0.00 Microscopes Can See Video on a LaserDisc (www.youtube.comS:ND)
635 points by zdw 12 days ago | 89 comments on HN | Neutral High agreement (3 models) Media · v3.7 · 2026-03-15 23:55:19 0
Summary Digital Surveillance & Corporate Control Undermines
This YouTube watch page embeds extensive tracking infrastructure and algorithmic control systems that systematically undermine multiple UDHR rights. The page source reveals 300+ experiment flags controlling user experience variation, continuous behavioral monitoring via performance telemetry, automatic error reporting, and ad profiling—all operating without visible user consent or control mechanisms. The platform's corporate monopoly governance, opaque content moderation, paywall-based access model, and algorithmic gatekeeping of creator monetization collectively subordinate user privacy (Article 12), speech (Article 19), association (Article 20), property (Article 17), and participation in digital governance to corporate efficiency and profit maximization.
Rights Tensions 3 pairs
Art 12 ↔ Art 19 — Platform requires users to accept ad tracking (privacy violation, Article 12) to access free content without paywall; speech content visibility is controlled through algorithmic moderation, creating tension where privacy sacrifice is demanded as condition of speech access.
Art 12 ↔ Art 25 — Premium paywall model creates economic barrier to accessing health/welfare-related content; free access tier requires extensive tracking consent, forcing users to sacrifice privacy (Article 12) to access educational/health content (Article 25) affordably.
Art 19 ↔ Art 20 — Content moderation restrictions (Article 19) and algorithmic suppression of speech are implemented through corporate control (Article 20) without user participation, subordinating individual speech rights to corporate governance autonomy.
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: ND — Privacy Article 12: No Data — 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: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: ND — Freedom of Expression Article 19: No Data — 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: 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: 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
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Weighted Mean 0.00 Unweighted Mean 0.00
Max 0.00 N/A Min 0.00 N/A
Signal 0 No Data 31
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ ND
FW Ratio ℹ 60% 57 facts · 38 inferences
Agreement High 3 models · spread ±0.000
Evidence 23% coverage ℹ
2H 15M 2L 31 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: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.00 (0 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 16 top-level · 27 replies
BobMcBob 2026-03-08 21:07 UTC link
Tech Tangents is one of the best retro channels on youtube but by retro I dont mean glorified nostalgia either. Shelby puts a lot of work into his videos and likes to showcase what awesome engineering went into some of the early tech that was practically magic. Love the channel and glad to see it on HN.
smusamashah 2026-03-08 22:07 UTC link
So CAV (constant angular velocity) is an encoding format for laser disks. When something is written with CAV, it is basically analogue data and therefore repeating patterns can be recognized on the disk.
VorpalWay 2026-03-08 22:24 UTC link
The live stream of this had more interesting things as well, such as looking at the ink on mimeographs compared to inkjet printing. Long and rambly as live streams tend to be, but it is there if anyone cares.

https://m.youtube.com/watch?v=zIsCswtkozI (mimeograph around 3:36:00 mark)

amelius 2026-03-08 22:31 UTC link
But the opto mechanical parts of a laserdisc reader are way more interesting than a microscope.
rustyhancock 2026-03-08 22:37 UTC link
Here's a screen capture of the end credits visible on the disc the videos worth it but I do think sometimes you need to start with the money shot https://ibb.co/v4KK88fF
ralferoo 2026-03-08 23:02 UTC link
Actually amazing being able to read the text like that, and on two different types of discs. Great video, was much better than I was expecting it to be from the title!
csours 2026-03-08 23:40 UTC link
Not nearly as cool, but I was able to show a colleague the letters in a raster image section of a pdf using xxd by varying the output width
oofbey 2026-03-09 00:37 UTC link
Fun fact about laser discs. They are analogue not digital. CD’s store digital information with the presence or absence of pits. Fairly ancient but still fundamentally feels like a very old version of a thumb drive.

Laser discs are not digital. They encode the analogue video signal’s value as the length of the pit. It is digitized in the time domain - sampled at some frequency, but the “vertical” signal value is stored entirely analogue. In terms of encoding it’s more similar to a VHS tape than a CD. Kinda crazy.

SV_BubbleTime 2026-03-09 02:35 UTC link
Very cool but, I was hoping he was going to spin it and align with the camera’s refresh rate.
onnimonni 2026-03-09 04:04 UTC link
I'm not that familiar with CED but the fact that we can see the images with microscopes is because these are analog discs? And that was because computing power back then was non-existent so they didn't use any kind of compression?
throwaway27448 2026-03-09 05:43 UTC link
Is there a version that doesn't require watching a video please? This would be 10x faster and easier as a text blob
luzionlighting 2026-03-09 09:36 UTC link
Interesting to see how optical technology has evolved. In lighting design we also deal a lot with how light interacts with surfaces, lenses and reflectors.

Even small changes in optics can drastically change how light spreads or how uniform illumination appears in a space.

Aardwolf 2026-03-09 09:40 UTC link
Now I wonder if something similar is possible with the magnetic fields on VHS tape
geon 2026-03-09 12:14 UTC link
As I understand it, this only works with still images that scroll vertically.

Each revolution is one frame, so if you compare the data paths next to each other, they don't make up an image but the same single line of several consecutive frames.

Scrolling a still image makes the same line on the screen cover a different part of the image each frame, so you can sort of make out what the original image looked like.

The end credits should show up as a single tall image, since the only limit to the height is the radius of the disc.

IAmGraydon 2026-03-09 13:34 UTC link
Just an aside - I love that he's using The Mind's Eye (https://www.imdb.com/title/tt0167285/), which is a video that really captured my imagination when I was young (along with Beyond the Mind's Eye) and changed the course of my life as it got me into 3D animation at a young age.
withinboredom 2026-03-09 22:24 UTC link
1000 years from now, someone will discover these discs and wonder why we wrote text so small and so many times across the disk. They’ll say the rainbow is for artistic effect and the repetition for religious reasons.

Some people will argue that it is for primitive digital technology and be called crazy people. Nobody will be allowed to study it except for those who go to the right schools or have the right connections.

jmkd 2026-03-08 22:21 UTC link
Not simply repeating patterns, readable text from the credits as shown in the video.
wtallis 2026-03-08 22:38 UTC link
No, CAV has nothing to do with encoding, and both analog and digital formats have used both CAV and CLV and hybrids of the two.

The legible text seen in the microscope images happens because of the combination of LaserDisc recording a raw and uncompressed encoding of the analog video signal, the way that LaserDisc used CAV to store an integer number of frames per track so that the image data for corresponding on-screen locations of subsequent frames would be aligned at the same radial position on the disc, and the credits scrolling vertically at constant speed.

If LaserDisc had used a digital encoding (especially a compressed encoding), the data on disc may still have had discernible patterns but the text would not necessarily have been legible. If it had used CAV but not stored a whole number of frames per track, then temporal and spatial locality on screen would not have corresponded so well to spatial locality on disc. And the vertically-scrolling credits are pretty much the only kind of content that can produce the recognizable and legible images on the disc surface.

I think the fact that the aspect ratio of the text came out approximately right probably is a consequence of the scrolling speed of the credits being chosen to suit the vertical resolution of the video. If the text had appeared squished in the microscope, it would probably have been moving too fast on screen to be clearly legible.

crazydoggers 2026-03-08 22:53 UTC link
This is from a CED not a laserdisc.
Zafira 2026-03-08 23:55 UTC link
Sorta?

The data being written to the disk is the same in CAV or CLV disks, but the player just needs to know how to spin the disk at the right speed so that the laser can read the pits/lands correctly. It is purely a detail about the speed that the disk is spun at so they can cram more data on it with CLV disks.

What CAV LaserDiscs allow for, though, is to make it extremely obvious where scanlines and blanking intervals are in the video signal.

EvanAnderson 2026-03-09 00:43 UTC link
I wrote a simple tool, when I was a kid, that dumped binaries into VGA mode 0x13 and allowed me to vary the width. Mode 0x13 is one byte per pixel so it was just a simple REP MOVSB to put data into the buffer (no worrying about bitplanes). It was so useful in reverse engineering software. Besides raster data, regular data structures often jump out.
a-dub 2026-03-09 01:00 UTC link
yeah i remember learning this as a kid and being surprised. i originally thought laserdiscs were modern high tech, but then they turned out to actually be from the late 70s/early 80s with the primitive analog video encoding where red book audio cds of the mid to late 80s were actually digital.
VerifiedReports 2026-03-09 02:41 UTC link
No; it's strictly a reference to constant RPM or variable RPM.

CAV discs contained one frame per rotation. While this meant you could only fit half an hour on one side of a disc, it did give you perfect slow-motion and freeze-frames.

I worked in a video store and loved LaserDiscs. The Duran Duran video album was CAV, and the Pioneer LD-700 had such a fast transport mechanism and remote control that I could to DJ-style "scratching" with it.

throwaway27448 2026-03-09 05:41 UTC link
This is a distinction without meaning: all digital anything is analogue if you look closely enough

> And that was because computing power back then was non-existent so they didn't use any kind of compression?

Compression is not a medium-level detail. You can easily store compressed data on a laserdisc.

system2 2026-03-09 05:49 UTC link
That would be cool with a variable motor and a 3d printed mount maybe.
qsera 2026-03-09 06:16 UTC link
So how does writes work? Does an analog signal translate into pit-lengths with absolute precision?
nilslice 2026-03-09 06:20 UTC link
yes, you must save it to a laserdisc, and then observe it though a highly magnified digital microscope looking for a specific frame.
throwaway290 2026-03-09 06:30 UTC link
Everything is analog when it gets to real world
brazzy 2026-03-09 06:59 UTC link
Uncompressed digital encoding might still result in recognizable structures, but probably not as nicely as here.
gf000 2026-03-09 07:10 UTC link
The key point is that there has to be a slow vertical panning happening as actual content. If that happens, then the on-disk representation of a color channel can end up physically below/above what happens before/after in the movie, drawing out the "actual content". This is why end credits were the most likely visible artifacts.

One other important aspect is that by changing the angle of lighting, he could basically filter out data at a relevant wavelength.

--

At least that's what I got from the video.

imtringued 2026-03-09 07:29 UTC link
You can ask your human to watch the video and write the text blob for you.
ErroneousBosh 2026-03-09 09:13 UTC link
There wasn't any computing involved. The video was recorded as a sampled analogue signal, with pits of varying length setting the "output voltage".

If you look at a Constant Angular Velocity disc you can actually see "spokes" radiating out from the centre, with two broad ones 180° apart. The narrow spokes are the horizontal sync pulses occuring every 0.576° - the disc rotates at 25 revs per second and each concentric track is one complete frame. The broader spokes are of course the vertical sync pulses and colour burst occurring every 1/50th of a second.

If you're in the US or Japan, these numbers are 30 revs per second, 0.686° and 1/60th of a second, because of the lower resolution video standard, but it doesn't look like Laserdisc was much of a "thing" in those countries.

Here in the UK, in the 1980s all the schools took part in a thing called "The Domesday Project" [1] - the name is a reference to The Domesday Book, a survey of England and Wales carried out in the 11th century by William the Conqueror.

The Domesday Discs were CAV Laserdiscs that were played in a special player with a SCSI interface, attached to a BBC Micro computer. Because each concentric track was a complete frame it was possible to get perfect still frame video by just keeping the head still, so you could look at photos of places all around the UK and read a bit of information about them genlocked over the top.

[1] https://en.wikipedia.org/wiki/BBC_Domesday_Project

queeerkopf 2026-03-09 09:42 UTC link
https://wiki.techtangents.net/wiki/Seeing_Media

writeup from the author linked in the video description

valleyer 2026-03-09 10:06 UTC link
Thoughts on that: (1) you'd need a way to visualize the magnetic fields, (2) the data is frequency modulated, (3) due to helical scan, the video field lines do not line up evenly one over the next as they did so nicely in the Laserdisc / CED (there'd be a skew).

So I don't want to say it's impossible, but I think it would require a lot more creativity.

bregma 2026-03-09 10:38 UTC link
> Laser discs are not digital... It is digitized in the time domain

Laser disks are 100% digital (as you said, they store digits in the time domain).

They don't encode their data using binary like a CD does.

"Binary" and "digital" are two separate and unrelated concepts.

eurekin 2026-03-09 10:59 UTC link
It took me like 2 minutes to find the relevant part:

https://youtu.be/qZuR-772cks?si=rYM4EjvV7VeTEzx8&t=1570

gwbas1c 2026-03-09 12:18 UTC link
Short answer: Skip to 22:45

Long answer: Just jump around. Once you get to the last 1/3rd of the video, there's a lot of close ups of the part of the laserdisc that recorded the credit sequence. The on-screen (laserdisc) text is clearly visible.

The author moves a flashlight around to show how the angle is important; something that won't come across as well in a blog entry.

grishka 2026-03-09 13:55 UTC link
This is 1970s tech, so of course there was no compression. It's basically a composite video signal etched into the medium. Every revolution of the disc is one full frame (or two fields). So when you look at it, the adjacent grooves represent the same lines of video in different frames.

Now imagine if you picked a Y coordinate and extracted the corresponding row of pixels from every frame of a video file, and stacked them vertically. If there was scrolling text, or if the camera moved vertically, you would see a meaningful image, the same way a scanner obtains a complete image by moving a single-row sensor across whatever you're scanning. This is the same effect, just arising from the way the video signal is laid out on the disc.

sixothree 2026-03-09 14:44 UTC link
Great points.

And it just so happens in this video that the scrolling was at a speed where everything was preserved and also not stretched. Too slow and it would be elongated vertically on the disc and too fast and it would be compressed and you'd miss information.

grishka 2026-03-09 15:47 UTC link
I thought about that recently while researching how VCRs work before attempting to fix one. I didn't even think about seeing the actual video signal, I was just curious what the diagonal lines and control pulses on the tape look like. There are many other things as well that would be interesting to look at (all kinds of tapes, all kinds of floppies, hard drive platters, magstripe cards), but unfortunately I don't think there exists a technology capable of visualizing magnetic fields with enough precision.
harrall 2026-03-09 17:13 UTC link
If I’m not mistaken, it also doesn’t work with LaserDiscs… it works only with CEDs.

The title is a bit misleading. LaserDiscs are digital but CEDs are analog.

Very different technologies.

sixothree 2026-03-09 17:24 UTC link
I feel like everyone needs a peek inside a file in this manner at least once in their life. I just like to show people various file headers.

Without you showing them, they might never see this kind of stuff.

lysace 2026-03-09 18:21 UTC link
The real fun is on his Twitch channel. https://www.twitch.tv/techtangents
Editorial Channel
What the content says
ND
Preamble Preamble
Medium Practice

No editorial content observable in page source.

ND
Article 1 Freedom, Equality, Brotherhood
Low

No observable editorial content about human dignity or equality principles.

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Article 2 Non-Discrimination
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No editorial content observable addressing discrimination or protected characteristics.

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Article 3 Life, Liberty, Security
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No editorial content observable.

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Article 4 No Slavery

No observable content addressing slavery or servitude.

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Article 5 No Torture

No observable content addressing torture or cruel treatment.

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Article 6 Legal Personhood

No observable editorial content regarding legal personhood.

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Article 7 Equality Before Law
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No observable editorial content.

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Article 8 Right to Remedy

No observable editorial content regarding effective remedy.

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Article 9 No Arbitrary Detention

No observable editorial content regarding arbitrary arrest.

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Article 10 Fair Hearing

No observable editorial content regarding due process.

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Article 11 Presumption of Innocence

No observable editorial content regarding criminal law principles.

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Article 12 Privacy
High Practice

No observable editorial content addressing privacy rights.

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Article 13 Freedom of Movement
Low Practice

No observable editorial content regarding movement or location.

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Article 14 Asylum

No observable editorial content regarding asylum or persecution.

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Article 15 Nationality

No observable editorial content regarding nationality.

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Article 16 Marriage & Family

No observable editorial content regarding family or marriage.

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Article 17 Property
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No observable editorial content regarding property rights.

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Article 18 Freedom of Thought

No observable editorial content regarding freedom of thought or conscience.

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Article 19 Freedom of Expression
High Framing Practice

No observable editorial content.

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Article 20 Assembly & Association
Medium Practice

No observable editorial content regarding freedom of assembly.

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Article 21 Political Participation
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No observable editorial content regarding political participation.

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Article 22 Social Security
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No observable editorial content regarding social security.

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Article 23 Work & Equal Pay
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No observable editorial content regarding labor rights.

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Article 24 Rest & Leisure

No observable editorial content regarding rest and leisure.

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Article 25 Standard of Living
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No observable editorial content regarding health, food, housing, or medical care.

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Article 26 Education
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No observable editorial content regarding education.

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Article 27 Cultural Participation
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No observable editorial content regarding cultural participation or intellectual property.

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Article 28 Social & International Order
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No observable editorial content regarding social order or rights realization.

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Article 29 Duties to Community
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No observable editorial content regarding duties or restrictions on rights.

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Article 30 No Destruction of Rights
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No observable editorial content.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy -0.15
Article 12
YouTube employs extensive tracking via experiment flags, cookies, and telemetry. Ad tracking and data collection are structural defaults. Privacy controls exist but are not transparent by default.
Terms of Service -0.10
Article 19 Article 20
Terms of Service impose content restrictions and platform moderation that can limit speech; enforcement is opaque and user appeal mechanisms are limited.
Identity & Mission
Mission —
YouTube's public mission emphasizes democratizing video distribution and giving voice to creators, but commercial and algorithmic priorities often subordinate user autonomy.
Editorial Code —
No independent editorial code observed. Community Guidelines serve as moderation policy but lack transparency in application.
Ownership -0.10
Article 20 Article 25
Owned by Alphabet/Google, a commercial monopoly. Corporate control limits user participation in platform governance and content policy decisions.
Access & Distribution
Access Model -0.05
Article 25 Article 27
Freemium model with ad-supported default access. Premium tier ($13.99/month) creates digital divide; algorithm-driven content curation limits discovery equity.
Ad/Tracking -0.20
Article 12 Article 19
Extensive experiment flags (oxN3nb, EXPERIMENT_FLAGS) show pervasive A/B testing and tracking. Ad targeting uses behavioral/demographic profiling without explicit user control visibility.
Accessibility +0.05
Article 2 Article 25
Platform provides captions and accessibility features but implementation varies by region; paywall structures may limit access for economically disadvantaged users.
br_tracking 0.00
Preamble ¶5 Article 12 Article 19
2 tracker domain(s): googleads.g.doubleclick.net, static.doubleclick.net
br_security +0.05
Article 3 Article 12
Security headers: HTTPS, HSTS, CSP
br_accessibility -0.05
Article 26 Article 27 ¶1
Accessibility: lang attr, 29% alt text
br_consent 0.00
Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
ND
Preamble Preamble
Medium Practice

Platform architecture embeds pervasive tracking via experiment flags (oxN3nb) and telemetry infrastructure. Error logging and behavioral monitoring systems visible throughout configuration.

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Article 1 Freedom, Equality, Brotherhood
Low

Platform provides access to video content across demographics with minimal visible gatekeeping at entry point, though algorithmic curation and premium access tiers create structural inequalities.

ND
Article 2 Non-Discrimination
Medium Practice

Platform tracks behavioral and demographic data (ad targeting, profiling) without visible user control. Experiment flags suggest segmentation of users into testing cohorts without disclosed consent.

ND
Article 3 Life, Liberty, Security
Medium Practice

Platform collects continuous biometric and behavioral data (performance timing, error tracking, user actions) without granular consent mechanisms visible in page. Life and security monitoring through telemetry systems.

ND
Article 4 No Slavery

No observable structural signals regarding slavery or forced servitude.

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Article 5 No Torture

No observable structural signals regarding torture or degrading treatment.

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Article 6 Legal Personhood

No observable structural signals regarding legal recognition.

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Article 7 Equality Before Law
Medium Practice

Platform enforces moderation through Community Guidelines (per DCP) with opaque enforcement and limited user appeal mechanisms. Experiment flags suggest differential application of rules.

ND
Article 8 Right to Remedy

No observable structural signals regarding legal remedies or appeals processes in page content.

ND
Article 9 No Arbitrary Detention

No observable structural signals regarding detention or movement restrictions.

ND
Article 10 Fair Hearing

No observable structural signals regarding fair hearing or process in page content.

ND
Article 11 Presumption of Innocence

No observable structural signals regarding retroactive legal application.

ND
Article 12 Privacy
High Practice

Extensive tracking infrastructure operates by default without granular user control. Experiment flags, cookies, error logging, behavioral monitoring, and ad profiling create comprehensive privacy exposure.

ND
Article 13 Freedom of Movement
Low Practice

Platform does not display overt geofencing or movement restrictions. However, algorithmic curation and content availability vary by region (per DCP access_model note).

ND
Article 14 Asylum

No observable structural signals regarding asylum or refugee status in page content.

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Article 15 Nationality

No observable structural signals regarding nationality rights in page content.

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Article 16 Marriage & Family

No observable structural signals regarding family rights in page content.

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Article 17 Property
Medium Practice

Platform architecture treats user-generated content as corporately owned through Terms of Service. Creators receive only conditional access to distribution mechanisms controlled by YouTube/Alphabet.

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Article 18 Freedom of Thought

No observable structural signals regarding thought or conscience restrictions in page content.

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Article 19 Freedom of Expression
High Framing Practice

Platform imposes content moderation that can restrict speech. Experiment flags control visibility features (enable_unavailable_videos_watch_page, various suppression flags). User appeal mechanisms are limited and opaque (per DCP tos note).

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Article 20 Assembly & Association
Medium Practice

Platform controls community interaction through corporate governance. Users cannot participate in platform policy decisions. Community features (e.g., enable_community_page_on_desktop) are conditionally enabled.

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Article 21 Political Participation
Medium Practice

Platform does not provide user participation in governance or policy development. Corporate monopoly control (Alphabet/Google) excludes users from platform decision-making.

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Article 22 Social Security
Medium Practice

Platform provides no social security, health, or welfare benefits to users or creators. Creator monetization is conditional and subject to corporate moderation.

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Article 23 Work & Equal Pay
Medium Practice

Platform controls creator working conditions through algorithmic systems and corporate policy. No user participation in setting labor standards. Experiment flags control creator monetization features.

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Article 24 Rest & Leisure

No observable structural signals regarding rest or leisure in page content.

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Article 25 Standard of Living
Medium Practice

Platform provides no health, food, or housing support. Paywall (Premium at $13.99/month) and ad-based revenue model create economic barriers to access and welfare.

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Article 26 Education
Medium Practice

Platform provides educational content but paywalls and algorithmic curation limit equitable access. Captions and accessibility vary by region (per DCP accessibility note).

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Article 27 Cultural Participation
Medium Practice

Platform controls cultural and intellectual property through corporate moderation and monetization gatekeeping. Creator intellectual property retained by platform in TOS.

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Article 28 Social & International Order
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Platform architecture subordinates individual rights to corporate efficiency. Experiment flags reveal systematic erosion of user agency across privacy, speech, association, and property.

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Article 29 Duties to Community
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Platform imposes restrictions on rights (Article 19, 20, 12) without transparent justification or community input. Corporate control denies users the right to participate in balancing rights and restrictions.

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Article 30 No Destruction of Rights
Medium Practice

Platform architecture enables systematic violation of UDHR through pervasive tracking, opaque moderation, corporate monopoly control, and algorithmic discrimination. No safeguards prevent abuse of rights.
Psychological Safety
experimental
How safe this content is to read — independent from rights stance. Scores are ordinal (rank-order only). Learn more
PSQ
+0.0
Per-model PSQ
L4P +0.5 L3P 0.0
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.72 medium claims
Sources
0.8
Evidence
0.8
Uncertainty
0.7
Purpose
0.6
Propaganda Flags ℹ
2 manipulative rhetoric techniques found
2 techniques detected
obfuscation
Experiment flags (oxN3nb) and tracking systems embedded in technical configuration without user-facing explanation or visibility; tracking purposes obscured in JavaScript code rather than disclosed in user interface.
loaded language
Terms like 'EXPERIMENT_FLAGS' and 'CLIENT_CANARY_STATE' use technical jargon to obscure behavioral tracking and user segmentation from non-technical users.
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
detached
Valence
-0.4
Arousal
0.3
Dominance
0.8
Transparency ℹ
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.27 problem only
Reader Agency
0.1
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.25 2 perspectives
Speaks: corporation
About: individualscreators
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
present immediate
Geographic Scope ℹ
What geographic area does this content cover?
global
Complexity ℹ
How accessible is this content to a general audience?
expert high jargon expert
Longitudinal 1001 HN snapshots · 281 evals
+1 0 −1 HN
Audit Trail 301 entries
2026-03-16 02:20 eval_success PSQ evaluated: g-PSQ=0.486 (3 dims) - -
2026-03-16 02:20 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-16 02:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 02:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-16 02:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-15 23:55 eval_success Evaluated: Neutral (0.00) - -
2026-03-15 23:55 eval Evaluated by claude-haiku-4-5-20251001: 0.00 (Neutral) 19,711 tokens
2026-03-15 23:55 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 19R - -
2026-03-14 17:43 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 17:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 17:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 17:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-12 19:35 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-12 19:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 19:29 credit_exhausted Credit balance too low, pausing provider for 30 min - -
2026-03-12 19:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 19:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-12 19:14 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 18:02 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-12 18:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 17:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 17:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-12 17:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 16:32 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-12 16:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 16:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 16:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-12 16:10 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 14:58 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-12 14:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 14:47 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-12 14:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 21:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 20:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 19:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 18:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 18:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 17:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 17:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 16:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 16:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 14:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 14:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 13:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 13:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 04:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 03:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 02:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 02:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-11 01:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-11 01:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 23:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 23:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 22:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 21:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 21:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 20:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 20:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 18:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 18:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 17:58 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 17:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 17:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 17:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 16:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 16:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 16:08 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 15:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 15:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 14:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 14:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 14:27 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 14:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 13:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 13:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 13:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 13:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 12:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 12:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 12:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 12:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 12:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 11:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 11:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 11:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 11:30 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 11:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 11:11 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 10:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 10:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 10:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 10:34 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 10:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 10:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 10:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 10:02 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 09:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 09:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 09:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 09:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 09:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 08:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 08:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 08:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 08:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 08:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 08:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 08:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 08:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 07:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 07:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 07:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 07:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 07:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 07:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 06:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 06:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 06:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 06:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 05:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 05:49 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 05:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 05:33 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 05:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 05:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 05:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 04:59 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 04:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 04:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 04:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 04:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 03:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 03:50 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 03:33 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 03:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 03:15 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 03:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 02:57 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 02:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 02:40 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 02:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 02:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 02:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 02:03 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-10 01:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 01:44 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 01:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 01:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-10 01:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 01:09 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-10 01:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 00:51 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-10 00:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 00:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-10 00:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 23:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 23:44 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-09 23:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 23:27 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-09 23:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 23:10 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 22:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 22:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 22:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 22:35 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-09 22:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 22:19 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 22:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 22:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 21:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 21:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 21:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 21:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 21:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 21:07 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 20:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 20:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 20:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 20:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 20:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 19:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 19:50 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 19:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 19:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 19:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 19:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 19:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 18:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 18:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 18:32 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 18:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 18:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 17:53 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 17:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 17:35 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 17:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 17:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 17:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 16:58 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 16:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 16:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 16:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 16:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 15:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 15:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 15:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 15:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 15:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 14:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 14:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 14:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 13:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 13:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 13:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 13:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 13:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 12:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 12:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 12:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 12:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 11:55 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 11:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 11:38 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 11:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 10:50 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 10:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 10:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 10:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 09:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 09:44 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 09:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 09:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 08:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 08:31 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 08:26 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 08:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 08:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 08:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 07:30 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 07:21 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 07:17 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 07:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 07:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 07:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 06:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 06:12 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 06:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 05:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 05:04 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 05:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 04:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 04:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-09 03:56 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 03:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 03:48 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 03:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 02:49 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 02:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 02:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 01:54 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 01:43 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 01:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 01:38 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-09 00:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.11
2026-03-09 00:41 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) -0.11
2026-03-09 00:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 00:37 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-09 00:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-09 00:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 23:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 23:29 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral) 0.00
2026-03-08 23:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-08 23:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 22:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-08 22:04 eval Evaluated by llama-3.3-70b-wai-psq: 0.00 (Neutral)
2026-03-08 22:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical YouTube video content, no explicit human rights discussion
2026-03-08 22:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-08 20:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)