Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Marketing
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.83
claude-haiku-4-5-20251001 +0.20 +0.07 Mild positive 0.21 0.16 Free Expression & Knowledge Access
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND ND 0.63
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND ND ND
Article 1 ND ND ND ND ND
Article 2 ND ND ND ND ND
Article 3 ND ND ND ND ND
Article 4 ND ND ND ND ND
Article 5 ND ND ND ND ND
Article 6 ND ND ND ND ND
Article 7 ND ND ND ND ND
Article 8 ND ND ND ND ND
Article 9 ND ND ND ND ND
Article 10 ND ND ND ND ND
Article 11 ND ND ND ND ND
Article 12 ND ND ND ND ND
Article 13 ND ND ND ND ND
Article 14 ND ND ND ND ND
Article 15 ND ND ND ND ND
Article 16 ND ND ND ND ND
Article 17 ND ND ND ND ND
Article 18 ND ND ND ND ND
Article 19 ND ND 0.25 ND ND
Article 20 ND ND 0.13 ND ND
Article 21 ND ND ND ND ND
Article 22 ND ND ND ND ND
Article 23 ND ND 0.13 ND ND
Article 24 ND ND ND ND ND
Article 25 ND ND ND ND ND
Article 26 ND ND ND ND ND
Article 27 ND ND 0.10 ND ND
Article 28 ND ND ND ND ND
Article 29 ND ND ND ND ND
Article 30 ND ND ND ND ND
+0.20 Marketing for Founders (github.com S:+0.07 )
233 points by jimsojim 6 days ago | 111 comments on HN | Mild positive Moderate agreement (3 models) Mixed · v3.7 · 2026-03-15 22:30:51 0
Summary Free Expression & Knowledge Access Acknowledges
This GitHub repository aggregates practical marketing resources for startup founders, functioning primarily as an educational and knowledge-sharing platform. The content engages modestly with Article 19 (freedom of expression), Article 20 (freedom of association), Article 23 (work and employment), and Article 27 (cultural participation) through a framing that emphasizes knowledge dissemination and economic empowerment. Structural protections (HTTPS, security headers, accessible design) support privacy and equal access, though the repository's primary focus is utilitarian rather than human-rights-centered.
Rights Tensions 1 pair
Art 23 Art 22 Repository promotes work and employment opportunity for entrepreneurs but does not address social security or welfare protections for those excluded from entrepreneurship.
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: +0.25 — Freedom of Expression 19 Article 20: +0.13 — 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: +0.13 — 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: +0.10 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
+0.20
S
+0.07
Weighted Mean +0.15 Unweighted Mean +0.15
Max +0.25 Article 19 Min +0.10 Article 27
Signal 4 No Data 27
Volatility 0.06 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.16 Editorial-dominant
FW Ratio 63% 42 facts · 25 inferences
Agreement Moderate 3 models · spread ±0.075
Evidence 15% coverage
8M 9L 27 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: 0.19 (2 articles) Economic & Social: 0.13 (1 articles) Cultural: 0.10 (1 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 20 top-level · 25 replies
wibbily 2026-03-14 21:26 UTC link
An open letter: if you market your product by spamming Reddit et al. with fake stories (as this guide suggests), we:

1. can all tell

2. will not use your product

Please stop polluting the global commons

Signed everyone <3

jsunderland323 2026-03-14 21:35 UTC link
When I'm in marketing mode and I have to spam, I do my best to keep a 1:1 schill to not related to my product comment ratio. As a founder it is your job to spam your product but I think there are ways to be tactful and give back to the platforms you're schilling on.

I also find that it's way more effective to live in the comment sections. Rarely does the "Hey, look at me, I'm selling a piece of software" post genuinely do well. It's always so tempting to do that too but It's way better to find someone asking specifically for a thing you're solving and respond to the individuals.

pedalpete 2026-03-14 21:50 UTC link
Are these sorts of general advice on how to do X even valuable today when you can put the details of your start-up into AI and get a more customized and moderately more thoughtful actions based on what your start-up does, who your customers are, etc?

Who's still going through these kinds of docs?

I know micro.so (I'm not affiliated with them) have documented how to build agentic B2B sales AI that you can download (if you give them your email address). https://www.micro.so/guides/sales

wek 2026-03-14 21:53 UTC link
Thank you for sharing this. I found some good articles in what you shared. The long lists of places to post are not that helpful. I've poured through 100 of them in the past and only the top 20 make a difference, you might want to update the list to prioritize. I tend to point Claude Code or Codex at these lists, have them evaluate the scores of the sites and give me a priority list.
redgridtactical 2026-03-14 22:02 UTC link
The long lists of "places to post your launch" are less useful than people think. I've had way better results from just hanging out in communities where my users already are and actually participating in discussions over weeks/months before ever mentioning what I'm building. Cold-posting your launch link to 50 subreddits and forums gets you traffic with zero retention. The founders I know who grew organically all say the same thing: be a genuine member of the community first.
Oras 2026-03-14 22:07 UTC link
Posting a product on any of these sites will not have the same impact as it did before AI. Not because your product is not good, but because there is much more noise now.

This applies to social media posting, SEO, articles, you name it. AI has amplified the noise to the point where finding something useful is pretty hard now.

Building in public is and was always a fake trend. You see a few who made it a long time ago by posting their journey (personal choice), and then everyone jumps in to spam, which is back again to the noise, ending with a lack of value.

I feel for anyone trying to take a product to the market right now, while there are more tools to build, marketing has gotten a lot harder, consumers are struggling financially, and companies are trying to stay afloat due to a lack of growth.

dzonga 2026-03-14 22:17 UTC link
this all just noise!!

please approach marketing like a human being. i.e one marketing starts before selling - before you have a product

if you adopt the 'indiehacker / influenzer' tactics outlined in that repo - you will starve.

fbrncci 2026-03-14 22:42 UTC link
Marketing for founders in 2026: just buy ads and invest into actual marketing. Because everyone else is busy spamming SaaS directories, subreddits and twitter (often with sock puppets) and wasting everyone’s time.
ratsimihah 2026-03-14 22:58 UTC link
This game is getting so hard. Everyone can now spam build like Pieter Levels and Marc Lou did years ago, so solo bootstrapping’s got way harder it feels.

I’ve taken a break from building to try to find an audience, a real problem, and real users before building anything anymore.

r1qdj0 2026-03-14 23:15 UTC link
Just launched an open-source tool on a few subs; r/SideProject barely moved, but r/software and r/Markdown got like 4k views each. What did something for me was actually just describing the situation that led me to build the thing. People who had the same problem showed up.
CM30 2026-03-15 01:07 UTC link
Eh, I question the list here. Why? Because they're all startup founder focused sites and communities.

Unless your product or service is aimed at other founders, or a techie focused audience in general, that's not where your customers are. Advertising there is like a game developer marketing their game to other devs or a writer marketing their book towards other writers.

What you really want to do is figure out who your audience actually is, figure out where they hang out online, and promote it there. Niche specific forums, subreddits, Discord servers, social media communities, etc.

That said, there's no real harm in advertising in these places, and other founders can give you useful feedback.

faangguyindia 2026-03-15 02:34 UTC link
Funny thing is, I originally started the subreddit just to help people in my country, where fitness information is often inaccurate or misleading.

But over time, I started getting messages from people in other countries saying they found it useful too.

it grew into a collection of detailed fitness guides written by me and a few other contributors.

At one point I even noticed people linking to our guides from social media, Medium articles, and different Reddit threads, which was pretty surprising.

https://www.reddit.com/r/tirzepatidecompound/comments/1omfgx...

so later i ended up launching a mobile app as well.

nomilk 2026-03-15 02:45 UTC link
My SaaS is almost done and I'm about to embark on some months of cold-calling (it will be brutal). I'll probably use a google sheet as a database. Any better suggestions?
deaux 2026-03-15 02:52 UTC link
Pure B2B and pure B2C are so different that I don't trust any resource like this that doesn't clearly distinguish between them. They're pretty much entirely different fields. And almost all new software is one of either two.
chandureddyvari 2026-03-15 03:15 UTC link
Maybe I’m in the minority here, but while directories and similar channels are useful, I felt like I was just shooting darts in the dark without understanding sales and marketing from first principles and hoping something would stick.

I had three side projects and kept struggling to get any real traction or traffic without becoming spammy across the internet. So I decided to approach it the same way I approach learning anything new: through books, courses, and solid foundational material.

HN had a few excellent suggestions. One of them was Founding Sales. Another, which I came across through a friend’s recommendation, was Alex Hormozi’s series. He seems to have something of a cult following, which made me a bit skeptical at first, so I decided to just read the first 100 pages before forming an opinion.

I ended up finding it genuinely useful, especially for understanding the psychology and mindset needed to sell something. I now highly recommend his book $100M Leads to technical friends who are trying to figure out how to sell what they’ve built.

I’m still learning, if you’ve any good recommendations, please drop them below

upmostly 2026-03-15 04:45 UTC link
I'm building and marketing a database client for the last 5 months, and what worked for me was:

1. Keeping a consistent devlog on YouTube. It's the #1 source of traffic.

2. Getting a rank 1, page 1 HN post for a technical blog post related to our product.

3. Word of mouth. It's slow, but it works.

Just thought I'd chip in. The devlogs work the best though. Plus they keep momentum.

hedayet 2026-03-15 05:40 UTC link
1. The only result I'd expect from posting on launch platforms/software directories is a huge number of spam in my inbox to take my product to the top of the list.

2. Selling lifetime deals is the easiest way to become a slave of small paying customers without even knowing if your product is going to find PMF ever.

3. You can't just go to a subreddit and post your product. And the ones that allow anyone to post, well, you can guess the expected outcome from those.

I run a full stack digital marketing service, and here's what I'd recon:

1. If you're developing for developers, HN is the best place to post. For both to collect feedback, and to get early customers.

2. If you're building a B2C business, start with a social presence. This is a must in today's ecosystem. DON'T LAUNCH TO THE VOID.

3. If you're building a B2B business, try to get into an accelerator like YC, who can make lots of customer intros in the early days. And given how hard it's to get into an accelerator - you should try Google ads, and maybe a couple of linkedin campaigns if you've a sharp First Target Customer Profile (not vague ICP) as fallback.

keithluu 2026-03-15 07:07 UTC link
Decent guide/list but it feels as if its for founders who love to build first and leave everything else as an afterthought. Like, the first section is Places To Launch Your Startup.
phanarch 2026-03-15 13:50 UTC link
As redgridtactical pointed the community first makes right, but i will add one distinction, there is a difference between building karma and actually bein known. Karma is a proxy, what you actually want is people recognizing you as someone who adds valuebefore you ever mention what you are building.

The founders I've seen do this well pick one or two communities and go deep for months. The temptation is to spread across 15 platforms because guides say to. Narrower and deeper consistently outperforms wider and shallower, especially now when signal-to-noise has collapsed everywhere.

Andrei_dev 2026-03-15 19:31 UTC link
So I launched a dev tool last week. Figured I'd share what actually happened across different channels because most "launch retrospectives" are written by people who already had an audience.

My Dev.to article got 42 reads and 2 reactions. Not exactly going viral. But here's the thing — Google picked it up within days, and I'm already seeing search traffic trickle in. Honestly that might end up being worth more than any launch-day spike.

Twitter was a waste of time. Brand new account, zero followers, zero impressions. And I mean literally zero — the algorithm just doesn't show tweets from fresh accounts to anybody. I could've tweeted the cure for cancer and nobody would've seen it.

Reddit though. One post in r/webdev's Showoff Saturday thread pulled 1,400 views and 10 comments. Blew everything else out of the water. Downside: that sub only lets you self-promote on Saturdays, and AutoMod killed one of my replies because my account was too new. Cool.

Also looked into BetaList — turns out they dropped their free tier, it's $39 minimum now. Found another directory that approved me in 2 days and sent... one visitor. One.

Biggest takeaway that nobody talks about: the thing blocking you isn't your writing or your product. It's subreddit karma requirements and account age filters. AutoMod doesn't care how good your post is. If you're planning to use Reddit for anything, go make that account right now. You'll thank yourself in a month.

risyachka 2026-03-14 21:33 UTC link
>> can all tell

the reality is most users can't tell. you can see it under every ai post on reddit, unless it is creaming ai in every word.

philipp-gayret 2026-03-14 21:47 UTC link
I don't condone it but the best marketing I've ever seen and which gets to the top of Reddit every week is a company that runs a paid IQ test website. They post some type of outrage bait and it always gets traction. Practically nobody in the comments can tell; they're all focused on how some imaginary character in an image is boasting about an IQ score of 99.
thorio 2026-03-14 22:25 UTC link
True story, yesterday I tried to get some feedback from an industry relevant subreddit for a real estate quick check calculation tool (automatically extracts listing data into calculation and enables sharing investment ideas). The pure mention of AI brought up a whole crowd of fed up bullies that talked it down as vibecoding trash - which it really isn't. All those places are flooded.
thorio 2026-03-14 22:29 UTC link
Sometimes time doesn't allow that for multiple communities simultaneously, but you are right. Still I think a lot of online communities are drowning in AI slob diluting the well thought about stuff that would deserve the attention.
paulryanrogers 2026-03-14 22:58 UTC link
What is "actual marketing" these days, if not spamming socials?
operatingthetan 2026-03-14 23:01 UTC link
>a real problem

I think this is the issue with the bulk of the saas spammers I see on reddit or whatever. They are just duplicating existing things that don't have a welcoming market anymore.

paulryanrogers 2026-03-14 23:09 UTC link
Always better to prewarm your sock puppets before spamming. That's why I joined HN in the first place!

(The product flopped and I got lost on so many rabbit trails. YC took me out of the game with a side hustle forum!)

CuriouslyC 2026-03-15 00:09 UTC link
Ads are trash unless you already have PMF, and even then they're often still trash if you don't do it right or you don't have the right kind of product.
CuriouslyC 2026-03-15 00:12 UTC link
This is basically the situation.

If you don't have an audience don't bother to build anything for anyone else, it literally doesn't matter how good it is or how much people need it, they'll never see it unless you directly spam them.

If you're a 10x builder with 0 followers on socials, sorry to say but you can get cucked by a noob with claude code and a big audience.

nickjantz 2026-03-15 00:57 UTC link
Like the social listening section under social media marketing in this linked guide?
Brajeshwar 2026-03-15 02:36 UTC link
This seems to be happening everywhere there is a user community (potential customers), such as LinkedIn and Twitter.

Many times, I’ve been “surprised” to find that, within a span of few hours, many people on LinkedIn/Twitter share similar anecdotes, punchlines, realizations, and everything in between. Of course, they all end with asking to say the MAGIC word(s) to reward the “selected few” in their DMs.

Gone are the days when we used to just give things out - here is the link to the zip file, download and do whatever you want.

Go ahead, “Say friend and enter.”

Edit/Update: About that “Tell”, honestly, I think a lot too many have no clue.

Brajeshwar 2026-03-15 02:47 UTC link
Marketing is a lot more competitive, convoluted, and rapidly changing. However, in the world of “How to get consumers/customers/clients to buy more” three things still remain and the idea would be to know when to pull which strings.

The three are “Owned, Earned, and Paid” Media. The best is when you own or can control the distribution channels.

bensyverson 2026-03-15 02:49 UTC link
Yes: all CRMs are bad, so just make your own if/when you outgrow the spreadsheet
consumer451 2026-03-15 04:04 UTC link
My weekend side project just took over my life. It needs "actual marketing" expertise. As in, I know how to set up search console, semrush, and I know decent SEO concepts to grow organic SERP performance. I am coming up the charts there.

However, I have friendly investor interest. The only place I can imagine spending money on this project is on Google Ads. I have no real idea of how to create and manage Google Ads these days. So, who do I hire? Does anyone have any recs for what I should do? Is there a service, or a go-to consultancy with a small minimum spend requirement?

ivm 2026-03-15 04:14 UTC link
It did not work even before AI. The rise of "indie hacking" in the late 2010s brought in thousands of hustlers creating similar lists, and many of them were simply selling shovels to other indie hackers (including the lists themselves). By the time of the pandemic, the "submit to every directory & community" strategy was already useless.
meerab 2026-03-15 07:00 UTC link
You stop paying for ads and the product link disappears. Reason why founders tend to go for reddit is because it gets indexed by Google and LLMs and the link gets 'preserved'.

What is your experience in stickiness of users after acquisition via Ad? Given crack down by reddit mods for posting links - I am considering just buying ads.

baby 2026-03-15 08:32 UTC link
The producthunt noise was a thing on day 1 I feel like, I quickly stopped checking that website after they launched
rhubarbtree 2026-03-15 08:47 UTC link
Attio
jillesvangurp 2026-03-15 09:05 UTC link
It's a great insight for presenting stuff: spend most of the time convincing your audience of a problem and they'll love your solution. Most people expend all their energy on presenting the thing, the features of the thing, the amazing qualities of the thing, etc. instead. It doesn't work. You need to convince people that they have a problem that is solved by the thing. Talk about how expensive and inconvenient that problem is and all the damage it is causing. And then show how existing ways to deal with it are not effective. If you can get somebody to go "hmm, I think I have this exact problem" they are going to be very interested in your solution.
trcf23 2026-03-15 09:10 UTC link
Frankly google sheet will take you a very long way... Attio and most CRM are built for teams with sales pipeline, not a solo founder trying to find PMF. Most of the features aims at describing complex sales processes and collaboration.

So basically what you want to do is to try different takes (cold emailing, phone, events, influenceurs), get your first 50 customers, try to understand the process (who takes the decision, who will pay, who will use, etc) and based on that, design your CRM to match this process.

My 2 cents (saas solofounder with 6000 users): very important not to overengineer everything. As dev it's our natural tendency but your time and marketing effort is probably the biggest leverage you have.

Good luck :-)

trcf23 2026-03-15 09:12 UTC link
Totally agree. It's really hard not to fall into thoses tactics/traps because most of what we see is noise.
hermitcrab 2026-03-15 09:23 UTC link
I've been creating and marketing software as an indie developer for over 20 years now, and the marketing part definitely feels harder than it use to. See also:

https://successfulsoftware.net/2025/12/22/is-the-golden-age-...

hermitcrab 2026-03-15 09:26 UTC link
>The devlogs work the best though.

Probably only if you are marketing to developers though.

Ps/ Don't sell to developers. We are a terrible market.

codybontecou 2026-03-15 10:08 UTC link
What does a devlog look like? "Today I decided to prompt about feature x... and it worked!"
iovrthoughtthis 2026-03-15 21:18 UTC link
the law of shitty click-throughs strikes again
Editorial Channel
What the content says
+0.30
Article 19 Freedom of Expression
Medium Advocacy Framing
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SETL
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Repository title and description promote marketing knowledge-sharing for entrepreneurs. Content facilitates information access and distribution for business communication. Framing centers founder/entrepreneur perspective and knowledge dissemination.

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Article 23 Work & Equal Pay
Medium Framing Advocacy
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Repository focuses on marketing strategies to acquire users for startups. Content indirectly supports work and employment by providing knowledge for economic participation. Framing centers entrepreneurial economic activity.

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Repository content implicitly supports assembly and association rights by gathering practical marketing resources. Framing centers collective knowledge-building and entrepreneurial community.

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Medium Framing Advocacy
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Repository content promotes participation in cultural life and knowledge production. Framing emphasizes practical contribution to entrepreneurial culture. Marketing knowledge constitutes creative contribution to economic and cultural production.

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No editorial content on presumption of innocence.

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Article 19 Freedom of Expression
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GitHub's public repository structure, version control, and collaboration tools enable free expression and information sharing. No censorship or content restrictions evident. Licensing and attribution mechanisms support speaker rights.

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Article 20 Assembly & Association
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GitHub's collaborative features (issues, discussions, pull requests) enable peaceful assembly and association. No restrictions on forming communities or associations around this content.

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GitHub provides freely accessible tools and knowledge infrastructure supporting economic participation. No structural barriers to employment or work-related collaboration.

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GitHub's open-source model enables participation in cultural and technical production. Contributors and users participate in evolving cultural knowledge. Platform supports recognition of creative participation.

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GitHub's underlying infrastructure provides HTTPS, HSTS, and CSP security headers, supporting protected communication and data integrity foundational to human rights exercise.

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Article 1 Freedom, Equality, Brotherhood
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GitHub's access controls and open-source model support equal opportunity to access and contribute, consistent with non-discrimination principle.

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GitHub enforces non-discriminatory access policies; no evidence of discrimination in repository access.

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HTTPS encryption and security headers protect user data integrity and confidentiality, supporting secure participation.

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Not applicable to this content.

ND
Article 12 Privacy
Medium

GitHub enforces privacy through HTTPS encryption, no third-party trackers, and no unsolicited data collection on public repositories. Security headers and platform architecture protect user privacy.

ND
Article 13 Freedom of Movement
Low

GitHub provides unrestricted access to public repositories; no geographic or mobility barriers enforced.

ND
Article 14 Asylum

Not applicable to this repository.

ND
Article 15 Nationality

Not applicable to repository content.

ND
Article 16 Marriage & Family

Not applicable to this content type.

ND
Article 17 Property
Low

GitHub's licensing framework (likely permissive licenses on marketing resources) supports creator property and intellectual property protections.

ND
Article 18 Freedom of Thought
Low

GitHub's open platform allows expression of diverse viewpoints and belief systems without censorship or restriction.

ND
Article 21 Political Participation

Not applicable to this repository content.

ND
Article 22 Social Security
Low

GitHub's open-source ecosystem provides access to knowledge and tools that support economic participation and social inclusion structurally.

ND
Article 24 Rest & Leisure

Not applicable to this repository.

ND
Article 25 Standard of Living

Not applicable to this content.

ND
Article 26 Education
Medium

GitHub repository provides educational resources for learning marketing. No accessibility barriers detected. DCP notes 100% alt text and full lang attributes, supporting inclusive access.

ND
Article 28 Social & International Order
Low

GitHub's global infrastructure and commitment to open collaboration support a social and international order enabling human rights.

ND
Article 29 Duties to Community
Low

GitHub's community guidelines and licensing systems establish shared responsibilities and duties in community participation.

ND
Article 30 No Destruction of Rights

GitHub's public repository model does not restrict or subordinate UDHR rights.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.43 low claims
Sources
0.4
Evidence
0.3
Uncertainty
0.3
Purpose
0.8
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
pragmatic
Valence
+0.4
Arousal
0.3
Dominance
0.5
Transparency
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.62 solution oriented
Reader Agency
0.7
Stakeholder Voice
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: individuals
Temporal Framing
Is this content looking backward, at the present, or forward?
prospective short term
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
moderate medium jargon domain specific
Longitudinal 944 HN snapshots · 76 evals
+1 0 −1 HN
Audit Trail 96 entries
2026-03-15 23:27 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 23:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 23:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 23:15 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 23:15 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 22:30 eval_success Evaluated: Mild positive (0.15) - -
2026-03-15 22:30 eval Evaluated by claude-haiku-4-5-20251001: +0.15 (Mild positive) 12,526 tokens
2026-03-15 22:30 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 13R - -
2026-03-15 21:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 21:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 21:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 21:19 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 21:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 20:42 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 20:42 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:38 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 20:06 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 20:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 20:06 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 20:01 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 20:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 19:31 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 19:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 19:31 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 19:25 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 19:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 18:56 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-15 18:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 18:56 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 18:41 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 18:41 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 18:04 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 17:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 16:57 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 15:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 15:37 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 15:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 14:59 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 14:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 14:23 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 14:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 13:44 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 13:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 13:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 12:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 12:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 12:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 11:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 11:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 11:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 10:48 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 10:27 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 10:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 09:45 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 09:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 09:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 08:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 08:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 08:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 07:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 07:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 07:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 06:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 06:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 06:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 05:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 05:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 05:14 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 04:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 04:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 04:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 04:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 03:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 03:19 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 03:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 02:43 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 02:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 02:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 02:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 01:32 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 01:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 01:08 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 01:05 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 00:39 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 00:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-15 00:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-15 00:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion
2026-03-14 23:30 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 23:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-14 22:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 22:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion
2026-03-14 21:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-14 21:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical GitHub page with marketing resources for founders, no explicit rights discussion