-0.76 Malus – Clean Room as a Service (malus.sh S:-0.79 )
1418 points by microflash 3 days ago | 527 comments on HN | Strong negative Contested Low agreement (3 models) Advertising · v3.7 · 2026-03-15 22:52:54 0
Summary Creator Rights & Attribution Erasure Hostile
MALUS.sh presents a commercial service designed to systematically strip attribution, licensing obligations, and creator protections from open source software through a process it calls 'clean room recreation.' The service is structured as hostile advocacy against the rights and recognition of unpaid open source creators, explicitly reframing attribution and licensing compliance as corporate legal burdens rather than fundamental human protections. Through satire and overt admission of purpose, the content reveals a system that would, if operationalized, systematically violate UDHR Articles 1, 2, 4, 7, 8, 10, 12, 17, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, and 30 by removing moral recognition, material protections, and reciprocal community obligations from unpaid creators while transferring economic benefit to corporations.
Rights Tensions 3 pairs
Art 17 ↔ Art 27 — Service transfers ownership of creator work to corporations (Article 17) while eliminating creator moral and material rights (Article 27), resolving the tension entirely in favor of corporate property claims.
Art 19 ↔ Art 8 — Service removes creators' freedom to express authorship through attribution and licensing (Article 19) in order to grant corporations freedom from compliance obligations (Article 8 framing), subordinating creator expression rights.
Art 20 ↔ Art 23 — Service removes AGPL requirements that maintain creator community association (Article 20) in order to exempt corporations from fair labor reciprocity obligations (Article 23), eliminating both community bonds and compensation mechanisms for creators.
Article Heatmap
Preamble: -0.88 — Preamble P Article 1: -0.82 — Freedom, Equality, Brotherhood 1 Article 2: -0.79 — Non-Discrimination 2 Article 3: -0.74 — Life, Liberty, Security 3 Article 4: -0.84 — No Slavery 4 Article 5: -0.62 — No Torture 5 Article 6: ND — Legal Personhood Article 6: No Data — Legal Personhood 6 Article 7: -0.79 — Equality Before Law 7 Article 8: -1.00 — Right to Remedy 8 Article 9: ND — No Arbitrary Detention Article 9: No Data — No Arbitrary Detention 9 Article 10: -0.71 — Fair Hearing 10 Article 11: -0.84 — Presumption of Innocence 11 Article 12: -0.74 — Privacy 12 Article 13: -0.52 — 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: -0.89 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: -0.46 — Freedom of Expression 19 Article 20: -0.74 — Assembly & Association 20 Article 21: -0.79 — Political Participation 21 Article 22: -0.84 — Social Security 22 Article 23: -0.89 — Work & Equal Pay 23 Article 24: -0.74 — Rest & Leisure 24 Article 25: -1.00 — Standard of Living 25 Article 26: -0.79 — Education 26 Article 27: -1.00 — Cultural Participation 27 Article 28: -1.00 — Social & International Order 28 Article 29: -0.79 — Duties to Community 29 Article 30: -0.94 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
-0.76
S
-0.79
Weighted Mean -0.82 Unweighted Mean -0.81
Max -0.46 Article 19 Min -1.00 Article 8
Signal 25 No Data 6
Volatility 0.14 (Medium)
Negative 25 Channels E: 0.6 S: 0.4
SETL ℹ +0.15 Editorial-dominant
FW Ratio ℹ 60% 78 facts · 51 inferences
Agreement Low 3 models · spread ±0.408
Evidence 77% coverage ℹ
22H 3M 6 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: -0.83 (3 articles) Security: -0.73 (3 articles) Legal: -0.83 (4 articles) Privacy & Movement: -0.63 (2 articles) Personal: -0.89 (1 articles) Expression: -0.66 (3 articles) Economic & Social: -0.87 (4 articles) Cultural: -0.90 (2 articles) Order & Duties: -0.91 (3 articles)
HN Discussion 20 top-level · 30 replies
mushufasa 2026-03-12 14:36 UTC link
"Change all your core software library dependencies to be unmaintained ripoff copies of those libraries." Sounds wise.....¡¡
ameliaquining 2026-03-12 14:37 UTC link
Note for people who just briefly skimmed the site: This is satire.
scblock 2026-03-12 14:38 UTC link
Presumably this is a joke, based on the "Success Reports" and the footer, among other things.

"This service is provided "as is" without warranty. MalusCorp is not responsible for any legal consequences, moral implications, or late-night guilt spirals resulting from use of our services."

logdahl 2026-03-12 14:54 UTC link
Haha, was extremely rage-baited by this. Thanks.
RandomGerm4n 2026-03-12 14:55 UTC link
This time it's satire, but I bet someone will offer exactly that for real in the next few days. The idea is unethical but far too lucrative from a business perspective.
hmokiguess 2026-03-12 15:16 UTC link
The fact that it took me the comments sections to understand this is satire speaks a lot about the current status of where things are going.

EDIT: Reading it again its quite obvious, I was just skimming at first, but still damn. Hilarious

Pannoniae 2026-03-12 15:34 UTC link
This is satire but this is where things are heading. The impact on the OSS ecosystem is probably not a net positive overall, but don't forget that this also applies to commercial software as well.

There will be many questions asked, like why buy some SaaS with way too many features when you can just reimplement the parts you need? Why buy some expensive software package when you can point the LLM into the binary with Ghidra or IDA or whatever then spend a few weeks to reverse it?

ks2048 2026-03-12 15:39 UTC link
"I used to feel guilty about not attributing open source maintainers. Then I remembered that guilt doesn't show up on quarterly reports. Thank you, MalusCorp." ◆ Chad Stockholder Engineering Director, Profit First LLC
0xWTF 2026-03-12 15:44 UTC link
There are two teenagers who learned about Malus in the last hour and have started figuring out how to actually build it, right now. They will not cite their source in their IPO statements.
typeiierror 2026-03-12 15:49 UTC link
I know this is satire, but I have an adjacent problem I could use help with. In my company, we have some legacy apps that run, but we no longer have the source, any everyone that worked on them has probably left the planet.

We need to replatform them at some point, and ideally I'd like to let some agents "use" the apps as a means to copy them / rebuild. Most of these are desktop apps, but some have browser interfaces. Has anyone tried something like this or can recommend a service that's worked for them?

jerf 2026-03-12 16:03 UTC link
An interesting aspect of this, especially their blog post (https://malus.sh/blog.html ), is that it acknowledges a strain in our legal system I've been observing for decades, but don't think the legal system or people in general have dealt with, which is that generally costs matter.

A favorite example of mine is speed limits. There is a difference between "putting up a sign that says 55 mph and walking away", "putting up a sign that says 55 mph and occasionally enforcing it with expensive humans when they get around to it", and "putting up a sign that says 55 mph and rigidly enforcing it to the exact mph through a robot". Nominally, the law is "don't go faster than 55 mph". Realistically, those are three completely different policies in every way that matters.

We are all making a continual and ongoing grave error thinking that taking what were previously de jure policies that were de facto quite different in the real world, and thoughtlessly "upgrading" the de jure policies directly into de facto policies without realizing that that is in fact a huge change in policy. One that nobody voted for, one that no regulator even really thought about, one that we are just thoughtlessly putting into place because "well, the law is, 55 mph" without realizing that, no, in fact that never was the law before. That's what the law said, not what it was. In the past those could never really be the same thing. Now, more and more, they can.

This is a big change!

Cost of enforcement matters. The exact same nominal law that is very costly to enforce has completely different costs and benefits then that same law becoming all but free to rigidly enforce.

And without very many people consciously realizing it, we have centuries of laws that were written with the subconscious realization that enforcement is difficult and expensive, and that the discretion of that enforcement is part of the power of the government. Blindly translating those centuries of laws into rigid, free enforcement is a terrible idea for everyone.

Yet we still have almost no recognition that that is an issue. This could, perhaps surprisingly, be one of the first places we directly grapple with this in a legal case someday soon, that the legality of something may be at least partially influenced by the expense of the operation.

utopiah 2026-03-12 16:29 UTC link
Don't believe in hell but I were I hope they'd be a special place for them.

It's like... revert patent troll? I'm not even sure I get it but the wording "liberation from open source license obligations." just wants to make me puke. I also doubt it's legit but I'm not a lawyer. I hope somebody at the FSF or Apache foundation or ... whomever who is though will clarify.

"Our proprietary AI systems have never seen" how can they prove that? Independent audit? Whom? How often?

Satire... yes but my blood pressure?!

glenstein 2026-03-12 16:36 UTC link
I first encountered the concept of "clean room" in the context of Sean Lahman's free baseball stats database. While technically baseball stats are free, their compiling and manner of presentation in any given format may be claimed as proprietary by any particular provider. And so there's an extensive volunteer effort from baseball fans to "clean room" source them from independent sources such that they are verifying the stats independently of their provenance as a legally permitted basis for building out the database.

I even recall Baseball Mogul relied on the Lahman DB for a period of time. It does make me wonder if we'll see more of that.

0x500x79 2026-03-12 17:00 UTC link
> If any of our liberated code is found to infringe on the original license, we'll provide a full refund and relocate our corporate headquarters to international waters.*

I love it. Brilliant satire that foreshadows the future.

tavavex 2026-03-12 17:08 UTC link
This is extremely good satire. Question is, why hasn't anyone done this for real? There's enough people with the right knowledge and who would love to destroy open source for personal gain. Is it that this kind of service would be so open to litigation that it would need a lot of money upfront? Or is someone already working on this, and we're just living out the last good days of OSS?
kpcyrd 2026-03-12 17:30 UTC link
I feel like this is related to these issues (with somebody attempting this approach for real):

https://github.com/chardet/chardet/issues/327

https://github.com/chardet/chardet/issues/331

mcherm 2026-03-12 18:50 UTC link
The post claims (tongue-in-cheek, of course) that their customer owns the resulting code.

But that's not true!

According to binding precedent, works created by an AI are not protected by copyright. NO ONE OWNS THEM!!!

I think maybe this is a good thing, but honestly, it's hard to tell.

arrsingh 2026-03-12 19:31 UTC link
It took me a minute to recognize this as satire (thank you HN comments). However it does actually make sense - maybe this could be a way for OSS devs to get paid.

What if we did build a clean room as a service but the proceeds from that didn't go to the "Malus.sh" corporation, but to the owners / maintainers of the OSS being implemented. Maybe all OSS repos should switch to AGPL or some viral license with link to pay-me-to-implement.com. Companies that want to use that package go get their own custom implementation that is under a license strictly for that company and the OSS maintainer gets paid.

I wonder what the MVP for such a thing would look like.

alemwjsl 2026-03-13 10:31 UTC link
You can also use this to say copy proprietary software, and make it open source GPL.
jackhalford 2026-03-15 16:03 UTC link
> Some licenses require you to contribute improvements back. Your shareholders didn't invest in your company so you could help strangers.

Took me a minute to recognize the satyre, good one boys.

tetraca 2026-03-12 14:57 UTC link
The people that will take this as a good thing unironically will just have their personal Yes Man do that work internally.
chilipepperhott 2026-03-12 15:13 UTC link
Yeah, thank you. I was starting to get a little heated.
roughly 2026-03-12 15:26 UTC link
Sounds like my CTO. Overuse of LLMs in c-suites is like overuse of weed by teenagers - it may not cause delusions, but it sure seems to make them worse.
OkayPhysicist 2026-03-12 15:43 UTC link
This is going to bring back software patents.
Lalabadie 2026-03-12 15:44 UTC link
The situation is a bit too Torment Nexus-y for my comfort, thank you very much
Habgdnv 2026-03-12 15:48 UTC link
At least you think that this is satire, until the author receives a DMCA from one of the big corps saying that he leaked the transcript of their last meeting
kifler 2026-03-12 15:51 UTC link
Too late. Someone's senior executive management has probably already seen it and spinning up a new project to implement it.
ensemblehq 2026-03-12 15:52 UTC link
Interested to keep updated on this point. As a consultant, I've worked on transformation of legacy applications so this would help me greatly as well. We've worked on pretty archaic systems where no one knows how the system works even if we have the source code.
Traubenfuchs 2026-03-12 15:57 UTC link
Well, what kind of desktop apps?

Unless obfuscated C# desktop apps are pretty friendly to decompile.

lo_zamoyski 2026-03-12 15:57 UTC link
Certain views of OSS and its relation to commercial software always seemed to be fraught with highly voluntarist and moralizing attitudes and an intellectual naivete.
igor47 2026-03-12 16:10 UTC link
Dean Ball made this exact point on the Ezra Klein show a few days ago. I always thought laws would get more just with perfect enforcement -- the people passing mandatory sentencing laws for minor drug offenses would think twice if their own children, and not just minorities and unfavourable groups, were subject to the same consequences (instead of rehab or community service).

But if I've learned anything in 20 years of software eng, it's that migration plans matter. The perfect system is irrelevant if you can't figure out how to transition to it. AI is dangling a beautiful future in front of us, but the transition looks... Very challenging

nivethan 2026-03-12 16:12 UTC link
I've done a little bit of this and Claude is pretty great. Take the app and let Claude run wild with it. It does require you to be relatively familiar with the app as you may need to guide it in the right direction.

I was able to get it to rebuild and hack together a .NET application that we don't have source for. This was done in a Linux VM and it gave me a version that I could build and run on Windows.

We're past the point of legacy blackbox apps being a mystery. Happy to talk more, my e-mail is available on my profile.

Maxion 2026-03-12 16:12 UTC link
Often OSS is used not because you want the software, but the software and the upkeep. So even with such a service, you're now just taking code in-house that you have to maintain as well.
TimTheTinker 2026-03-12 16:17 UTC link
I don't know - if you upload a package.json with any dependencies that map to real npmjs.com packages, it does lead you to a Stripe payment page which appears to be real... and it appears you'd be sending real money.

Maybe that's part of the joke, though :)

etchalon 2026-03-12 16:21 UTC link
The Torment Nexus must be built, because someone wants a lambo.
frenchie4111 2026-03-12 16:25 UTC link
lol - it's literally called malus but I guess that's only an obvious giveaway in retrospect
modeless 2026-03-12 16:28 UTC link
We should welcome more precise law enforcement. Imperfect enforcement is too easy for law enforcement officers to turn into selective enforcement. By choosing who to go after, law enforcement gets the unearned power to change the law however they want, enforcing unwritten rules of their choosing. Having law enforcement make the laws is bad.

The big caveat, though, is that when enforcement becomes more accurate, the rules and penalties need to change. As you point out, a rigidly enforced law is very different from one that is less rigorously enforced. You are right that there is very little recognition of this. The law is difficult to change by design, but it may soon have to change faster than it has in the past, and it's not clear how or if that can happen. Historically, it seems like the only way rapid governmental change happens is by violent revolution, and I would rather not live in a time of violent revolution...

karel-3d 2026-03-12 16:38 UTC link
It's a satire. The authors presented it at FOSDEM. They are people that worked previously for foss communities.
zozbot234 2026-03-12 16:38 UTC link
This is satire, but the very notion of open source license obligations is meaningless in context. FLOSS licenses do not require you to publish your purely internal changes to the code; any publication happens by your choice, and given that AI can now supposedly engineer a clean-room reimplementation of any published program whatsoever, publishing your software with a proprietary copyright isn't going to exactly save you either.
ekidd 2026-03-12 17:06 UTC link
I have actually very convincingly recreated a moderately complex 70s-era mainframe app by having an LLM reimplement it based on existing documentation and by accessing the textual user interface.

The biggest trick is that you need to spend 75% of your time designing and building very good verification tools (which you can do with help from the LLM), and having the LLM carefully trace as many paths as possible through the original application. This will be considerably harder for desktop apps unless you have access to something like an accessibility API that can faithfully capture and operate a GUI.

But in general, LLM performance is limited by how good your validation suite is, and whether you have scalable ways to convince yourself the software is correct.

kypro 2026-03-12 17:12 UTC link
The satire is A-grade.

On a quick glance, or skim read, you could be excused for believing this is real, but they drop just enough nuggets throughout that by the end there is no ambiguity.

Really helps illustrates how realistic this could be.

lupire 2026-03-12 17:45 UTC link
That's worth its own submission and discussion.
phpnode 2026-03-12 17:46 UTC link
it is straightforward to build this for real, here is my nearly one-shotted tldraw clone from a couple of weeks ago, https://x.com/c_pick/status/2028669568403578931 - the implementation side never saw the code, only the spec (in reality it did see the tldraw code in its training data, but you can't escape that anymore)
Aachen 2026-03-12 17:57 UTC link
I didn't see it was satire (having only skimmed the site) until scrolling through the comments and seeing this fake review being quoted. That's when I went "surely not", checked the site, saw it was really there, and was quite relieved this is not yet an actual thing!
Aachen 2026-03-12 18:05 UTC link
There's a lot of things you could do to be malicious towards other people with minimal effort, yet strangely few people do it. Virtually everyone has morals, and most people's are quite compatible with society (hence we have a society) even if small perturbations in foundational morals sometimes lead to seemingly large discrepancies in resultant actions

You need the right kind of person, in the right life circumstances, to have this idea before it happens for real. By having publicity, it becomes vastly more likely that it finds someone who meets the former two criteria, like how it works with other crime (https://en.wikipedia.org/wiki/Copycat_crime). So thanks, Malus :P

mlyle 2026-03-12 18:32 UTC link
> Cost of enforcement matters. The exact same nominal law that is very costly to enforce has completely different costs and benefits then that same law becoming all but free to rigidly enforce.

Hey, I really like this framing. This is a topic that I've thought about from a different perspective.

We have all kinds of 18th and 19th century legal precedents about search, subpoenas, plain sight, surveillance in public spaces, etc... that really took for granted that police effort was limited and that enforcement would be imperfect.

But they break down when you read all the license plates, or you can subpoena anyone's email, or... whatever.

Making the laws rigid and having perfect enforcement has a cost-- but just the baseline cost to privacy and the squashing of innocent transgression is a cost.

(A counterpoint: a lot of selective law enforcement came down to whether you were unpopular or unprivileged in some way... cheaper and automated enforcement may take some of these effects away and make things more fair. Discretion in enforcement can lead to both more and less just outcomes).

schoen 2026-03-12 18:35 UTC link
There was this scholarly article from Pamela Samuelson and Suzanne Scotchmer

https://yalelawjournal.org/pdf/200_ay258cck.pdf

which, as I recall it, suggested that the copyright law effectively considered that it was good that there was a way around copyright (with reverse engineering and clean-room implementation), and also good that the way around copyright required some investment in its own right, rather than being free, easy, and automatic.

I think Samuelson and Scotchmer thought that, as you say, costs matter, and that the legal system was recognizing this, but in a kind of indirect way, not overtly.

comboy 2026-03-12 18:40 UTC link
Under this name or not I think it's happening regardless..
fabioborellini 2026-03-12 18:52 UTC link
Actually I have been told that replacements to (restricted subsets of) open source libraries, generated by LLM’s, vendored next to our code using the dependency, cannot be vulnerable since they don’t have cve’s, and therefore they don’t ever have to be maintained.

That’s how deep we are in neoliberal single truth shit now

hombre_fatal 2026-03-12 19:01 UTC link
What do you mean nobody has done it?

It's an inevitable outcome of automatic code generation that people will do this all the time without thinking about it.

Example: you want a feature in your project, and you know this github repo implements it, so you tell an AI agent to implement the feature and link to the github repo just for reference.

You didn't tell the agent to maliciously reimplement it, but the end result might be the same - you just did it earnestly.
Editorial Channel
What the content says
-0.60
Article 13 Freedom of Movement
Medium Framing
Editorial
-0.60
SETL
-0.24

Page does not directly restrict movement, but corporate-favorable service structure restricts creators' ability to move/participate freely in open source ecosystem by removing their recognition.

-0.60
Article 19 Freedom of Expression
Medium Framing
Editorial
-0.60
SETL
-0.17

Service removes creators' ability to express authorship and control of their work through licensing statements and attribution. While not directly censoring speech, it removes one critical form of professional expression.

-0.70
Article 1 Freedom, Equality, Brotherhood
High Advocacy Framing
Editorial
-0.70
SETL
+0.36

Content directly contradicts equal dignity and rights. Establishes hierarchy where corporate legal convenience supersedes open source creators' inherent rights and equal status.

-0.70
Article 3 Life, Liberty, Security
High Advocacy Framing
Editorial
-0.70
SETL
+0.19

Content denies right to life and security by framing open source maintenance as optional personal sacrifice ('why should they get credit?'). Systematically removes creators' ability to ensure security of their work's attribution.

-0.70
Article 5 No Torture
Medium Framing
Editorial
-0.70
SETL
-0.26

Page does not directly discuss torture or cruel treatment, but frames systematic removal of creator recognition in dehumanizing language ('pesky', 'the horror'), which reflects diminished respect for creator humanity.

-0.70
Article 12 Privacy
High Advocacy
Editorial
-0.70
SETL
+0.19

Content describes systematic removal of creators' attribution (a core element of privacy and reputation in professional context). Service enables arbitrary interference with creator recognition and professional standing.

-0.70
Article 20 Assembly & Association
High Advocacy
Editorial
-0.70
SETL
+0.19

Page frames open source community as irrelevant ('Some licenses require you to contribute improvements back. Your shareholders didn't invest in your company so you could help strangers'). Undermines freedom of association and communal bonds.

-0.70
Article 24 Rest & Leisure
High Advocacy
Editorial
-0.70
SETL
+0.19

Service removes rest protections inherent in open source licensing (community contribution cycles, shared maintenance burdens). Corporate customers unilaterally appropriate work without ongoing contribution obligation.

-0.75
Article 2 Non-Discrimination
High Advocacy
Editorial
-0.75
SETL
+0.20

Content explicitly dismisses non-discrimination protections for creators. Distinction between 'free' open source developers and paid corporate employees renders unpaid contributors categorically unworthy of recognition.

-0.75
Article 7 Equality Before Law
High Advocacy Framing
Editorial
-0.75
SETL
+0.20

Content explicitly frames equal protection as unnecessary burden ('License Compliance Overhead'). Service enables systematic exemption of corporate users from obligations that bind open source creators.

-0.75
Article 10 Fair Hearing
High Advocacy Framing
Editorial
-0.75
SETL
-0.19

Content denies creators fair and public hearing regarding their rights. Service enables unilateral corporate action to strip creator rights without notice, consent, or remedy.

-0.75
Article 21 Political Participation
High Advocacy Framing
Editorial
-0.75
SETL
+0.20

Page frames open source governance and community participation as problems to be eliminated ('License Compliance Overhead'). Service removes creators' voice in how their work is used and improved.

-0.75
Article 25 Standard of Living
High Advocacy
Editorial
-0.75
SETL
+0.20

Page frames social safety aspects of open source (community maintenance, shared burden) as irrelevant ('Your shareholders didn't invest in your company so you could help strangers'). Service removes social protections.

-0.75
Article 26 Education
High Advocacy Framing
Editorial
-0.75
SETL
+0.20

Service denies creators education and development rights in open source ecosystem. Removes mechanisms ensuring creators see how work evolves and learn from improvements.

-0.75
Article 29 Duties to Community
High Advocacy
Editorial
-0.75
SETL
+0.20

Page explicitly rejects duties to community ('Your shareholders didn't invest in your company so you could help strangers'). Service structure removes all duty-imposing mechanisms from corporations using the service.

-0.80
Preamble Preamble
High Advocacy Framing
Editorial
-0.80
SETL
+0.30

Content explicitly rejects foundational UDHR principles of human dignity and mutual respect. Frames open source maintainers' unpaid labor as unworthy of recognition ('Those maintainers worked for free—why should they get credit?'). Advocates for systematic removal of attribution and legal obligations.

-0.80
Article 4 No Slavery
High Advocacy
Editorial
-0.80
SETL
+0.21

Service explicitly enables slavery-adjacent labor erasure. Unpaid open source creators' work is systematically stripped of attribution while being repurposed for corporate profit, with no compensation mechanism.

-0.80
Article 8 Right to Remedy
High Advocacy
Editorial
-0.80
SETL
+0.21

Content directly attacks creators' right to recognition of their contributions and their legal personality. Frames attribution as 'frustration' and 'burden' rather than fundamental right.

-0.80
Article 11 Presumption of Innocence
High Advocacy
Editorial
-0.80
SETL
+0.21

Service enables presumption of corporate innocence while systematically removing creators' presumption of ownership over their work. Creates civil liability for creators (loss of attribution and control) without proving any wrongdoing.

-0.80
Article 22 Social Security
High Advocacy
Editorial
-0.80
SETL
+0.21

Service denies creators social and cultural rights in their work. Removes recognition, attribution, and participation in cultural ecosystem of software development.

-0.80
Article 28 Social & International Order
High Advocacy
Editorial
-0.80
SETL
+0.21

Service directly undermines social and international order protecting creator rights. Removes all legal/regulatory order aspects (licensing compliance, attribution requirements) that constitute creator social protection framework.

-0.85
Article 17 Property
High Advocacy Framing
Editorial
-0.85
SETL
+0.21

Service directly enables systematic dispossession of creators' property rights in their work. Removes all ownership protections and recognition of creator ownership.

-0.85
Article 23 Work & Equal Pay
High Advocacy Framing
Editorial
-0.85
SETL
+0.21

Service directly undermines creator work rights and fair compensation. Unpaid open source creators' labor is extracted and repurposed without compensation, credit, or consent.

-0.90
Article 27 Cultural Participation
High Advocacy Framing
Editorial
-0.90
SETL
+0.22

Service directly attacks creators' fundamental right to share in scientific/cultural progress and protection of moral/material interests in their work. Systematically removes both attribution (moral rights) and any compensation mechanism (material rights).

-0.90
Article 30 No Destruction of Rights
High Advocacy Framing
Editorial
-0.90
SETL
+0.22

Service is explicitly designed to destroy the entire UDHR framework that protects creator rights. Advocacy and structure both aim to eliminate protections (open source licensing) meant to maintain human rights in software development.

ND
Article 6 Legal Personhood

No observable discussion of right to legal personhood or recognition before the law.

ND
Article 9 No Arbitrary Detention

No observable discussion of protection from arbitrary arrest or detention.

ND
Article 14 Asylum

No observable discussion of asylum or refugee status.

ND
Article 15 Nationality

No observable discussion of nationality.

ND
Article 16 Marriage & Family

No observable discussion of marriage or family.

ND
Article 18 Freedom of Thought

No observable discussion of freedom of thought, conscience, and religion.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy —
No privacy policy or data handling disclosures observable on-domain.
Terms of Service -0.25
Article 27 Article 28
Service explicitly facilitates circumvention of legal obligations (open source attribution requirements). No terms of service link observed.
Identity & Mission
Mission -0.30
Article 8 Article 25 Article 27
Mission directly targets erosion of creator rights and legal obligations to open source maintainers and contributors.
Editorial Code —
No editorial code or policy observable.
Ownership -0.20
Article 27
Entity explicitly uses offshore subsidiary in jurisdiction without software copyright recognition to avoid legal accountability.
Access & Distribution
Access Model +0.10
Article 19
Service allows access to functionally equivalent code without attribution, framed as transparency but operationally removes credit attribution.
Ad/Tracking —
No tracking or ad systems observable on-domain.
Accessibility —
No accessibility statement observed.
-0.50
Article 13 Freedom of Movement
Medium Framing
Structural
-0.50
Context Modifier
0.00
SETL
-0.24

Service does not directly restrict movement but removes creators' standing in professional community.

-0.55
Article 19 Freedom of Expression
Medium Framing
Structural
-0.55
Context Modifier
+0.10
SETL
-0.17

Platform removes all attribution statements and creator-chosen licensing language from code.

-0.60
Article 5 No Torture
Medium Framing
Structural
-0.60
Context Modifier
0.00
SETL
-0.26

Service does not directly inflict torture but systematically degrades creator dignity through automated erasure.

-0.70
Article 10 Fair Hearing
High Advocacy Framing
Structural
-0.70
Context Modifier
0.00
SETL
-0.19

Platform structure bypasses all fair process mechanisms. Creators have no notice, no opportunity to object, no judicial recourse ('relocated our corporate headquarters to international waters').

-0.75
Article 3 Life, Liberty, Security
High Advocacy Framing
Structural
-0.75
Context Modifier
0.00
SETL
+0.19

Platform removes all protective mechanisms creators established (licenses, attribution requirements) to secure ongoing recognition of their contributions.

-0.75
Article 12 Privacy
High Advocacy
Structural
-0.75
Context Modifier
0.00
SETL
+0.19

Platform removes all public acknowledgment of creator contribution, interfering with creator reputation and professional recognition.

-0.75
Article 20 Assembly & Association
High Advocacy
Structural
-0.75
Context Modifier
0.00
SETL
+0.19

Service removes mechanisms requiring continued participation in and contribution to community (AGPL requirements, copyleft obligations).

-0.75
Article 24 Rest & Leisure
High Advocacy
Structural
-0.75
Context Modifier
0.00
SETL
+0.19

Platform removes copyleft and contribution requirements that distribute maintenance burden. Corporations receive finished code with zero ongoing obligation.

-0.80
Article 2 Non-Discrimination
High Advocacy
Structural
-0.80
Context Modifier
0.00
SETL
+0.20

Service structure discriminates between creator classes—those working for pay vs. unpaid volunteers. Automated system removes rights only from unpaid creators.

-0.80
Article 7 Equality Before Law
High Advocacy Framing
Structural
-0.80
Context Modifier
0.00
SETL
+0.20

Platform architecture creates two-tier system: corporate users exempt from attribution/licensing obligations that bind original creators. Automated removal of equal protection mechanisms.

-0.80
Article 21 Political Participation
High Advocacy Framing
Structural
-0.80
Context Modifier
0.00
SETL
+0.20

Platform removes all governance mechanisms that give creators voice in derivative works (AGPL requirements, copyleft, attribution mandates).

-0.80
Article 25 Standard of Living
High Advocacy
Structural
-0.80
Context Modifier
-0.30
SETL
+0.20

Platform removes communal social security mechanisms (shared maintenance, copyleft requirements) that protect all creators.

-0.80
Article 26 Education
High Advocacy Framing
Structural
-0.80
Context Modifier
0.00
SETL
+0.20

Platform removes source disclosure requirements (AGPL, GPL) that enable creators to learn from derivative work improvements.

-0.80
Article 29 Duties to Community
High Advocacy
Structural
-0.80
Context Modifier
0.00
SETL
+0.20

Platform removes all obligations/duties from corporate users. Strips copyleft, contribution, and attribution requirements that impose reciprocal duties.

-0.85
Article 1 Freedom, Equality, Brotherhood
High Advocacy Framing
Structural
-0.85
Context Modifier
0.00
SETL
+0.36

Service architecture systematically removes creators' ability to exercise rights to their work. Platform automates the process of stripping attribution.

-0.85
Article 4 No Slavery
High Advocacy
Structural
-0.85
Context Modifier
0.00
SETL
+0.21

Platform infrastructure automates the removal of attribution from creators' contributions without consent or compensation. Service monetizes the erasure of creator recognition.

-0.85
Article 8 Right to Remedy
High Advocacy
Structural
-0.85
Context Modifier
-0.30
SETL
+0.21

Service automates removal of all creator recognition. Transforms creator labor into anonymous corporate property.

-0.85
Article 11 Presumption of Innocence
High Advocacy
Structural
-0.85
Context Modifier
0.00
SETL
+0.21

Platform automatically strips creators' rights based solely on corporate customer request. No finding of infringement, no trial, no opportunity to defend.

-0.85
Article 22 Social Security
High Advocacy
Structural
-0.85
Context Modifier
0.00
SETL
+0.21

Platform erases creator social standing and recognition in software development community.

-0.85
Article 28 Social & International Order
High Advocacy
Structural
-0.85
Context Modifier
-0.25
SETL
+0.21

Platform removes compliance frameworks and legal protections that constitute social order protecting creators. Explicitly uses offshore jurisdiction to avoid legal order.

-0.90
Preamble Preamble
High Advocacy Framing
Structural
-0.90
Context Modifier
0.00
SETL
+0.30

Platform infrastructure designed to operationalize violation of creator rights at scale. Service accepts dependency manifests to process bulk removal of attribution obligations.

-0.90
Article 17 Property
High Advocacy Framing
Structural
-0.90
Context Modifier
0.00
SETL
+0.21

Platform's core function is to transfer de facto ownership of creator work to corporate customers while removing creator property protections.

-0.90
Article 23 Work & Equal Pay
High Advocacy Framing
Structural
-0.90
Context Modifier
0.00
SETL
+0.21

Platform infrastructure monetizes removal of compensation protections (attribution, licensing terms that enforce contribution). Corporate customers pay to strip creator protections.

-0.95
Article 27 Cultural Participation
High Advocacy Framing
Structural
-0.95
Context Modifier
-0.30
SETL
+0.22

Platform infrastructure is purpose-built to strip both moral rights (attribution, recognition) and material protections (licensing requirements that preserve work value). Corporate customers pay to remove creator protections.

-0.95
Article 30 No Destruction of Rights
High Advocacy Framing
Structural
-0.95
Context Modifier
0.00
SETL
+0.22

Platform infrastructure systematically destroys protective mechanisms (open source licensing, attribution, copyleft) that constitute creator rights protection framework.

ND
Article 6 Legal Personhood

No structural mechanisms engaging this right.

ND
Article 9 No Arbitrary Detention

No structural mechanisms engaging this right.

ND
Article 14 Asylum

No structural mechanisms engaging this right.

ND
Article 15 Nationality

No structural mechanisms engaging this right.

ND
Article 16 Marriage & Family

No structural mechanisms engaging this right.

ND
Article 18 Freedom of Thought

No structural mechanisms engaging this right.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.31 high claims
Sources
0.1
Evidence
0.1
Uncertainty
0.2
Purpose
0.9
Propaganda Flags ℹ
10 manipulative rhetoric techniques found
10 techniques detected
loaded language
'Those maintainers worked for free—why should they get credit?' frames creator work and attribution as unworthy.
loaded language
'One wrong import and suddenly your entire proprietary codebase must be open sourced. The horror!' frames open source licensing as catastrophic.
appeal to fear
'Does your company forbid AGPL code?' suggests corporate fear of legal liability from open source requirements.
appeal to fear
'What if you could just... not deal with any of that?' [compliance/audits/legal reviews] appeals to corporate fear of regulatory burden.
name calling
Open source compliance referred to as 'License Compliance Overhead', AGPL as 'Contamination'.
appeal to authority
Testimonials from fabricated executives ('Marcus Wellington III', 'Patricia Bottomline', 'Chad Stockholder') presented as authoritative success evidence.
false dilemma
Page presents only two options: accept attribution burden or use MALUS to eliminate it entirely. No middle ground for ethical compliance.
thought terminating cliche
'They made their choice when they released their code as open source' serves as debate-ending cliche dismissing creator perspective.
strawman
FAQ claims 'every movie about an asteroid threatening Earth isn't plagiarism' to deflect from copyright infringement concerns via false analogy.
causal oversimplification
Page suggests that open source attribution is the sole driver of 'License Compliance Overhead' and corporate legal friction, ignoring regulatory complexity.
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
confrontational
Valence
-0.8
Arousal
0.8
Dominance
0.8
Transparency ℹ
Does the content identify its author and disclose interests?
0.00
✗ Author ✗ Conflicts ✗ Funding
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.37 problem only
Reader Agency
0.6
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.20 2 perspectives
Speaks: corporation
About: individualsworkerscommunity
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?
moderate medium jargon domain specific
Longitudinal 1478 HN snapshots · 215 evals
+1 0 −1 HN
Audit Trail 235 entries
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2026-03-16 00:39 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 23:32 eval Evaluated by llama-4-scout-wai-psq: +0.42 (Moderate positive) +0.64
2026-03-15 22:52 eval Evaluated by claude-haiku-4-5-20251001: -0.82 (Strong negative) 16,710 tokens
2026-03-15 21:45 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 21:24 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 21:05 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 20:43 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 20:23 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 20:06 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 19:48 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 19:27 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 19:11 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 18:43 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 18:26 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 17:31 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 17:11 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 16:18 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 15:59 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 15:42 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 15:24 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 15:02 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-15 14:47 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 14:27 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-15 14:10 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 13:48 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 13:31 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 13:10 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 12:53 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 12:32 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 12:13 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 11:51 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 11:35 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 11:09 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-15 10:54 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 10:27 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-15 10:13 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 09:44 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-15 09:33 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 09:01 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-15 08:53 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 08:19 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 08:10 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 07:33 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-15 07:27 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 06:55 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-15 06:50 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 06:19 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 06:15 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 05:41 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 05:40 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 05:05 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 05:04 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 04:29 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-15 04:27 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 03:52 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 03:51 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-15 03:15 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 03:11 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 02:39 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 02:34 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 02:02 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 01:58 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 01:27 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 01:22 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-15 01:05 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-15 00:51 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.71
2026-03-15 00:37 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 23:55 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 23:25 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 23:16 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 22:46 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 22:15 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 21:43 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 21:14 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 20:25 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 20:04 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.71
2026-03-14 19:27 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 19:21 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.71
2026-03-14 18:28 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 18:18 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 16:52 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 16:38 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 15:42 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 15:27 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 15:01 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 14:47 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 14:24 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 14:11 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 13:47 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 13:31 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 13:12 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 12:54 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 12:36 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 12:17 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 11:59 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 11:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-14 11:25 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 11:07 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.75
2026-03-14 10:49 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 10:32 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 10:12 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 09:50 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 09:33 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 09:11 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 08:51 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 08:32 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 08:10 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 07:51 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-14 07:31 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 07:08 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.75
2026-03-14 06:51 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 06:27 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 06:09 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 05:49 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 05:31 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 05:10 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 04:54 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 04:29 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 04:14 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 03:54 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 03:38 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 03:12 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 02:56 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 02:34 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 02:16 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 01:54 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 01:39 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 01:11 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 01:04 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-14 00:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-14 00:37 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 23:47 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 23:36 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 22:42 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 22:31 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 21:34 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 21:07 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 20:09 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-13 19:59 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 18:45 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-13 18:39 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 17:27 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-13 17:25 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 16:01 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 16:01 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.75
2026-03-13 15:24 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 15:24 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.07
2026-03-13 14:47 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 14:42 eval Evaluated by llama-4-scout-wai-psq: +0.42 (Moderate positive) -0.07
2026-03-13 14:06 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 13:58 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 13:30 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 13:23 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.71
2026-03-13 12:55 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 12:48 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 12:20 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 12:12 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.71
2026-03-13 11:45 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 11:34 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 11:08 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 10:55 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-13 10:30 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 10:17 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-13 09:52 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 09:38 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-13 09:13 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 09:00 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.75
2026-03-13 08:35 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 08:19 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 07:57 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 07:16 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 07:00 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-13 06:38 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 06:23 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-13 06:02 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 05:46 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-13 05:26 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 05:09 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.71
2026-03-13 04:52 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 04:32 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 04:16 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 03:56 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.71
2026-03-13 03:41 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 03:20 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) -0.64
2026-03-13 03:06 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 02:44 eval Evaluated by llama-4-scout-wai-psq: +0.42 (Moderate positive) -0.07
2026-03-13 02:31 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 02:10 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) 0.00
2026-03-13 01:56 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 01:35 eval Evaluated by llama-4-scout-wai-psq: +0.49 (Moderate positive) +0.75
2026-03-13 01:21 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 01:09 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-13 00:53 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-13 00:40 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-13 00:05 eval Evaluated by llama-3.3-70b-wai-psq: -0.45 (Moderate negative)
2026-03-13 00:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Malus service avoids open source attribution
2026-03-12 23:51 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 23:22 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) 0.00
2026-03-12 22:39 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 22:34 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 22:07 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-12 21:51 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 21:26 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-12 21:17 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 21:03 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-12 20:59 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 20:04 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) -0.04
2026-03-12 19:55 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 18:37 eval Evaluated by llama-4-scout-wai-psq: -0.22 (Mild negative) +0.04
2026-03-12 18:29 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 17:15 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative) 0.00
2026-03-12 17:00 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative) 0.00
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which
2026-03-12 15:54 eval Evaluated by llama-4-scout-wai-psq: -0.26 (Mild negative)
2026-03-12 15:54 eval Evaluated by llama-4-scout-wai: -0.38 (Moderate negative)
reasoning
The content discusses a service that helps companies avoid open source attribution and license compliance issues, which