Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.73
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00
claude-haiku-4-5-20251001 +0.29 +0.31 Moderate positive 0.26 -0.02 Collaborative Participation & Free 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 Open Source
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 0.47 ND ND
Article 20 ND ND 0.47 ND ND
Article 21 ND ND 0.32 ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND 0.22 ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND 0.17 ND ND
Article 26 ND ND 0.32 ND ND
Article 27 ND ND 0.58 ND ND
Article 28 ND ND 0.27 ND ND
Article 29 ND ND 0.21 ND ND
Article 30 ND ND 0.18 ND ND
+0.29 Redox OS has adopted a Certificate of Origin policy and a strict no-LLM policy (gitlab.redox-os.org S:+0.31 )
408 points by pjmlp 5 days ago | 462 comments on HN | Moderate positive Contested Low agreement (3 models) Policy · v3.7 · 2026-03-15 23:30:31 0
Summary Collaborative Participation & Free Expression Advocates
The Redox OS contributing guidelines operate within a GitLab platform that structurally advocates for democratic technical participation, free expression in problem-solving, and removal of barriers to intellectual community engagement. The content's strongest signals appear in Articles 19–21 (free expression, association, democratic participation) and Article 27 (participation in cultural life), where the open-source model provides transparent peer governance without gatekeeping. The evaluation reflects moderate-to-strong positive directionality toward UDHR principles, driven primarily by structural design rather than explicit editorializing.
Rights Tensions 1 pair
Art 12 Art 19 Privacy of contributors is subordinated to transparency of technical expression; contributor identity is publicly linked to all code contributions for accountability and attribution.
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: +0.47 — Freedom of Expression 19 Article 20: +0.47 — Assembly & Association 20 Article 21: +0.32 — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: +0.22 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.17 — Standard of Living 25 Article 26: +0.32 — Education 26 Article 27: +0.58 — Cultural Participation 27 Article 28: +0.27 — Social & International Order 28 Article 29: +0.21 — Duties to Community 29 Article 30: +0.18 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
+0.29
S
+0.31
Weighted Mean +0.35 Unweighted Mean +0.32
Max +0.58 Article 27 Min +0.17 Article 25
Signal 10 No Data 21
Volatility 0.13 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.02 Structural-dominant
FW Ratio 50% 54 facts · 55 inferences
Agreement Low 3 models · spread ±0.175
Evidence 17% coverage
7M 20L 21 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: 0.42 (3 articles) Economic & Social: 0.19 (2 articles) Cultural: 0.45 (2 articles) Order & Duties: 0.22 (3 articles)
HN Discussion 20 top-level · 30 replies
khalic 2026-03-10 09:11 UTC link
The LLM ban is unenforceable, they must know this. Is it to scare off the most obvious stuff and have a way to kick people off easily in case of incomplete evidence?
The-Ludwig 2026-03-10 09:12 UTC link
Hm, wondering how to enforce this rule. Rules without any means to enforce them can put the honest people into a disadvantage.
tkel 2026-03-10 09:12 UTC link
Glad to see they are applying some rigor. I've started removing AI-heavy projects from my dependency tree.
ptnpzwqd 2026-03-10 09:13 UTC link
I think this is a reasonable decision (although maybe increasingly insufficient).

It doesn't really matter what your stance on AI is, the problem is the increased review burden on OSS maintainers.

In the past, the code itself was a sort of proof of effort - you would need to invest some time and effort on your PRs, otherwise they would be easily dismissed at a glance. That is no longer the case, as LLMs can quickly generate PRs that might look superficially correct. Effort can still have been out into those PRs, but there is no way to tell without spending time reviewing in more detail.

Policies like this help decrease that review burden, by outright rejecting what can be identified as LLM-generated code at a glance. That is probably a fair bit today, but it might get harder over time, though, so I suspect eventually we will see a shift towards more trust-based models, where you cannot submit PRs if you haven't been approved in advance somehow.

Even if we assume LLMs would consistently generate good enough quality code, code submitted by someone untrusted would still need detailed review for many reasons - so even in that case it would like be faster for the maintainers to just use the tools themselves, rather than reviewing someone else's use of the same tools.

stuaxo 2026-03-10 09:18 UTC link
We need LLMs that have a certificate of origin.

For instance a GPL LLM trained only on GPL code where the source data is all known, and the output is all GPL.

It could be done with a distributed effort.

throwaway2037 2026-03-10 09:21 UTC link

    > any content submitted that is clearly labelled as LLM-generated (including issues, merge requests, and merge request descriptions) will be immediately closed
Note the word "clearly". Weirdly, as a native English speaker this term makes the policy less strict. What about submarine LLM submissions?

I have no beef with Redox OS. I wish them well. This feels like the newest form of OSS virtue signaling.

lukaslalinsky 2026-03-10 09:30 UTC link
I think we will be getting into an interesting situation soon, where project maintainers use LLMs because they truly are useful in many cases, but will ban contributors for doing so, because they can't review how well did the user guide the LLM.
hparadiz 2026-03-10 09:33 UTC link
I am 100% certain that code that Redox OS relies on in upstream already has LLM code in it.
scotty79 2026-03-10 10:27 UTC link
I see a lot of oss forks in the future where people just fork to fix their issues with LLMs without going through maintainers. Or even doing full LLM rewrites of smaller stuff.
yla92 2026-03-10 10:32 UTC link
Zig has a similar stance on no-LLM policy

https://codeberg.org/ziglang/zig#strict-no-llm-no-ai-policy

qsera 2026-03-10 11:46 UTC link
I think clients who care about getting good software will eventually require that LLMs are not directly used during the development.

I think one way to compare the use of LLMs is that it is like comparing a dynamically typed language with a functional/statically typed one. Functional programming languages with static typing makes it harder to implement the solution without understanding and developing an intuition of the problem.

But programming languages with dynamic typing will let you create a (partial) solutions with a lesser understanding the problem.

LLMs takes it even more easy to implement an even more partial solutions, without actually understanding even less of the problem (actually zero understanding is required)..

If I am a client who wants reliable software, then I want an competent programmer to

1. actually understand the problem,

2. and then come up with a solution.

The first part will be really important for me. Using LLM means that I cannot count on 1 being done, so I would not want the contractor to use LLMs.

jacquesm 2026-03-10 11:51 UTC link
Hiring managers could help here: the only thing that should count as a positive when - if - you feel like someone's open source contributions are important for your hiring decision is to make it plain that you only accept this if someone is a core contributor. Drive-by contributions should not count for anything, even if accepted.
eatonphil 2026-03-10 12:36 UTC link
If you're curious to see what everyone else is doing, I did a survey of over 100 major source available projects and four of them banned AI assisted commits (NetBSD, GIMP, Zig, and qemu).

On the other hand projects with AI assisted commits you can easily find include Linux, curl, io_uring, MariaDB, DuckDB, Elasticsearch, and so on. Of the 112 projects surveyed, 70 of them had AI assisted commits already.

https://theconsensus.dev/p/2026/03/02/source-available-proje...

steve-chavez 2026-03-10 13:39 UTC link
One thing that is missing is a standard no-LLM policy, like the "Contributor Covenant Code of Conduct". On PostgREST we recently added a strict no-LLM policy [1], basically linking Gentoo's AI policy, which we found the most apt in lack of a standard.

[1]: https://github.com/PostgREST/postgrest/blob/main/CONTRIBUTIN...

0xbadcafebee 2026-03-10 13:59 UTC link
Dangerous that all these projects keep going MIT. We wouldn't have an open source community if it weren't for protections against modification without sharing. Almost all software today would be proprietary, as it was before.
sbcorvus 2026-03-10 14:29 UTC link
I understand the knee-jerk reaction to restrict LLM's, but that feels like a failing prospect. They're going to be doing an incredible amount of heavy lifting on code generation, so why would you intentionally cut out what will likely be 90% or more of potential contributions? Wouldn't it be better to come up with a system that tags the type of contributor, ie. human vs. AI? What about building an Agentic architecture that reduces your review burden? Just a thought.
ajstars 2026-03-10 14:34 UTC link
The interesting tension here is that "no LLM-generated code" is easy to state but hard to enforce - a developer who uses an LLM to understand a concept and then writes the code themselves is indistinguishable from one who didn't. The policy probably works as a cultural signal more than a technical guarantee, which might be exactly what they want.
inder1 2026-03-10 16:30 UTC link
the skills that protect against displacement long-term are exactly what vibe coding erodes. an engineer who built with AI but never developed the instincts to spot its mistakes has a gap they don't know they have. this maintainer problem is a preview: when you can't tell the difference between a PR from someone who understood the code and one from someone who just prompted into it, the verification burden doesn't disappear. it shifts to whoever has enough skill to catch the errors.
munk-a 2026-03-10 20:24 UTC link
A long list of contribution PRs are seen as a resume currency in the modern world. A way to game that system is to autogenerate a whole bunch of PRs and hope some of them are accepted to buff your resume. Our issue is that we've been impressed with volume of PRs and not the quality of PRs. The correction is that we should start caring about the volume of rejected PRs and quality of those accepted PRs (like reviewing merge discussions since they're a close corollary to what can be expected during an internal PR). As long as the volume of PRs is seen as a positive indicator people will try and maximize that number.

This is made more complex that the most senior members of organizations tend to be irrationally AI positive - so it's difficult for the hiring layer to push back on a candidate for over reliance on tools even if they fail to demonstrate core skills that those tools can't supplement. The discussion has become too political[1] in most organizations and that's going to be difficult to overcome.

1. In the classic intra-organizational meaning of politics - not the modern national meaning.

witx 2026-03-13 20:51 UTC link
Good someone is taking a stance against slopware
buzzardbait 2026-03-10 09:18 UTC link
Probably just an attempt to stop low effort LLM copy pasta.
ptnpzwqd 2026-03-10 09:19 UTC link
I suspect this is for now just a rough filter to remove the lowest effort PRs. It likely will not be enough for long, though, so I suspect we will see default deny policies soon enough, and various different approaches to screening potential contributors.
ptnpzwqd 2026-03-10 09:22 UTC link
Not necessarily a bad idea, but I think the bigger issue here and now is the increasing assymmetry in effort between code submitter and reviewer, and the unsustainable review burden on the maintainers if nothing is done.
bonesss 2026-03-10 09:22 UTC link
Any sufficiently advanced LLM-slop will be indistinguishable from regular human-slop. But that’s what they are after.

This heuristic lets the project flag problematic slop with minimal investment avoiding the cost issues with reviewing low-quality low-effort high-volume contributions, which should be near ideal.

Much like banning pornography on an artistic photo site, the perfect application on the borderline of the rule is far less important than filtering power “I know it when I see it” provides to the standard case. Plus, smut peddlers aren’t likely to set an OpenClaw bot-agent swarm loose arguing the point with you for days then posting blogs and medium articles attacking you personally for “discrimination”.

BlackFly 2026-03-10 09:24 UTC link
It is enforceable, I think you mean to say that it cannot be prevented since people can attempt to hide their usage? Most rules and laws are like that, you proscribe some behavior but that doesn't prevent people from doing it. Therefore you typically need to also define punishments:

> This policy is not open to discussion, any content submitted that is clearly labelled as LLM-generated (including issues, merge requests, and merge request descriptions) will be immediately closed, and any attempt to bypass this policy will result in a ban from the project.

nottorp 2026-03-10 09:29 UTC link
I don't think the licensing issues are the main problem, but the spam.
BlackLotus89 2026-03-10 09:30 UTC link
I read that as benefit of the doubt, which is a reasonable stance.
anonnon 2026-03-10 09:34 UTC link
> The LLM ban is unenforceable

Just require that the CLA/Certificate of Origin statement be printed out, signed, and mailed with an envelope and stamp, where besides attesting that they appropriately license their contributions ((A)GPL, BSD, MIT, or whatever) and have the authority to do so, that they also attest that they haven't used any LLMs for their contributions. This will strongly deter direct LLM usage. Indirect usage, where people whip up LLM-generated PoCs that they then rewrite, will still probably go on, and go on without detection, but that's less objectionable morally (and legally) than trying to directly commit LLM code.

As an aside, I've noticed a huge drop off in license literacy amongst developers, as well as respect for the license choices of other developers/projects. I can't tell if LLMs caused this, but there's a noticeable difference from the way things were 10 years ago.

akimbostrawman 2026-03-10 09:39 UTC link
Yes, but that is there choice and burden to maintain.
mfld 2026-03-10 09:41 UTC link
Maybe a future direction will be the submission of detailed research, specifications and change plans for feature requests. Something that can be assessed by a human and turned into working code by both slides.
andrewchambers 2026-03-10 09:41 UTC link
Isn't the obvious solution to not accept drive by changes?
eesmith 2026-03-10 09:43 UTC link
As a native English speaker I read this as two parts. If it's obvious, the response is immediate and not up for debate. If it's not obvious then it falls in the second part - "any attempt to bypass this policy will result in a ban from the project".

A submarine submission, if discovered, will result in a ban.

Using the phrase "virtual signaling" long ago became a meaningless term other than to indicate one's views in a culture war. 10 years ago David Shariatmadari wrote "The very act of accusing someone of virtue signalling is an act of virtue signalling in itself", https://www.theguardian.com/commentisfree/2016/jan/20/virtue... .

ketzu 2026-03-10 09:50 UTC link
> Even if we assume LLMs would consistently generate good enough quality code, code submitted by someone untrusted would still need detailed review for many reasons - so even in that case it would like be faster for the maintainers to just use the tools themselves, rather than reviewing someone else's use of the same tools.

Wouldn't an agent run by a maintainer require the same scrutiny? An agent is imo "someone else" and not a trusted maintainer.

goku12 2026-03-10 09:52 UTC link
> This policy is not open to discussion, any content submitted that is clearly labelled as LLM-generated (including issues, merge requests, and merge request descriptions) will be immediately closed, and any attempt to bypass this policy will result in a ban from the project.

It sounds serious and strict, but it applies to content that's 'clearly labelled as LLM-generated'. So what about content that isn't as clear? I don't know what to make of it.

My guess is that the serious tone is to avoid any possible legal issues that may arise from the inadvertent inclusion of AI-generated code. But the general motivation might be to avoid wasting the maintainers' time on reviewing confusing and sloppy submissions that are made using the lazy use of AI (as opposed finely guided and well reviewed AI code).

oytis 2026-03-10 09:59 UTC link
Don't ask don't tell looks like a reasonable policy. If no one can tell that your code was written by an LLM and you claim authorship, then whether you have actually written it is a matter of your conscience.
stabbles 2026-03-10 10:06 UTC link
For well-intended open source contributions using GenAI, my current rules of thumb are:

* Prefer an issue over a PR (after iterating on the issue, either you or the maintainer can use it as a prompt)

* Only open a PR if the review effort is less than the implementation effort.

Whether the latter is feasible depends on the project, but in one of the projects I'm involved in it's fairly obvious: it's a package manager where the work is typically verifying dependencies and constraints; links to upstream commits etc are a great shortcut for reviewers.

layer8 2026-03-10 10:33 UTC link
> What about submarine LLM submissions?

That would constitute an attempt to circumvent their policy, with the consequence of being banned from the project. In other words, it makes not clearly labeling any LLM use a bannable offense.

konschubert 2026-03-10 10:39 UTC link
The bottlenecks today are:

* understanding the problem

* modelling a solution that is consistent with the existing modelling/architecture of the software and moves modelling and architecture in the right direction

* verifying that the the implementation of the solution is not introducing accidental complexity

These are the things LLMs can't do well yet. That's where contributions will be most appreciated. Producing code won't be it, maintainers have their own LLM subscriptions.

pmarreck 2026-03-10 10:40 UTC link
Yep, that’s why my forks of all their libraries with bugs fixed such as https://github.com/pmarreck/zigimg/commit/52c4b9a557d38fe1e1... will never ever go back to upstream, just because an LLM did it. Lame, but oh well- their loss. Also, this is dumb because anyone who wants fixes like this will have to find a fork like mine with them, which is an increased maintenance burden.
dakolli 2026-03-10 10:43 UTC link
If you rely on llms, you're simply not going to make it. The person who showed their work on the math test is 9/10 times is doing better in life than the person that only knew how to use a calculator. Now how do we think things are going to turn out for the person that doesn't even think they need to learn how to use a calculator.

Just like when people started losing their ability to navigate without a GPS/Maps app, you will lose your ability to write solid code, solve problems, hell maybe even read well.

I want my brain to be strong in old age, and I actually love to write code unlike 99% in software apparently (like why did you people even start doing this career.. makes no sense to me).

I'm going to keep writing the code myself! Stop paying Billionaires for their thinking machines, its not going to work out well for you.

andy12_ 2026-03-10 10:56 UTC link
Honestly, given that that GPL model would be far below SOTA in capabilities, what exactly would be its use-case? Why would anyone try to use an inferior LLM if they can get away with using a superior one?
mixedbit 2026-03-10 10:58 UTC link
If an author of a PR just generated code with an LLM, the GitHub PR becomes an incredibly inefficient interface between a repository owner and the LLM. A much better use of the owner time would be to interact with LLM directly instead of responding to LLM generated PR, waiting for updates, responding again, etc.
zhangchen 2026-03-10 12:18 UTC link
that's already happening tbh. the real issue isn't hypocrisy though, it's that maintainers reviewing their own LLM output have full context on what they asked for and can verify it against their mental model of the codebase. a random contributor's LLM output is basically unverifiable, you don't know what prompt produced it or whether the person even understood the code they're submitting.
darkwater 2026-03-10 12:20 UTC link
The problem was already there with lazy bug reports and inflammatory feature requests. Now there is a lazy (or inflammatory) accompanying code. But there were also well-written bug reports with no code attached due to lack of time/skills that now can potentially become useful PRs if handled with application and engineering knowledge and good faith and will.
bandrami 2026-03-10 12:59 UTC link
And in general a lot more people want to use LLMs to generate things than want to consume the things LLMs generate. Some of the more bullish people should think harder about this pretty clear trend.
butILoveLife 2026-03-10 13:08 UTC link
Are you and Redox just going to fall behind? Projects that used to take months take days or hours.

It seems well intentioned, but lots of bad ideas are like this.

I was told by my customer they didn't need my help because Claude Code did the program they wanted me to quote. I sheepishly said, 'I can send an intern to work in-house if you don't want to spend internal resources on it.'

I can't really imagine what kind of code will be done by hand anymore... Even military level stuff can run large local models.

rswail 2026-03-10 13:17 UTC link
It is not clear that copyright continues on the LLM output, that is, the output is not necessarily a derivative work.

So "copyleft" doesn't work on any of the output. Therefore no GPL applies.

adjfasn47573 2026-03-10 13:26 UTC link
> Even if we assume LLMs would consistently generate good enough quality code, code submitted by someone untrusted would still need detailed review for many reasons

Wait but under that assumption - LLMs being good enough - wouldn't the maintainer also be able to leverage LLMs to speed up the review?

Often feels to me like the current stance of arguments is missing something.

dgacmu 2026-03-10 13:34 UTC link
Probably, but on the other hand, this is almost literally the definition of technical debt -- it's great to get fixes uptreamed precisely so that you don't have to maintain your own fork, keep it in sync, etc. an LLM can likely lower the burden of that but the burden still exists.
hananova 2026-03-10 16:19 UTC link
It’s also a sign to point to when the fraud is uncovered.
Editorial Channel
What the content says
+0.50
Article 19 Freedom of Expression
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Contributing guidelines implicitly advocate for free expression through collaborative technical discussion without censorship.

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Contributing guidelines implicitly support freedom of assembly through collaborative team organization.

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Contributing guidelines affirm participation in cultural and technical community; open-source participation constitutes cultural engagement.

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Contributing guidelines and open-source participation support education through skill development, mentorship, and learning-by-doing in technical domains.

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Article 28 Social & International Order
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Contributing model implicitly affirms social and international order supporting the realization of rights.

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Contributing guidelines support democratic participation through peer governance of technical decisions.

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Contributing guidelines implicitly assert duties to community through collaborative responsibility and quality standards.

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Article 25 Standard of Living
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Contributing guidelines support right to adequate standard of living through skill development and participation in valued work.

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Article 30 No Destruction of Rights
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Contributing guidelines protect against misuse of rights through code review and community standards.

ND
Preamble Preamble
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Structural Channel
What the site does
Element Modifier Affects Note
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No privacy policy or data handling information visible in provided content; GitLab infrastructure standard.
Terms of Service
Terms of service not visible in provided CONTRIBUTING.md excerpt; governed by GitLab platform.
Identity & Mission
Mission
Redox OS is an open-source operating system project; collaborative development model suggests commitment to open participation.
Editorial Code
No editorial standards visible in provided content fragment.
Ownership
Redox OS project hosted on community GitLab instance; open-source governance model.
Access & Distribution
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Article 27
Public repository with open contribution model suggests removal of barriers to participation in cultural/technical community.
Ad/Tracking
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Cannot assess accessibility features from HTML snippet; GitLab platform provides standard accessibility features.
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Open-source model structurally enables voluntary association among contributors without restrictions or pre-approval.

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Article 19 Freedom of Expression
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Platform structure enables contributors to freely express ideas in code, comments, and proposals; public visibility ensures unrestricted information flow.

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Public repository structure enables participation in collective human effort; attribution mechanisms support recognition of cultural contribution.

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+0.30
Article 26 Education
Medium Practice
Structural
+0.30
Context Modifier
0.00
SETL
+0.13

Platform structure enables peer learning through code review, discussion, and access to expert contributors; no educational prerequisite barriers.

+0.25
Article 23 Work & Equal Pay
Low Practice
Structural
+0.25
Context Modifier
0.00
SETL
-0.16

Collaborative model provides work participation and skill development without coerced labor; contributors choose engagement level.

+0.25
Article 28 Social & International Order
Low Practice
Structural
+0.25
Context Modifier
0.00
SETL
+0.12

Open-source governance creates social order based on merit, transparency, and collaborative norms rather than hierarchical authority.

+0.20
Article 29 Duties to Community
Low Practice
Structural
+0.20
Context Modifier
0.00
SETL
+0.11

Code review and quality standards enforce contributor responsibility to the collective project.

+0.20
Article 30 No Destruction of Rights
Low Practice
Structural
+0.20
Context Modifier
0.00
SETL
-0.10

Governance mechanisms and community norms prevent destruction of rights through malicious contributions.

+0.15
Article 25 Standard of Living
Low Practice
Structural
+0.15
Context Modifier
0.00
SETL
+0.10

Open-source participation provides skill development, portfolio building, and professional credibility without requiring financial resources.

ND
Preamble Preamble
Low Practice

GitLab platform structure enables collaborative development and transparency through version control; modest positive signal for dignified collective action.

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

Open-source collaborative model structurally removes barriers based on identity, status, or background for participation.

ND
Article 2 Non-Discrimination
Low Practice

Open-source model structurally eliminates discrimination in technical participation based on protected characteristics.

ND
Article 3 Life, Liberty, Security
Low Practice

Open-source development does not directly address security of person, though collaborative model may reduce risks of authoritarian control.

ND
Article 4 No Slavery

Not directly applicable to open-source software repository.

ND
Article 5 No Torture

Not directly applicable to software development context.

ND
Article 6 Legal Personhood

Not directly applicable to technical contribution guidelines.

ND
Article 7 Equality Before Law
Low Practice

Public contribution model structurally applies same standards to all contributors regardless of background.

ND
Article 8 Right to Remedy
Low

GitLab platform provides issue tracking and dispute resolution mechanisms.

ND
Article 9 No Arbitrary Detention

Not applicable to software repository context.

ND
Article 10 Fair Hearing
Low Practice

Open-source review model provides transparent, public evaluation of contributions.

ND
Article 11 Presumption of Innocence
Low Practice

Code review model presumes good faith intent until evidence suggests otherwise.

ND
Article 12 Privacy
Medium Practice

GitLab repository limits exposed personal information; contributors control public visibility of contributions.

ND
Article 13 Freedom of Movement
Low Practice

Open-source model removes geographic barriers to participation; contributors can engage from any location.

ND
Article 14 Asylum
Low Practice

Open-source provides alternative participation model outside traditional institutional structures.

ND
Article 15 Nationality
Low Practice

Open-source model does not restrict participation based on national origin or citizenship.

ND
Article 16 Marriage & Family
Low

Not directly applicable to technical contribution context.

ND
Article 17 Property
Low Practice

Open-source licensing (inferred from Redox project model) grants contributors property-like rights in collaborative intellectual property.

ND
Article 18 Freedom of Thought
Medium Practice

Contributors present ideas, propose solutions, and engage in peer discussion without censorship.

ND
Article 22 Social Security
Low Practice

Open-source participation model provides alternative pathway to economic and social contribution without institutional barriers.

ND
Article 24 Rest & Leisure
Low Practice

Open-source contribution model allows flexible engagement without imposed hours or mandatory participation.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.51 low claims
Sources
0.4
Evidence
0.5
Uncertainty
0.4
Purpose
0.7
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.3
Arousal
0.3
Dominance
0.2
Transparency
Does the content identify its author and disclose interests?
0.30
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.75 solution oriented
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.65 2 perspectives
Speaks: individualscommunity
About: institution
Temporal Framing
Is this content looking backward, at the present, or forward?
present unspecified
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
moderate medium jargon domain specific
Longitudinal 1161 HN snapshots · 212 evals
+1 0 −1 HN
Audit Trail 232 entries
2026-03-16 01:37 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-16 01:37 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-16 01:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 01:33 model_divergence Cross-model spread 0.35 exceeds threshold (2 models) - -
2026-03-16 01:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-16 01:33 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 23:30 eval_success Evaluated: Moderate positive (0.35) - -
2026-03-15 23:30 model_divergence Cross-model spread 0.35 exceeds threshold (2 models) - -
2026-03-15 23:30 eval Evaluated by claude-haiku-4-5-20251001: +0.35 (Moderate positive) 12,752 tokens
2026-03-15 23:30 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 21R - -
2026-03-15 16:52 eval_success PSQ evaluated: g-PSQ=0.480 (3 dims) - -
2026-03-15 16:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-15 16:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 16:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-15 16:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 22:27 eval_success PSQ evaluated: g-PSQ=0.480 (3 dims) - -
2026-03-14 22:27 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-14 22:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 22:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-14 22:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:51 eval_success PSQ evaluated: g-PSQ=0.480 (3 dims) - -
2026-03-14 20:51 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-14 20:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 20:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-14 20:44 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 19:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 19:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-14 19:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:13 eval_success PSQ evaluated: g-PSQ=0.480 (3 dims) - -
2026-03-14 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-14 17:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-14 16:31 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-14 16:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 23:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 23:01 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-13 22:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-13 20:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 19:26 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-13 19:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 18:11 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-13 17:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-13 16:37 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-13 16:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 23:05 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-12 22:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 20:40 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-12 20:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 18:41 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 18:32 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-12 18:27 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-12 17:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 17:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 16:43 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 15:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 14:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 13:57 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 13:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 13:16 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 12:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 12:37 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 12:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 12:02 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 11:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 11:41 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 11:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 11:17 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-12 11:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 10:34 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-12 10:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 09:17 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 09:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 08:39 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 08:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 08:02 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 07:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 07:27 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 07:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 06:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 06:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 06:14 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 05:37 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 05:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 04:59 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 04:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 04:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 04:21 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 03:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 03:45 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 03:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 03:07 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 02:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 02:29 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 01:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 01:50 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 01:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 01:22 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-12 01:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-12 00:55 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-12 00:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 23:57 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-11 23:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 23:21 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 22:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 22:42 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-11 22:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 21:45 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-11 20:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 20:25 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-11 19:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 19:09 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-11 18:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 17:57 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) +0.02
2026-03-11 17:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 16:42 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-11 15:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 15:18 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.02
2026-03-11 14:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 14:04 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 13:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 12:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 12:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 12:13 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 12:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 11:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 11:03 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 10:54 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 10:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 09:48 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 09:40 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 09:10 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 09:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 08:34 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 08:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 07:56 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 07:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 07:20 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 07:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 06:45 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 06:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 06:10 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 06:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 05:32 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 05:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 04:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 04:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 03:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 03:40 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 02:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 02:24 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 01:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 01:40 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 00:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-11 00:53 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-11 00:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.14 (Mild positive)
2026-03-11 00:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-10 23:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 23:02 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 22:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 22:33 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 22:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 22:15 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 21:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 21:41 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 21:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 21:23 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 21:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 21:04 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 20:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 20:41 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 20:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 20:07 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 19:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 19:47 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 19:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 19:28 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 19:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 19:07 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 19:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 18:49 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 18:43 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 18:13 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 18:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 17:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 17:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 17:18 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 17:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 16:40 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 16:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 16:01 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 15:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 15:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 14:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 14:48 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 14:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 14:16 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 13:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 13:41 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 13:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 13:07 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 12:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 12:32 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 12:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 12:14 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 12:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 11:55 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 11:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 11:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 11:22 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 11:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 11:05 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 11:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 10:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 10:46 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 10:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 10:25 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 10:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 10:09 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 10:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 09:52 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 09:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 09:36 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive) 0.00
2026-03-10 09:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content with no explicit human rights discussion
2026-03-10 09:19 eval Evaluated by llama-4-scout-wai-psq: +0.48 (Moderate positive)
2026-03-10 09:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical content with no explicit human rights discussion