3 points by kofdai 11 hours ago | 0 comments on HN
| Mixed Positive (Structural) with Privacy Concern Landing Page
· vv3.4 · 2026-02-25
Article Heatmap
Negative Neutral Positive No Data
Aggregates
Weighted Mean
+0.31
Unweighted Mean
+0.35
Max
+0.65 Article 19
Min
-0.20 Article 12
Signal
16
No Data
15
Confidence
ND
Volatility
0.38 (Medium)
Negative
1
Channels
E: 0.3S: 0.7
SETL
-0.18
Structural-dominant
FW Ratio
65%
0 facts · 0 inferences
Evidence: High: 1 Medium: 9 Low: 6 No Data: 15
Theme Radar
Domain Context Profile
Element
Modifier
Affects
Note
Privacy
+0.15
Article 12
GitHub implements privacy-by-default design patterns including DNS prefetch, crossorigin attributes, and data collection governance via feature flags and analytics opt-out mechanisms.
Terms of Service
—
No observable ToS excerpts on-page; cannot assess without direct access to agreement.
Accessibility
+0.20
Article 25 Article 2
Page implements comprehensive accessibility features: skip-to-content links, high-contrast color themes (including colorblind and tritanopia variants), semantic HTML (sr-only), keyboard navigation support, and ARIA attributes (role, aria-label, aria-expanded).
Mission
-0.05
Article 1
GitHub's mission centers on open collaboration and code sharing, which broadly supports knowledge dissemination (Article 19, 27). Minimal negative modifier due to lack of explicit human rights language in domain-level framing.
Editorial Code
—
No editorial code or standards observable on this repository landing page.
Ownership
+0.10
Article 17
GitHub's public repository model enables users to retain intellectual property while sharing openly, supporting property rights and attribution.
Access Model
+0.25
Article 19 Article 27
Public repository access at no cost to readers; code is version-controlled and freely accessible, supporting freedom of expression and participation in cultural/scientific benefit.
Ad/Tracking
-0.10
Article 12
Page includes octolytics tracking (collector.github.com), browser stats/errors reporting, and visitor payload collection. Feature flag data logging visible. Modest negative due to data collection without explicit on-page consent UI.
Score Breakdown
+0.35
PreamblePreamble
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND
GitHub's public repository infrastructure and open-access model structurally support universal human dignity and solidarity. No explicit preamble language on-page, but platform design implements principles of non-discrimination (all users treated equally in access model) and international cooperation (global code sharing).
Observable Facts
Page is a public repository landing page on GitHub with no paywall or access restrictions.
Repository metadata indicates public visibility status.
Page supports multiple languages and color modes including accessibility variants (colorblind, tritanopia, high contrast).
Inferences
The structural openness of the repository supports the preamble's emphasis on universal dignity by removing barriers to knowledge.
Multilingual and accessibility support suggests design philosophy aligned with inclusion principles.
+0.25
Article 1Freedom, Equality, Brotherhood
Low Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND
Repository is public and treats all users equally in access and contribution rules (GitHub's standard). No discrimination visible in access controls. However, no explicit statement of equality or non-discrimination appears on-page.
Observable Facts
Repository is marked as public with no access restrictions based on identity.
GitHub's account system does not require disclosure of protected characteristics for participation.
Inferences
Equal treatment in access to content supports formal equality principle, though non-discrimination language is absent.
+0.50
Article 2Non-Discrimination
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND
Structural accessibility features (colorblind themes, high-contrast mode, semantic HTML, skip links) demonstrate implementation of non-discrimination in digital access. These features specifically address individuals with disabilities.
Observable Facts
Page includes eight color theme variants including 'light_colorblind', 'dark_colorblind', and high-contrast versions.
HTML includes role='region' and aria-label attributes for screen reader support.
Skip-to-content link provides keyboard navigation bypass.
Inferences
Colorblind and high-contrast themes directly support accessibility for persons with visual disabilities.
ARIA attributes indicate commitment to non-discrimination in digital interface design.
+0.25
Article 3Life, Liberty, Security
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND
Public repository model provides forum for security and liberty through code transparency. However, no explicit statement of security or liberty protections appears on-page.
Observable Facts
Repository code is publicly auditable, enabling transparency-based security.
No restrictions on who may view or audit the code are visible.
Inferences
Code transparency supports security through community review potential.
ND
Article 4No Slavery
No observable content related to slavery or servitude on page.
ND
Article 5No Torture
No observable content related to torture or cruel/degrading treatment on page.
ND
Article 6Legal Personhood
No observable content related to recognition before the law on page.
ND
Article 7Equality Before Law
No observable content related to equal protection before the law on page.
ND
Article 8Right to Remedy
No observable content related to effective remedy for rights violations on page.
ND
Article 9No Arbitrary Detention
No observable content related to arbitrary arrest or detention on page.
ND
Article 10Fair Hearing
No observable content related to fair trial rights on page.
ND
Article 11Presumption of Innocence
No observable content related to criminal liability on page.
-0.20
Article 12Privacy
Medium Practice
Editorial
ND
Structural
-0.25
SETL
ND
Combined
ND
Context Modifier
ND
Page implements tracking and analytics (octolytics, browser stats/errors endpoints, visitor payload with HMAC, feature flags logging) without visible on-page consent mechanism or privacy notice. This represents structural interference with privacy rights.
Observable Facts
Page includes meta tag 'octolytics-url' pointing to https://collector.github.com/github/collect.
Browser stats URL and browser errors URL meta tags are present.
Visitor payload and HMAC visitor tokens are embedded in meta tags.
Feature flags array in client-env JSON contains extensive telemetry keys.
Inferences
Data collection endpoints indicate tracking of user behavior without visible consent UI on this page.
Visitor HMAC suggests persistent tracking across sessions.
+0.50
Article 13Freedom of Movement
Medium Practice
Editorial
ND
Structural
+0.40
SETL
ND
Combined
ND
Context Modifier
ND
Public repository enables free movement of information and ideas globally. Code is accessible without geographic restrictions. No observable barriers to circulation of knowledge.
Observable Facts
Repository is publicly accessible from any geographic location without IP blocking.
Repository uses standard HTTPS without region-based access controls visible.
Code content is not region-locked or time-restricted.
Inferences
Global accessibility supports freedom of movement of information and ideas.
ND
Article 14Asylum
No observable content related to asylum rights on page.
ND
Article 15Nationality
No observable content related to nationality on page.
ND
Article 16Marriage & Family
No observable content related to marriage or family on page.
+0.45
Article 17Property
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND
GitHub's public repository model enables property rights through intellectual property attribution. Repository ownership is recorded and enforced via access control lists. Users retain copyright and can specify licenses.
Observable Facts
Repository owner is identified in URL and metadata (Ag3497120/verantyx-v6).
GitHub provides standard license selection and copyright notice mechanisms.
Repository page includes owner identity in octolytics metadata (user_id, user_login).
Inferences
Clear attribution of repository ownership supports intellectual property rights.
ND
Article 18Freedom of Thought
No observable content related to freedom of thought, conscience, or religion on page.
+0.65
Article 19Freedom of Expression
High Advocacy Practice
Editorial
+0.45
Structural
+0.55
SETL
-0.23
Combined
ND
Context Modifier
ND
Repository title and description explicitly invoke 'Humanity's Last Exam' and claim bias-free evaluation. Page supports freedom of expression through public accessibility and code transparency. Repository facilitates receiving and imparting information without interference.
Observable Facts
Page title includes 'LLM-Free Symbolic Reasoning Engine for Humanity's Last Exam (HLE)'.
Repository description claims '3.80% bias-free score via structural verification'.
Public repository model allows unrestricted viewing and forking of information.
No content moderation or filtering is visible on the repository landing page.
Inferences
The explicit reference to 'bias-free' evaluation and 'symbolic reasoning' suggests advocacy for objective information access.
Public repository structure supports freedom to receive and impart information.
Absence of visible content filtering supports freedom of expression.
+0.35
Article 20Assembly & Association
Medium Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND
Repository exists as a public commons enabling assembly and association through open-source collaboration. GitHub's platform structure allows collective action via pull requests, issues, and discussions.
Observable Facts
Repository is public and permits collaborative contribution via GitHub's standard mechanisms.
No restrictions on user association or assembly are visible in access controls.
Repository supports standard GitHub features for collective coordination (issues, discussions).
Inferences
Public repository model structurally enables peaceful assembly and association.
+0.20
Article 21Political Participation
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND
Repository is public and participatory, allowing anyone to view and fork. No voting or political participation mechanisms are visible on-page, but structure enables informed participation through information access.
Observable Facts
Repository is publicly accessible for review by any potential participant.
No authentication is required to view repository content and understand its purpose.
Inferences
Public information access supports informed participation in evaluating symbolic reasoning systems.
ND
Article 22Social Security
No observable content related to social security or welfare rights on page.
ND
Article 23Work & Equal Pay
No observable content related to work rights or employment on page.
ND
Article 24Rest & Leisure
No observable content related to rest and leisure on page.
+0.55
Article 25Standard of Living
Medium Practice
Editorial
ND
Structural
+0.40
SETL
ND
Combined
ND
Context Modifier
ND
Repository structure supports adequate standard of living through access to knowledge without cost. Accessibility features (colorblind themes, high-contrast, keyboard navigation) support adequate digital access for persons with disabilities.
Observable Facts
Repository is free to access and use; no subscription or payment required.
Accessibility color theme variants (colorblind, tritanopia, high-contrast) support users with visual disabilities.
Keyboard navigation support enables access for persons with mobility disabilities.
Skip-to-content link supports users with screen readers.
Inferences
Free access to code resources contributes to adequate standard of living in knowledge economy.
Comprehensive accessibility support demonstrates commitment to non-discrimination in digital access.
+0.53
Article 26Education
Medium Advocacy Practice
Editorial
+0.40
Structural
+0.45
SETL
-0.15
Combined
ND
Context Modifier
ND
Repository title and description emphasize 'bias-free' evaluation and 'structural verification', advocating for education based on objective criteria rather than statistical bias. Public code repository enables educational access.
Observable Facts
Page title explicitly claims '3.80% bias-free score via structural verification, not statistical guessing'.
Repository code is publicly accessible for educational review and learning.
Repository structure supports collaborative learning through open-source model.
Inferences
Advocacy for 'bias-free' evaluation aligns with educational goal of objective assessment.
Public code repository supports educational development and access to technical knowledge.
+0.58
Article 27Cultural Participation
High Advocacy Practice
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND
Repository explicitly claims to address 'Humanity's Last Exam' and symbolic reasoning, directly engaging with scientific and cultural participation. Public repository enables shared benefit from scientific advancement. Code is freely accessible and reusable.
Observable Facts
Repository title references 'Humanity's Last Exam' suggesting engagement with existential scientific questions.
Repository is public and permits free reuse under GitHub's terms.
Code is open-source, enabling community scientific participation and benefit-sharing.
Title references suggest scientific participation in addressing human evaluation challenges.
Public repository model enables shared benefit from scientific and technical advancement.
Open-source license supports community benefit from reasoning engine development.
+0.30
Article 28Social & International Order
Low Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND
GitHub's public repository structure provides minimal procedural justice support for claiming rights. No explicit remedy mechanism is visible on-page beyond standard GitHub reporting tools (not shown in provided content).
Observable Facts
Repository is hosted on GitHub, which provides standard abuse reporting mechanisms (not visible on-page).
Public repository status means content and ownership claims are transparent and auditable.
Inferences
Transparency supports basic procedural fairness through auditability.
ND
Article 29Duties to Community
No observable content related to duties or limitations on rights on page.
ND
Article 30No Destruction of Rights
No observable content related to interpretation of the UDHR itself on page.