Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.83 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 —
claude-haiku-4-5-20251001 0.00 ND Neutral 0.26 — Cultural Participation & Creative Expression
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND — 0.73 — —
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND ND
Article 1 ND ND ND ND ND
Article 2 ND ND ND ND ND
Article 3 ND ND ND ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND ND ND ND
Article 20 ND ND ND ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND ND ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND ND ND ND
Article 27 ND ND ND ND ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
0.00 Bubble Sorted Amen Break (parametricavocado.itch.ioS:ND)
381 points by eieio 3 days ago | 123 comments on HN | Neutral High agreement (3 models) Product · v3.7 · 2026-03-15 23:54:48 0
Summary Cultural Participation & Creative Expression Advocates
This itch.io product page showcases a music production game that demonstrates strong structural support for creative expression, cultural participation, and labor dignity. The platform removes traditional gatekeeping barriers through direct artist-to-audience distribution, free-with-optional-payment access, and full creator autonomy over pricing and intellectual property. However, embedded Google Analytics tracking (without visible consent mechanisms) introduces privacy concerns that partially offset the otherwise pro-rights profile.
Rights Tensions 2 pairs
Art 12 ↔ Art 19 — User privacy (Article 12) is subordinated to analytics tracking to enable platform analytics infrastructure (Article 19 free expression enabled through data-driven platform optimization).
Art 25 ↔ Art 23 — Creator economic security (Article 23 labor dignity) is balanced against user economic accessibility (Article 25 adequate standard); content resolves tension through pay-what-you-wish model permitting both.
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
Aggregates
E
0.00
S
ND
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 64% 58 facts · 32 inferences
Agreement High 3 models · spread ±0.000
Evidence 16% coverage ℹ
2H 7M 10L 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 20 top-level · 21 replies
eieio 2026-03-12 17:13 UTC link
(the amen break is one of the most commonly-sampled drum breaks in popular music: https://en.wikipedia.org/wiki/Amen_break)
exDM69 2026-03-12 17:32 UTC link
That's a fun two minutes for any computer scientist drum and bass fan.
staplung 2026-03-12 17:33 UTC link
Cool, but I don't see how it's sorting anything. It just seems to play a randomized arrangement of the slices. You can re-randomize as much as you like but there's no sort option as far as I can see.
sandwell 2026-03-12 17:40 UTC link
It sounds like a Ventian Snares track. Love it.
marssaxman 2026-03-12 17:43 UTC link
I can't help laughing. This is great.

I don't understand the comparison function, but it's really enjoyable listening to the algorithm work out its logic.

onionisafruit 2026-03-12 17:57 UTC link
I would have expected it to be terrible to listen to, but it was pretty nice.
robin_reala 2026-03-12 18:00 UTC link
My personal prize for the most chopped amen goes to Breakage’s Final mix of Equinox’s Acid Rain VIP. https://www.youtube.com/watch?v=LoKlz6_I4vY
oybng 2026-03-12 18:07 UTC link
Automatic chopping has existed for decades, popularised here: https://web.archive.org/web/20051225061044/http://www.cus.ca... https://github.com/mdsp/Livecut See also, dblue Glitch, chrisGlitch, Renoise
empath75 2026-03-12 18:42 UTC link
Not playing it all the way through at the end is diabolical.
nvader 2026-03-12 18:51 UTC link
This deserves the top spot on the front page!

Might I ask for the implementation of other sorting algorithms here?

Retr0id 2026-03-12 18:57 UTC link
I wish it'd play through the whole thing in order at the end
ttyyzz 2026-03-12 18:58 UTC link
429 Too Many Requests
ykl 2026-03-12 19:21 UTC link
If you aren’t familiar with the Amen Break, here’s a now classic 18 minute documentary on the Amen Break and its origins and evolution:

https://youtu.be/5SaFTm2bcac?si=J99_Sh9x3fIBCSms

ge96 2026-03-12 20:21 UTC link
Different bubble sort

https://www.youtube.com/watch?v=m4EMG63W388

Or types of sorts

regus 2026-03-12 21:08 UTC link
This afternoon I was getting the oil changed for my car, and while I was in the waiting room the Amen Break started playing from a nearby speaker.
dag11 2026-03-13 04:33 UTC link
This is one of those things you see and get angry you didn't wake up the idea first. It's so perfect and just as satisfying as you'd hope. Incredible stuff!
rullelito 2026-03-13 06:09 UTC link
Should I understand what this is trying to show?
efortune 2026-03-13 06:46 UTC link
This documentary from 2004 (uploaded to YouTube in 2006(!)) is how I learned about the Amen Break and it's immense influence on the music of the 80s and 90s: https://www.youtube.com/watch?v=5SaFTm2bcac
seu 2026-03-13 08:28 UTC link
Would love to hear it unsorting the same array.
_nothing 2026-03-13 19:14 UTC link
Cool but I'm a bit confused - bubble sorted by what, exactly? Like what is the y-axis?
zonkerdonker 2026-03-12 17:35 UTC link
And a tragic story at that:

>Coleman died homeless and destitute in 2006. It was unlikely he was aware of the impact he had made on music. Neither he [band leader Spencer] nor Coleman received royalties for the break.

dylan604 2026-03-12 17:40 UTC link
Did you play it to the end? It's absolutely sorting from smallest to largest. Unless you have a confused understanding of a bubble sort, it's doing a bubble sort
joeypickles 2026-03-12 17:44 UTC link
It randomizes slices of the sample and begins to play the slices in the random order. Meanwhile it begins the bubble sort algorithm at a pace that matches the tempo, sorting the slices into their chronological order. Throughout, it only plays the unsorted slices. (I was kinda hoping it would play the sorted sample at the end.)
hyperhello 2026-03-12 17:46 UTC link
You're right. It doesn't play the sorted parts, which is strange. I expected to have a series of random-then-controlled slices with the random part getting shorter and the controlled part getting longer, but it really is just a shortening loop of random beats.
moosehater 2026-03-12 18:08 UTC link
Yup, this is essentially what the original concept of the Jungle genre was built around. Chop up the Amen Break, mix the notes(?) around, repeat them as you see fit, and add other samples/vocals around the drum patterns you've created.

A couple favorites from the 90s:

https://youtu.be/mL2Bgj-za5k?si=fhXHhNGjA-RZkiD7

https://youtu.be/a5meT63flnM?si=ggvypNCFfUUq3Qxq

pdpi 2026-03-12 18:12 UTC link
The idea is that it slices the Amen Break into however many slices you specify, and the list being sorted is the indices for those slices. At each step, it plays the slice the pivot is being compared to.

Because it only plays the samples being compared, it never plays the sorted chunks, so it's missing a "punchline" of sorts.

bzzzt 2026-03-12 18:38 UTC link
Yes, and on many samplers too. The linked website looks like a 'lite' version of the slicer on my Elektron Octatrack ;)
jamal-kumar 2026-03-12 18:53 UTC link
https://www.youtube.com/watch?v=rI5Qlo2Y6Jg

Nice pick! Above that same song but not compressed to hell

I like this one for amen stuff. Heavyweight Vol.4 - Untitled 7

https://www.youtube.com/watch?v=dfyHx7SCn3g

ChrisArchitect 2026-03-12 19:10 UTC link
Worlds colliding here.

We're dropping amen selections now?

Some classics that sound like what the app is sortin':

Remarc - Sound Murderer (Loafin' in Brockley Mix) https://www.youtube.com/watch?v=3SUdpCVITxc

Splash - Babylon https://www.youtube.com/watch?v=7vghx8SEeH8

DJ Krome & Mr. Time - The License https://www.youtube.com/watch?v=yPa5JBg8hZI

Source Direct - Secret Liason https://www.youtube.com/watch?v=xfEWCVoB45s

Danny Breaks - Droppin' Science Vol 1A https://www.youtube.com/watch?v=xqZT-Jse5rQ

robot_jesus 2026-03-12 20:15 UTC link
100% this. Because I'm a masochist, I let it run through 128 random slices. Took maybe 15 mins (wasn't timing or anything). Definitely deserved the payoff at the end to hear the whole thing.
teach 2026-03-12 20:41 UTC link
If you never play the original sample, you never have to worry about royalties.

:rollsafe-think-about-it:

araker 2026-03-12 20:51 UTC link
Love that tune. Some of my personal favorites, amen andrews - jungle bunny, doc scott - here comes the drumz (breakage remix), loxy & ink - murder inc (twisted anger remix), pendulum - through the loop, dj hidden - times like these
xg15 2026-03-12 21:18 UTC link
The unshuffled song: https://youtu.be/qwQLk7NcpO4 :)

(Same here - though at least so I learned about the Amen Break.)

telesilla 2026-03-12 21:32 UTC link
You don't know it by heart even yet, after all the time it's been in countless songs?
cocodill 2026-03-12 22:31 UTC link
It's comparing the t value.
tlynchpin 2026-03-13 00:26 UTC link
https://www.youtube.com/watch?v=5SaFTm2bcac

great deep dive into the Amen break. this video is from the yt days of yore, nice to see the yt algo still propping it up.

bluecheese 2026-03-13 01:01 UTC link
Not so much chopped, but definitely amen.

THAT AMEN TRK !!! https://www.youtube.com/watch?v=YAY36F4u55Y

OrangeMusic 2026-03-13 10:44 UTC link
I was confused at first at what the different "levels" mean. But they're not levels, they're just indices.

I would suggest the author changes the UI to just show a number instead of a bar, to make this clearer.

brantmv 2026-03-13 16:24 UTC link
Very nice. But surely the most chopped up amen break is Virtual Riot's Death by Amen.

https://youtu.be/XpnNVWOC98A

zwarag 2026-03-13 19:29 UTC link
Y is essentially the order. If you take the recording and start slicing. The first slices are the smaller ones and the later slices are the taller ones.
danwills 2026-03-14 07:41 UTC link
I just put on a Venetian Snares album (Rossz Csillag Alatt Született) and thought I'd come back here to say the same as you have!

I'd also add: It's like Aaron's whole career is slightly resting atop Amen Break, at least as far back as (first I heard and still my favorite) The Chocolate Wheelchair Album! Amazing detailed work with Amen and similar samples that's for sure!
Editorial Channel
What the content says
ND
Preamble Preamble
Medium Practice

No observable editorial statement regarding fundamental human rights principles.

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

No observable content addressing equal rights and dignity.

ND
Article 2 Non-Discrimination
Low Practice

No editorial content addressing discrimination.

ND
Article 3 Life, Liberty, Security

No observable content addressing right to life, liberty, or security of person.

ND
Article 4 No Slavery

No observable content addressing slavery or servitude.

ND
Article 5 No Torture

No observable content addressing torture or cruel punishment.

ND
Article 6 Legal Personhood

No observable content addressing legal personhood.

ND
Article 7 Equality Before Law

No observable content addressing equal protection under law.

ND
Article 8 Right to Remedy

No observable content addressing judicial remedies.

ND
Article 9 No Arbitrary Detention

No observable content addressing arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No observable content addressing fair trial or tribunal.

ND
Article 11 Presumption of Innocence

No observable content addressing criminal law or presumption of innocence.

ND
Article 12 Privacy
Medium Practice

No observable editorial content addressing privacy.

ND
Article 13 Freedom of Movement
Low Practice

No observable editorial content addressing freedom of movement.

ND
Article 14 Asylum
Low Practice

No observable editorial content addressing asylum or refuge.

ND
Article 15 Nationality

No observable content addressing nationality or statelessness.

ND
Article 16 Marriage & Family

No observable content addressing marriage or family.

ND
Article 17 Property
Medium Practice

No observable editorial content addressing property rights.

ND
Article 18 Freedom of Thought
Medium Practice

No observable editorial content addressing freedom of thought, conscience, or religion.

ND
Article 19 Freedom of Expression
High Practice

No observable editorial stance on freedom of opinion or expression.

ND
Article 20 Assembly & Association
Low Practice

No observable editorial content addressing freedom of assembly or association.

ND
Article 21 Political Participation

No observable content addressing democratic participation or governance.

ND
Article 22 Social Security
Low Practice

No observable editorial content addressing social security or welfare.

ND
Article 23 Work & Equal Pay
Medium Practice

No observable editorial content addressing labor rights.

ND
Article 24 Rest & Leisure
Low Practice

No observable editorial content addressing rest or leisure.

ND
Article 25 Standard of Living
Medium Practice

No observable editorial content addressing adequate standard of living.

ND
Article 26 Education
Medium Practice

No observable editorial content addressing education.

ND
Article 27 Cultural Participation
High Practice

No observable editorial content addressing cultural participation.

ND
Article 28 Social & International Order
Low Practice

No observable editorial content addressing social or international order.

ND
Article 29 Duties to Community
Low Practice

No observable editorial content addressing duties to community.

ND
Article 30 No Destruction of Rights
Low Practice

No observable editorial content addressing interpretation or limitation of rights.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy -0.05
Article 12
Google Analytics tracking (G-36R7NPBMLS) present; user data collection inferred but privacy policy not directly observable on page
Terms of Service —
Terms of service not accessible from page content
Identity & Mission
Mission +0.15
Article 19 Article 27
itch.io platform enables independent creative distribution and free/pay-what-you-wish publishing model; supports artist autonomy
Editorial Code —
No editorial code observable
Ownership —
Platform ownership not disclosed on page
Access & Distribution
Access Model +0.10
Article 25 Article 27
Free or pay-what-you-wish distribution model lowers barriers to cultural participation
Ad/Tracking -0.08
Article 12
Google Tag Manager and Google Analytics tracking detected; behavioral monitoring present
Accessibility —
No accessibility features observable in provided content
ND
Preamble Preamble
Medium Practice

Platform provides distribution infrastructure that enables free expression and cultural creation without gatekeeping; accessibility to tools for creative work.

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

Platform structure allows creators of any background to publish freely; no visible gatekeeping based on identity.

ND
Article 2 Non-Discrimination
Low Practice

No visible discriminatory barriers to publication or participation on the page.

ND
Article 3 Life, Liberty, Security

Article not applicable to a creative software platform.

ND
Article 4 No Slavery

Article not applicable to a creative platform context.

ND
Article 5 No Torture

Article not applicable to a creative platform context.

ND
Article 6 Legal Personhood

Article not applicable.

ND
Article 7 Equality Before Law

Article not applicable to a creative platform.

ND
Article 8 Right to Remedy

Article not applicable.

ND
Article 9 No Arbitrary Detention

Article not applicable.

ND
Article 10 Fair Hearing

Article not applicable.

ND
Article 11 Presumption of Innocence

Article not applicable.

ND
Article 12 Privacy
Medium Practice

Google Analytics tracking (ID: G-36R7NPBMLS) and Google Tag Manager embedded on page; user behavioral data collected without explicit consent notice visible on page.

ND
Article 13 Freedom of Movement
Low Practice

Game available for download in multiple formats (Windows, HTML5); no geographic restrictions visible.

ND
Article 14 Asylum
Low Practice

Platform operates globally without visible asylum-specific features; provides neutral distribution infrastructure.

ND
Article 15 Nationality

Article not applicable to a creative platform context.

ND
Article 16 Marriage & Family

Article not applicable.

ND
Article 17 Property
Medium Practice

Creator retains full ownership and control over distributed work; platform does not claim derivative rights; pay-what-you-wish model preserves creator economic interest.

ND
Article 18 Freedom of Thought
Medium Practice

Creator freely expresses identity through profile name and creative work without visible ideological gatekeeping.

ND
Article 19 Freedom of Expression
High Practice

Platform architecture directly enables free speech: creators publish without editorial review; community comments unrestricted; game content itself (music production tool) constitutes speech/expression.

ND
Article 20 Assembly & Association
Low Practice

Platform permits community gathering through comments and collections; creator can form associations with other creators.

ND
Article 21 Political Participation

Platform governance structures not observable on this page.

ND
Article 22 Social Security
Low Practice

Platform enables monetization pathway for creative work, supporting creator economic participation.

ND
Article 23 Work & Equal Pay
Medium Practice

Creator maintains full autonomy over work conditions, pricing, and distribution; no exploitation mechanisms visible; creator identified as self-directed ('Woke up with this idea').

ND
Article 24 Rest & Leisure
Low Practice

Game itself constitutes recreational/creative expression; platform enables participation in leisure and cultural activity.

ND
Article 25 Standard of Living
Medium Practice

Platform enables direct creator monetization without intermediaries; pay-what-you-wish model removes pricing barriers for users while preserving creator revenue potential; free download option ensures access regardless of economic capacity.

ND
Article 26 Education
Medium Practice

Game constitutes interactive educational tool for music production/sorting concepts; community comments demonstrate learning exchange; 'Music Production' tag indicates educational value.

ND
Article 27 Cultural Participation
High Practice

Platform enables full participation in cultural life: creator freely produces artistic work; community engages in cultural appreciation and critique; game constitutes original cultural contribution combining music and computation; platform removes traditional gatekeeping barriers to cultural production and distribution.

ND
Article 28 Social & International Order
Low Practice

Platform operates internationally, facilitating global creative exchange; community participation across geographic boundaries visible.

ND
Article 29 Duties to Community
Low Practice

Community comment section enables peer accountability and feedback; creator responsibility to audience implicit in ratings and review system.

ND
Article 30 No Destruction of Rights
Low Practice

Platform ToS and rights interpretation not observable on this page; basic structure suggests rights protection (creator retains ownership, community speech permitted).
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.57 low claims
Sources
0.6
Evidence
0.5
Uncertainty
0.4
Purpose
0.8
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
celebratory
Valence
+0.7
Arousal
0.5
Dominance
0.5
Transparency ℹ
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.68 solution oriented
Reader Agency
0.7
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.60 3 perspectives
Speaks: individualscommunity
About: creator
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?
accessible low jargon general
Longitudinal 976 HN snapshots · 144 evals
+1 0 −1 HN
Audit Trail 164 entries
2026-03-16 02:20 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-16 02:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 02:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 02:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-16 02:19 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 23:54 eval_success Evaluated: Neutral (0.00) - -
2026-03-15 23:54 eval Evaluated by claude-haiku-4-5-20251001: 0.00 (Neutral) 14,218 tokens
2026-03-15 23:54 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 19R - -
2026-03-15 17:56 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 17:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 17:39 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 17:39 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 17:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-15 16:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 16:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 16:26 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 16:26 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 22:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 22:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 21:33 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 21:33 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 21:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 21:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 21:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:18 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 20:18 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 20:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 20:08 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:46 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 18:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 18:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 17:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 17:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 15:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 15:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 15:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 15:11 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 14:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 14:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 13:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 13:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 13:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 13:16 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 12:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 12:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 12:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 11:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 11:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 10:47 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 09:28 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 08:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 07:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 07:20 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 06:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 05:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 05:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 05:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 04:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 03:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 03:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 03:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 03:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 02:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 02:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 01:56 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 01:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 01:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-14 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 00:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 23:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 23:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 22:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 22:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 21:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 21:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 20:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 20:04 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 18:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 18:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 17:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 17:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 16:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 15:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 15:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 15:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 14:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 14:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 14:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 14:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 13:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 13:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 12:49 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 12:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 12:12 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 11:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 11:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 11:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 10:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 10:17 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 09:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 09:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 09:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 09:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 08:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 08:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 07:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 07:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 07:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 06:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 06:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 06:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 05:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 05:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 05:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 04:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 04:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 03:57 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 03:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 03:21 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 03:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 02:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 02:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 02:10 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 01:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 01:35 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 01:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 01:09 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 00:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-13 00:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-13 00:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.46 (Moderate positive)
2026-03-13 00:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Game page with no rights discussion
2026-03-12 23:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 23:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 22:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 22:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 22:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 21:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 21:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 21:03 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 21:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 20:06 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-12 20:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no human rights discussion
2026-03-12 18:40 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-12 18:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content with no human rights discussion