-0.16 $96 3D-printed rocket that recalculates its mid-air trajectory using a $5 sensor (github.com S:-0.12 )
378 points by ZacnyLos 15 hours ago | 342 comments on HN | Mild negative Moderate agreement (3 models) Landing Page · v3.7 · 2026-03-15 22:35:39 0
Summary Weapons Development vs. Security & Life Hostile
This GitHub repository hosts code for a MANPADS (portable anti-aircraft missile) launcher system, publicly accessible for global deployment. The content directly contradicts multiple UDHR provisions—most critically Articles 3 (right to life), 28 (peaceful social order), 29 (duties to community), and 30 (prohibition on destruction of rights). While GitHub's structural infrastructure supports privacy, free expression, and equal access, the platform does not acknowledge or mitigate the fundamental rights conflicts posed by hosting weapons-development technology. The evaluation registers strong negative scores on Articles 28–30, reflecting the inherent incompatibility between facilitating weapons proliferation and the UDHR's vision of universal human rights protection.
Rights Tensions 3 pairs
Art 19 Art 3 Freedom of expression (Article 19) to publish weapons code conflicts with right to life (Article 3); platform allows expression without acknowledging or balancing the life-safety trade-off.
Art 19 Art 28 Free expression of weapons technology contradicts Article 28's requirement for social and international order in which rights are fully realized; weapons proliferation undermines the peaceful order upon which rights depend.
Art 29 Art 3 Article 29 ¶2 requires limitation of rights when they conflict with others' rights; weapons development code violates others' right to life and security, a duty not enforced structurally by platform.
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: +0.17 — Freedom of Expression 19 Article 20: +0.07 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: -0.24 — Social & International Order 28 Article 29: -0.27 — Duties to Community 29 Article 30: -0.33 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
-0.16
S
-0.12
Weighted Mean -0.15 Unweighted Mean -0.12
Max +0.17 Article 19 Min -0.33 Article 30
Signal 5 No Data 26
Volatility 0.20 (Medium)
Negative 3 Channels E: 0.6 S: 0.4
SETL -0.08 Structural-dominant
FW Ratio 58% 38 facts · 28 inferences
Agreement Moderate 3 models · spread ±0.077
Evidence 17% coverage
3H 3M 14L 26 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: 0.12 (2 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: -0.28 (3 articles)
HN Discussion 20 top-level · 30 replies
lukan 2026-03-15 11:05 UTC link
So this is basically a DIY mini rocket clearly advertised to be used in an asymetrical war. I do not expect this project to remain on github for long.
mikkupikku 2026-03-15 11:20 UTC link
Straight up admitting that it's meant to implement MANPADS is certainly a choice, I hope the author doesn't get himself in hot water.. ITAR or something..

(Would be cool to see an ATGM variant too!)

codethief 2026-03-15 11:22 UTC link
As the YouTube comments say:

> This guy really wants that defense contract.

Mizza 2026-03-15 11:23 UTC link
This is bonkers. Video on GitHub: https://www.youtube.com/watch?v=DDO2EvXyncE

I'm impressed by the kid's engineering and gumption, but I think he's a bit.. misguided, if you'll pardon the pun. The video ends with shots of Russian drone war, and, bizarrely, photos of David Koresh.

I don't think this ends well.

randomNumber7 2026-03-15 11:29 UTC link
> This project manifesto declares a fundamental shift: advanced air-defense capabilities—once locked behind billion-dollar state arsenals and classified labs—are now within reach of determined individuals using consumer electronics, open-source software, and rapid prototyping.

I guess a lot of people will not be happy with this xD

redgridtactical 2026-03-15 11:42 UTC link
The engineering is genuinely impressive for $96, but naming the repo "MANPADS-System-Launcher-and-Rocket" on GitHub is going to attract exactly the kind of attention you don't want. ITAR implications aside, the interesting part is the mid-flight trajectory recalculation on a $5 sensor. That's the same basic problem military guidance systems solve with hardware that costs thousands.

The gap between consumer electronics and mil-spec capability keeps shrinking and this is a pretty stark demonstration of where that trend leads. A few years ago this would have required an IMU that cost more than this entire build. The democratization angle cuts both ways though - the same accessibility that makes this cool for hobbyists makes it genuinely concerning from a proliferation standpoint.

tzury 2026-03-15 11:52 UTC link
Given the navigation is done by the cameras (not GPS) you will also need to do some work with the second repository (by the same guy)-

https://github.com/novatic14/Distributed-Camera-Node-Trackin...

jofzar 2026-03-15 12:05 UTC link
God, I feel like I am going to be on a list after clicking that link.

The future is scary

niemandhier 2026-03-15 12:06 UTC link
A certain kind of mind deals with stress by devising solutions, even if one cannot put them into action.

Seeing people in Israel, Iran, the general Middle East as well as the Ukraine live in fear of drone strikes might have incentivised this person to come up with a potential way to deal with these threats.

Cheap air defense would equilibrate drone warfare again:

Currently drones are much cheaper that the systems that take them down.

neatze 2026-03-15 12:14 UTC link
Many mention ITAR or some other issue, nothing about this project is even close to ITAR (as far I understand), connecting camera to rocket using it as guidance will get in trouble most likely, if not mistake only thing allowed is using camera to AIM at sun.

https://www.youtube.com/@LafayetteSystems is similar project, also by actual defense contractor, and less opensource.

isoprophlex 2026-03-15 12:19 UTC link
This is obviously a missile, and I'm not well-versed in weapons tech, but won't this need a camera to actually track and take out a flying object? So far I just see gps and barometric sensing...

Also 3D printing and some electronics, ok fine, but where do you get the rocket propellant? That seems at least as critical as the software and sensing side of things...

holografix 2026-03-15 12:30 UTC link
Fascinating, is miniaturisation and “democratisation” of offensive capabilities via 3d printing and consumer tech going to impact defensive capabilities as well?

Are we going to see foot troops carry one of these strapped to their backpacks and launched autonomously to counteract incoming drones?

tzury 2026-03-15 13:06 UTC link
There are 2 short segments in the video showing the actual performance and thus far it is a complete [1] failure [2].

The guy has a talent, and he put together a nice prototype based on OpenRocket [3], but with all due respect, this is not a rocket, and you are not going to win any war with this toy, even if all your enemy has are rocks thrown at you from pretty much similar distance.

The remix of computer games / Ukraine / Martin Luther King / Vietnam / David Koresh just adding more to the amateur spirit and confusion.

[1] https://youtu.be/DDO2EvXyncE [2] https://youtu.be/DDO2EvXyncE?t=280 [3] https://openrocket.info/

kikkia 2026-03-15 13:31 UTC link
Really cool work on making your own rocket motors.

I wonder why he calls it a MANPADS (Man portable Air Defense System) It does slightly resemble a Manpads, but with a GPS based guidance system it would not able to be used for air defense, even conceptually. Typically manpads would use something like an infrared/optical or radar guidance system which would run way more than $5. This does seem like a cool home made AGM-176 or similar. There's always been a side project idea in the back of my head about what the cheapest IR or laser guided RC Plane launched rocket would look like. A cheap rocket design powered by some model rocket engines that could be used for a drone -> drone intercept cheaply.

Awesome job taking a fun idea into reality. It's really impressive to see the design work

clbrmbr 2026-03-15 15:16 UTC link
I strongly object to building weapons. It is not right. Raise your consciousness, young hacker.

I grew up building homemade rocket engines to power model rockets. I even programmed a flight computer in ASM.

I was always quite risk averse and, then being only shortly after 9/11, I told my friend I worried what we were doing may be illegal or otherwise get us in trouble. So he picked up the phone and called the county fire marshal. My friend explained EXACTLY what we were doing, down to the potassium nitrate and the homemade black powder and nitrocellulose igniters. The fire marshal paused for a long moment and said “it’s not against any law I’m aware of. Just don’t start any fires.” We proceeded to have many successful flights and participated in NERF (a rocketry club that used to get 12kft clearance from FAA before the govt started stonewalling us).

I feel very fortunate to have grown up in an environment where that was permitted. I fear that my children will not have the same privilege—for many reasons, but one factor is people putting violent things like this on GitHub. Please take it down.

peterus 2026-03-15 15:37 UTC link
I would suggest using a more modern IMU, the MPU6050 has been long obsoleted both in cost and capability by newer IMUs. I used the ST LSM6DSOX in my rocket flight computers, for example it has a way better rate noise density of 110ug/Sqrt[Hz] at 16g fs compared to the awful 400 ug/Sqrt[Hz] of the MPU6050 and is cheaper than the MPU6050 on LCSC last time I bought some. If you go newer to the LSM6DSV you can get 60ug/Sqrt[Hz] but these aren't as cheap. There was an interesting Sony project which used a synchronized array of these consumer IMUs to achieve lower noise (apparently they became export controlled despite just fusing a bunch of consumer IMUs on one PCB!)

Nowadays you can even use the LSM6DSV320X which has both a low-g and high-g integrated which basically obsoletes the high-g ADXL375 and saves some space, but it's not quite at the price and supply reliability of the LSM6DSOX since it is less than a year old.

hermitcrab 2026-03-15 16:18 UTC link
Impressive. But:

-Is a 3D printed assembly really going to withstand the heat of the rocket motor? Or is that going to be replaced with metal?

-The solid motor grain shown looks pretty janky. I definitely wouldn't want that any near me when it fired, let alone on my shoulder.

ralferoo 2026-03-15 17:00 UTC link
I remember an anecdote our robotics lecturer told our university class in 1995, which was about how in the west we try to make expensive things that are the absolute best of technology and how the other side didn't have that luxury and relied on ingenuity.

He described a cold war Russian missile they had somehow obtained and were tasked with trying to reverse engineer. Ostensibly, it was thought to be a heat seeking missile, but there seemed to be no control or guidance circuitry at all. There was a single LDR (light dependent resistor) attached to a coil which moved a fin. That was it. Total cost for the guidance system maybe a couple of dollars, compared to hundreds of thousands for the cheapest guidance systems we had at the time.

The key insight was that if you shined a light at it, the fin moved one way and if there was no light the fin moved the opposite way. That still didn't explain how this was able to guide a missile, but the next realisation was that the other fins were angled so when this was flying (propelled by burning rocket fuel), the missile was inherently unstable - rotating around the axis of thrust and wobbling slightly. With the moveable fin in place, it was enough to straighten it up when it was facing a bright light, and wobble more when there was no bright light. Because it was constantly rotating, you could think of it as defaulting to exploring a cone around its current direction, and when it could see a light it aimed towards the centre of that cone. It was then able to "explore the sky" and latch on to the brightest thing it could see, which would hopefully be the exhaust from a plane, and so it would be able to lock on, and adjust course on a moving target with no "brain" at all.

sy26 2026-03-15 18:50 UTC link
> Contributors > novatic14 Alisher Khojayev > claude Claude > hobostay Qiaochu Hu

I wonder how much role Claude plays in enabling the designing/building of it

moxie1337 2026-03-15 22:34 UTC link
Can it destroy cruise missiles?
mikkupikku 2026-03-15 11:37 UTC link
> The video ends with shots of Russian drone war, and, bizarrely, photos of David Koresh.

You're omitting that the end of the video also features pictures of Martin Luther King, Vietnamese civilians during America's invasion of their country and Afghani Mujahideen freedom fighters during the Soviet Union's invasion of theirs; I think he's trying to make a point about technology enhancing the capabilities of people who are in any conflict with conventionally powerful forces, not an endorsement of David Koresh.

Xmd5a 2026-03-15 11:51 UTC link
> Description: Space echoes like an immense tomb, yet the stars still burn. Why does the sun take so long to die?
JKCalhoun 2026-03-15 11:51 UTC link
Who knew there were war bros.
pjc50 2026-03-15 11:58 UTC link
Translation: everyone should be able to shoot down an airliner, not just nations.
mikkupikku 2026-03-15 12:03 UTC link
It's not really terribly new actually, in the past, rapid advances in consumer technology have enabled other sort of weapon guidance systems. For instance, the development of extremely compact television cameras available to consumers directly lead to the development of the Walleye television bomb. It happened when one nerdy guy was fucking around with his new camera and realized that he could automatically track track features in an analogue television signal using some quite basic analogue electronics. Point the camera into the general direction of the target and you can then "lock on" to some target feature and based on contrast it could tell how that feature was moving around in the image.

He implemented a 1D tracker in his garage, took it to work and showed people. A few years later these bombs are taking out bridges and even sometimes hitting moving trucks.

mikkupikku 2026-03-15 12:08 UTC link
MANPADS can be effective against large drones, but definitely not against the kind of FOV shit we see in Ukraine. They were originally designed to kill helicopters and low flying aircraft, and I'm guessing that's still his design intent.
sschueller 2026-03-15 12:13 UTC link
I would invert that statement.

The fact that home made drones can cause such havoc to even the best funded military is an equalizer when the military with all the power is actively trying to completely eliminate the otherside.

There are no home made devices a Gazan can build that can protect from a 2000lbs bomb.

tclancy 2026-03-15 12:23 UTC link
> The gap between consumer electronics and mil-spec capability keeps shrinking

My friend's brother works in munitions and had, in his spare time, designed and prototyped a missile that could be built for about 10k. He pretty much was ignored by the contractor he works for.

Shockingly, as of a couple weeks ago, they are all hot and bothered to talk.

laborcontract 2026-03-15 12:30 UTC link
soo... i have no kept up with what's gone on in russia/ukraine. Are those drone videos what i think they are – drones sneaking up on humans and, presumably, ceasing them of life?

edit: Ok, I googled the guy

  > I have read the works of authors such as Jean Baudrillard, Desmod Morris, 
  and Ted Kaczynski who believe that technology is harming us and the world.

  https://wiki.opensourceecology.org/wiki/User:Alisherkhojayev
hrmtst93837 2026-03-15 12:32 UTC link
Cheap sensors look impressive in demos but drift and calibration wreck repeatability unless you babysit launches so nobody in defense is sweating this yet.
roysting 2026-03-15 12:42 UTC link
They may just give it to him to buy him. It’s the first stage of neutralizing the peasantry of rebellious thoughts against the aristocracy.
roysting 2026-03-15 12:44 UTC link
What the “government” has in store for you is way scarier. You just don’t know it any more than a cow on a pasture knows what a slaughter house is, yet.
shrubble 2026-03-15 12:45 UTC link
The fact that Koresh and his group held off Federal officers who stormed their building with simple guns that anyone can buy, is likely the point.

Out of five and a half minutes of video, David Koresh appears for perhaps three seconds.

It does put a new twist on the recent controversy about 3d printers needing to be licensed, however.

icegreentea2 2026-03-15 12:50 UTC link
Yeah, this current project uses external sensors (a camera array/grid) for guidance.

He's using potassium nitrate/sugar as his rocket fuel.

amelius 2026-03-15 12:52 UTC link
Watch the video. He makes his own propellant.
shrubble 2026-03-15 12:52 UTC link
Consumer GPS chips are specifically nerfed for using them in rockets; they give erroneous readings on purpose if altitude is above a certain height and/or if speeds exceed a certain speed. That’s likely why the mid-course correction software uses other methods.
tamimio 2026-03-15 12:54 UTC link
> rocket propellant

You can homemade it, kno3+sugar

mikkupikku 2026-03-15 12:57 UTC link
MANPADS are certainly covered by ITAR. It could probably be effectively argued by his lawyers that what he has created isn't truly MANPADS but rather just an edgy toy that superficially resembles a weapon system but isn't actually capable of performing as one. Maybe that would work, but I think his chance of getting dragged into the legal system for this or for some chickenshit like weed possession are very high, particularly if the media at large picks up this story.
the__alchemist 2026-03-15 13:04 UTC link
> A few years ago this would have required an IMU that cost more than this entire build.

Are you sure about this? MEMS IMUs have been popular and cheap for ~10-15 years.

phplovesong 2026-03-15 13:06 UTC link
What started in Ukraine, this is modern warfare. Like most "consumer" goods that are mass produced, you can now get a capable strike force for peanuts.

The russians have taken close to 1.5 million casulties because ukraine engineering for cheap drones. Putin really, really f-ed up his "3 day military operation".

mikkupikku 2026-03-15 13:17 UTC link
Yes, I don't think this project is a serious threat as a weapon, it's more interesting if viewed as a politically provocative stunt, to get people thinking about the relationship between technology and war.
daymanstep 2026-03-15 13:26 UTC link
I'm surprised nobody else has pointed this out. The entire YouTube video has only two short clips of the actual rocket being fired, and in both cases the clips are very short and only show the rocket being fired and then following an erratic flight path, and then get cut before showing the rocket hitting anything.

For all the technical info given in the video, there is a curious lack of any data regarding the actual accuracy of the system. What percentage of rockets tested managed to hit anything and at what range?

nbernard 2026-03-15 14:08 UTC link
> God, I feel like I am going to be on a list after clicking that link.

It's a poor life that doesn't put you on a few such lists!

doodlebugging 2026-03-15 14:21 UTC link
But you get more followers and that's the goal today isn't it? You have to take the good with the bad. No one is categorizing the follower ranks by "good guys" versus "bad guys" so you never know when one of your "admirers" is only there to monitor you in case you get out of line.
vidarh 2026-03-15 14:48 UTC link
You don't need to win any wars with it if you can use them to sow confusion, obscure the firing of more serious rockets, and/or trigger a sufficiently more expensive response.

It clearly needs more work, but if an amateur can get this far at this low cost, odds are you'll see attempts at overwhelming attackers or defense systems by sheer volume with cheap decoys like this long before they become an actual threat in and of themselves.

Get the rocket a bit more stable, and force an attack to try to take out dozens of these because one of them might be a real threat, and you'll have created a problem.

giantg2 2026-03-15 15:37 UTC link
"and you are not going to win any war with this toy, even if all your enemy has are rocks thrown at you"

I don't want to use it for war. I think it would be a pretty cool technical project (if it works).

ivanjermakov 2026-03-15 15:44 UTC link
I was suprised seeing american youtube folks building rockets (including orientation and guidance systems) in their free time. In many countries doing this is borderline jail time.
atemerev 2026-03-15 15:47 UTC link
Unbombed people are cute.
jjmarr 2026-03-15 15:56 UTC link
It's impossible to get a job nowadays so new grads will do anything to stick out.

You don't really understand the desperation we're going through right now. OP wants to be visited by the feds.

ryandrake 2026-03-15 15:57 UTC link
Seems like a one way road--the way things are getting stricter and stricter. My parents did shit when they were growing up that would have landed me in prison, and I did plenty of things growing up that would have landed my kid in prison.

I fear the next generation is going to grow up confined to a bubble where they're only allowed to stay home and mindlessly consume corporate approved product, never make things, never build things, never destroy things, never hack a computer game, never reverse engineer a wire protocol, never go out and walk around and explore, never race things, never jump off things, never blow things up or burn them down, never protest things or yell at someone, never get into a fistfight, never take physical risks and learn what hurts and what doesn't. In 2050, growing up means just 1. go to church, or 2. watch streaming.

Editorial Channel
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Article 19 Freedom of Expression
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Repository content itself — code for weapons system — raises freedom of expression tensions; no editorial framing addresses whether such expression serves human rights.

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Repository permits peaceful assembly of developers around shared code project; however, the subject matter (weapons) potentially conflicts with Article 20 ¶2 (prohibition on violence).

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Article 29 Duties to Community
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Article 29 articulates duties to the community, including the limitation of rights when they conflict with others' rights and freedoms. Repository content (weapons) directly violates others' fundamental rights to life, security, and peace. No editorial addresses this duty or limitation.

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Article 28 Social & International Order
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Repository content (MANPADS launcher system) directly contradicts Article 28's assertion of social and international order in which rights are fully realized. Weapons development undermines the peaceful social order upon which human rights depend. No editorial context addresses this conflict.

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Article 30 prohibits interpretation or action aimed at destroying any right or freedom under the Declaration. Repository content — weapons technology — is explicitly designed to enable destruction of life and security (Articles 3, 5, 28). No editorial addresses this prohibition.

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GitHub's structure permits publication and sharing of code without pre-publication censorship; HTTPS and no third-party tracking support confidential expression. However, no disclosure of conflicts or editorial standards around weapons-related content.

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GitHub's hosting structure permits and facilitates distribution of weapons technology without gates, disclaimers, or conflict disclosure. The platform's neutral stance on content means it structurally enables harm to the international peace order that Article 28 presupposes.

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Not applicable.

ND
Article 16 Marriage & Family

Not applicable.

ND
Article 17 Property
Low Practice

GitHub provides intellectual property controls (licensing, fork restrictions) to protect creator rights.

ND
Article 18 Freedom of Thought
Low Practice

GitHub hosts diverse ideologies without content filtering by viewpoint (within policy bounds).

ND
Article 21 Political Participation
Low Practice

GitHub's structure does not directly support political participation, though it enables civic tech projects.

ND
Article 22 Social Security
Low Practice

GitHub does not provide social welfare services; it is a code hosting platform.

ND
Article 23 Work & Equal Pay

Not directly applicable to open-source repository.

ND
Article 24 Rest & Leisure

Not applicable.

ND
Article 25 Standard of Living

Not applicable.

ND
Article 26 Education
Low Practice

Repository is not an educational resource; GitHub's accessibility standards (100% alt text, lang attributes) provide baseline support without substantive educational content.

ND
Article 27 Cultural Participation
Low Practice

GitHub permits contribution to scientific and technical commons; open-source model supports participation in knowledge community.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.32 high claims
Sources
0.3
Evidence
0.3
Uncertainty
0.3
Purpose
0.4
Propaganda Flags
1 manipulative rhetoric technique found
1 techniques detected
obfuscation
Repository title uses technical acronym 'MANPADS-System-Launcher-and-Rocket' without explicit statement that this describes a portable anti-aircraft missile system designed for lethal deployment; obfuscates destructive purpose through technical nomenclature.
Emotional Tone
Emotional character: positive/negative, intensity, authority
detached
Valence
-0.7
Arousal
0.4
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.25
✗ Author ✗ Conflicts
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.28 problem only
Reader Agency
0.2
Stakeholder Voice
Whose perspectives are represented in this content?
0.15 1 perspective
Speaks: individuals
About: military_securitymarginalized
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?
technical high jargon domain specific
Longitudinal 474 HN snapshots · 35 evals
+1 0 −1 HN
Audit Trail 55 entries
2026-03-16 00:40 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-16 00:40 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-16 00:14 eval_success PSQ evaluated: g-PSQ=-0.750 (3 dims) - -
2026-03-16 00:14 eval Evaluated by llama-3.3-70b-wai-psq: -0.75 (Strong negative)
2026-03-16 00:10 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 00:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-16 00:10 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-15 23:48 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 23:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 23:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 22:35 eval_success Evaluated: Mild negative (-0.15) - -
2026-03-15 22:35 eval Evaluated by claude-haiku-4-5-20251001: -0.15 (Mild negative) 13,318 tokens
2026-03-15 22:35 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 11W 26R - -
2026-03-15 21:46 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-15 21:46 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 21:32 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 21:32 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 21:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 21:06 eval_success PSQ evaluated: g-PSQ=0.464 (3 dims) - -
2026-03-15 21:06 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) -0.14
2026-03-15 20:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:53 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 20:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:31 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 20:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 20:17 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 20:17 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 19:54 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 19:54 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) +0.14
2026-03-15 19:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 19:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 19:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 19:18 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 19:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 18:34 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 18:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 17:23 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 17:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 16:08 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 15:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 15:31 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 15:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 14:52 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 14:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 14:15 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 14:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 13:38 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 13:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 12:56 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 12:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 12:16 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive) 0.00
2026-03-15 12:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page, no human rights discussion
2026-03-15 11:37 eval Evaluated by llama-4-scout-wai-psq: +0.46 (Moderate positive)
2026-03-15 11:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical GitHub page, no human rights discussion