article would be undetectable by any classic detectors.

However, if such a method would ever become widely used in reality, it would not be difficult to make detectors for it. So it could have a window of opportunity, between the first development of spying devices based on it and the development of countermeasures.

mojomark 2026-03-14 15:59 UTC link
Yep. I guess it was "hidden" until they published the method to detect the signal.
Editorial Channel
What the content says
+0.35
Article 19 Freedom of Expression
Medium Advocacy Framing
Editorial
+0.35
SETL
0.00

Article actively discusses and reports on a data transfer technology, engaging in information dissemination about scientific research. The research itself concerns hidden data communication. Public disclosure of the research findings through newsroom supports free expression and sharing of information.

+0.30
Article 13 Freedom of Movement
Medium Advocacy Framing
Editorial
+0.30
SETL
-0.20

Article describes a research innovation developed at UNSW and being disseminated through public newsroom. The technology itself enables information transfer, and the public disclosure of the research represents sharing of knowledge and scientific findings.

+0.25
Article 26 Education
Low Framing
Editorial
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SETL
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Article describes research innovation from UNSW, signaling institutional commitment to developing knowledge and skills through research and higher education. Public dissemination of research supports broader educational access.

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Article 25 Standard of Living
Low Framing
Editorial
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SETL
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Article describes research conducted at UNSW, a research university with an explicit public education mission. The dissemination of research findings through public newsroom indirectly supports access to information relevant to health, welfare, and scientific understanding.

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Article 27 Cultural Participation
Low Framing
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Article describes scientific research, which is a cultural and intellectual activity. UNSW as a research institution engages in creation and sharing of scientific knowledge. This research innovation represents participation in the cultural life of the scientific community.

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Article 12 Privacy
High Practice
Editorial
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SETL
+0.34

Article describes 'negative light' technology that 'hides data transfers.' While framed as a technical innovation, the framing implies concealment of communication. The editorial content does not explicitly discuss privacy protection or user consent frameworks, nor does it address whether covert data transfers respect individual privacy rights.

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Preamble Preamble

Page content does not directly engage with universal human dignity or foundational rights principles; focuses on technology innovation.

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Article does not address equality or human dignity in substantive way.

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Article 2 Non-Discrimination

No discussion of discrimination or protected grounds.

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Article 3 Life, Liberty, Security

Article does not address right to life, liberty, or personal security.

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Article 4 No Slavery

No reference to slavery or servitude.

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Article 5 No Torture

No discussion of torture or inhuman treatment.

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Article 6 Legal Personhood

No reference to legal personhood or recognition before law.

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Article 7 Equality Before Law

No discussion of equality before law or discrimination.

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Article 8 Right to Remedy

No reference to effective remedies for rights violations.

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Article 9 No Arbitrary Detention

No discussion of arbitrary arrest or detention.

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Article 10 Fair Hearing

No reference to fair trial or due process.

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Article 11 Presumption of Innocence

No discussion of criminal liability or retroactive law.

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Article 14 Asylum

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No discussion of nationality or citizenship.

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No reference to marriage, family, or family rights.

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No discussion of property rights or ownership.

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Article 18 Freedom of Thought

No discussion of freedom of thought, conscience, or religion.

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Article 20 Assembly & Association

No discussion of freedom of assembly or association.

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No reference to political participation or voting.

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No discussion of social security or welfare.

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Article 23 Work & Equal Pay

No reference to work, employment, or labor rights.

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Article 24 Rest & Leisure

No discussion of rest, leisure, or working hours.

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Article 28 Social & International Order

Article does not address social and international order required for rights realization.

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Article 29 Duties to Community

No discussion of community limitations on rights or competing obligations.

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Article 30 No Destruction of Rights

Article does not discuss interpretation of UDHR or prohibition on rights destruction.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy -0.15
Article 12
Page implements tracking via unswAepData object capturing pageURL, referringURL, previousPage, localStorage tracking, and Adobe Data Layer analytics. No visible privacy notice or consent mechanism in provided content. Tracking occurs on-load without explicit user opt-in signal.
Terms of Service
Terms of service not accessible from provided page content.
Identity & Mission
Mission +0.20
Article 26 Article 27
UNSW is a research university with public education mission. Newsroom signals commitment to public knowledge dissemination. Minor positive modifier for institutional mission alignment with right to education.
Editorial Code
No editorial guidelines or code of conduct visible in provided content.
Ownership
UNSW is public research institution (Australia). Ownership structure does not appear to introduce rights conflicts.
Access & Distribution
Access Model +0.15
Article 19 Article 26
Newsroom content appears publicly accessible without paywall. No subscription barrier observed. Supports information access rights.
Ad/Tracking -0.15
Article 12
Page implements UTM parameter tracking and Adobe Data Layer for marketing analytics. No visible ad-blocking disclosure or user control mechanisms.
Accessibility +0.10
Article 25 Article 26
Page markup suggests AEM platform with structural hierarchy. Actual accessibility attributes not visible in provided raw HTML. Neutral modifier applied pending full accessibility audit.
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Preamble ¶5 Article 12 Article 19
No third-party trackers detected
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Security headers: HTTPS, HSTS, CSP
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Article 26 Article 27 ¶1
Accessibility: lang attr, skip nav, 100% alt text
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Cookie banner with dark patterns: no_reject_option
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Article 13 Freedom of Movement
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Newsroom page structure allows public access without paywall or subscription requirement. Content is discoverable through standard URLs. Navigation structure enables readers to move between related news and research content.

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Article 19 Freedom of Expression
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Structural
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Public newsroom architecture makes content freely accessible and discoverable without paywalls or restricted access. Page structure supports distribution through standard URLs and navigation. No visible barriers to readers seeking, receiving, or imparting information about this research.

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Article 26 Education
Low Framing
Structural
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SETL
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UNSW newsroom structure reflects institutional commitment to public education mission. Page includes navigation to study options, degrees, and educational programs, supporting access to education pathways. Public access to newsroom without barriers enables broader information access for education.

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Article 25 Standard of Living
Low Framing
Structural
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SETL
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UNSW newsroom structure enables public access to scientific research findings without subscription barriers. As a public institution, the university's mission implicitly supports broader access to knowledge, though this page specifically focuses on technology rather than health outcomes.

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Article 27 Cultural Participation
Low Framing
Structural
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Context Modifier
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SETL
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UNSW newsroom facilitates public access to scientific research outputs, enabling broader participation in and awareness of cultural and scientific contributions. Page structure supports knowledge sharing across the research community.

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Article 12 Privacy
High Practice
Structural
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Context Modifier
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SETL
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Page implements tracking via unswAepData object capturing pageURL, referringURL, previousPage, localStorage tracking, and Adobe Data Layer analytics. UTM parameter tracking occurs automatically on-load. No visible user consent mechanism, privacy notice, or opt-out control observed on the page content. Tracking captures user behavior and referral data without explicit user choice.

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Preamble Preamble

No structural signals bearing on preamble commitments.

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Article 1 Freedom, Equality, Brotherhood

No observable structural barriers or enablers for equal rights recognition.

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Article 2 Non-Discrimination

No evidence of discriminatory or protective structural mechanisms.

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Article 3 Life, Liberty, Security

No structural signals bearing on security rights.

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Article 4 No Slavery

No structural signals related to slavery prohibition.

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Article 5 No Torture

No structural signals bearing on torture prohibition.

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Article 6 Legal Personhood

No structural signals affecting legal personhood.

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Article 7 Equality Before Law

No structural signals bearing on legal equality.

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Article 8 Right to Remedy

No structural signals enabling or disabling remedy access.

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Article 9 No Arbitrary Detention

No structural signals bearing on arrest/detention rights.

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Article 10 Fair Hearing

No structural signals affecting due process.

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Article 11 Presumption of Innocence

No structural signals related to criminal justice.

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Article 14 Asylum

No structural signals bearing on asylum or refuge rights.

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Article 15 Nationality

No structural signals affecting nationality rights.

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Article 16 Marriage & Family

No structural signals related to family law or protection.

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Article 17 Property

No structural signals affecting property rights.

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Article 18 Freedom of Thought

No structural signals bearing on conscience or belief.

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Article 20 Assembly & Association

No structural signals affecting assembly or association rights.

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Article 21 Political Participation

No structural signals bearing on political participation.

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Article 22 Social Security

No structural signals related to social security.

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Article 23 Work & Equal Pay

No structural signals affecting labor rights.

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Article 24 Rest & Leisure

No structural signals bearing on rest or leisure.

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Article 28 Social & International Order

No structural signals bearing on global rights framework.

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Article 29 Duties to Community

No structural signals addressing rights limitations or competing duties.

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Article 30 No Destruction of Rights

No structural signals bearing on UDHR interpretation or limits.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.52 medium claims
Sources
0.5
Evidence
0.6
Uncertainty
0.4
Purpose
0.6
Propaganda Flags
1 manipulative rhetoric technique found
1 techniques detected
loaded language
Title phrase 'hides data transfers in plain sight' uses loaded construction suggesting both concealment and visibility, creating cognitive tension without explaining technical mechanisms or implications.
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.1
Arousal
0.3
Dominance
0.4
Transparency
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.28 problem only
Reader Agency
0.2
Stakeholder Voice
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: institution
Temporal Framing
Is this content looking backward, at the present, or forward?
present immediate
Geographic Scope
What geographic area does this content cover?
national
Australia
Complexity
How accessible is this content to a general audience?
moderate medium jargon general
Longitudinal 563 HN snapshots · 140 evals
+1 0 −1 HN
Audit Trail 160 entries
2026-03-16 00:45 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-16 00:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-16 00:43 eval_success Lite evaluated: Mild negative (-0.23) - -
2026-03-16 00:43 eval Evaluated by llama-4-scout-wai: -0.23 (Mild negative) +0.01
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-16 00:43 model_divergence Cross-model spread 0.36 exceeds threshold (2 models) - -
2026-03-16 00:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 22:53 eval_success Evaluated: Mild positive (0.13) - -
2026-03-15 22:53 model_divergence Cross-model spread 0.37 exceeds threshold (2 models) - -
2026-03-15 22:53 eval Evaluated by claude-haiku-4-5-20251001: +0.13 (Mild positive) 12,563 tokens -0.04
2026-03-15 22:19 eval_success Evaluated: Mild positive (0.17) - -
2026-03-15 22:19 model_divergence Cross-model spread 0.41 exceeds threshold (2 models) - -
2026-03-15 22:19 eval Evaluated by claude-haiku-4-5-20251001: +0.17 (Mild positive) 13,549 tokens
2026-03-15 22:19 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 5R - -
2026-03-15 22:17 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-15 22:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 21:52 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 21:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 21:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:11 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 20:11 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 20:11 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:04 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-15 20:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 19:36 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 19:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 19:36 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 19:26 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-15 19:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 18:58 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 18:58 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 18:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 18:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 18:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 17:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 16:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 16:11 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 15:49 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 15:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 15:11 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 14:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 14:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 13:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 13:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 13:21 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 12:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 12:15 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 12:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 11:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 10:45 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 10:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 10:07 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 09:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 09:26 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 08:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 08:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 08:05 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 08:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 07:21 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 07:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 06:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 06:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 06:06 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 06:05 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 05:32 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 05:30 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 04:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 04:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 04:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 04:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 03:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 03:45 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 03:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 03:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 02:35 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 02:29 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 01:59 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 01:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 01:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 01:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 00:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-15 00:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-15 00:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 23:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 23:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 23:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 22:46 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 22:10 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 21:42 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 21:08 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 20:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 19:56 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 19:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 19:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 18:28 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 16:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 16:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 15:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 15:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 15:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 14:25 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 14:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 13:50 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 13:34 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 13:14 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 12:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 12:39 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 12:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 12:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 11:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 11:27 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 11:12 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 10:51 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 10:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 10:14 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 09:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 09:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 09:17 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 08:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 08:37 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 08:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 07:57 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 07:36 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 07:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 06:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 06:32 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 06:19 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 05:54 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 05:39 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 05:16 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 05:02 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 04:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 04:24 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 03:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 03:50 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 03:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 03:10 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 02:43 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 02:33 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 02:04 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 01:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 01:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 01:14 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-14 00:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 00:44 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-13 23:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 23:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-13 23:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 22:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-13 21:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-13 21:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical article about new technology, no explicit human rights discussion
2026-03-12 00:31 eval Evaluated by llama-3.3-70b-wai-psq: -0.08 (Neutral)
2026-03-12 00:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical news with no rights discussion
2026-03-12 00:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-12 00:04 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical article about new technology, no explicit human rights discussion