Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → home / github.com / item 47392677
Summary Digital Access & Safety Neutral
This GitHub repository hosts a software project for adversarial testing of AI agent defenses. The page presents minimal editorial content focused on technical capability rather than human rights principles, though the project engages indirectly with AI safety concerns. GitHub's structural infrastructure (encryption, no tracking, accessibility features) provides baseline protections for privacy and expression (Articles 12, 19), while the repository itself functions as a neutral platform for shared technical knowledge creation.
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: -0.05 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — 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: 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
Aggregates
Weighted Mean -0.05 Unweighted Mean -0.05 Max -0.05 Article 19 Min -0.05 Article 19 Signal 1 No Data 30 Volatility 0.00 (Low) Negative 1 Channels E: 0.6 S: 0.4 SETL ℹ -0.27
Structural-dominant FW Ratio ℹ 58% 19 facts · 14 inferences Agreement High 3 models · spread ±0.025
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: -0.05 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
-0.25
High Framing Practice
Repository description frames AI agent adversarial testing ('stress-test AI agent defenses through adversarial play'). While this engages with AI safety, the framing emphasizes testing/attack rather than freedom of expression itself. The content does not discuss free speech principles.
FW Ratio: 57%
Observable Facts
Repository description states purpose: 'A live environment to stress-test AI agent defenses through adversarial play 🧠' Repository accessible as public repository on GitHub platform. Users can fork, clone, and create derivative works under GitHub's default license terms. Page source contains no content filtering or expression restriction mechanisms. Inferences
The adversarial/stress-testing framing focuses on safety evaluation rather than free expression protection. Public repository status and fork capability enable expression and creative reuse. GitHub's infrastructure protects from surveillance that would chill expression. ND
Medium Practice
No editorial content addressing human dignity or universal human rights principles.
FW Ratio: 50%
Observable Facts
Page renders a GitHub repository interface with project metadata and feature flags. Security headers (HTTPS, HSTS, CSP) are configured at the domain level. Inferences
Security infrastructure provides baseline protection for user autonomy and privacy. The modest structural modifier reflects GitHub's security posture rather than content-level engagement with human rights principles. ND
Low Practice
Repository does not discuss human equality or rights.
FW Ratio: 50%
Observable Facts
Repository page accessed through GitHub's standard interface available to all registered users. Inferences
GitHub's structural equality (non-discriminatory access) provides minor positive signal for Article 1 principles. ND
Low Practice
No editorial content addressing discrimination or protected characteristics.
FW Ratio: 50%
Observable Facts
Repository interface presents no discriminatory filters or access restrictions based on protected characteristics. Inferences
Absence of visible discrimination in access structure aligns with Article 2 non-discrimination principle. ND
Medium Practice
No editorial content addressing right to life or security.
FW Ratio: 67%
Observable Facts
HTTPS connection encrypts data in transit. HSTS and CSP headers configured at domain level for security enforcement. Inferences
Cryptographic and policy-level security measures support user safety and account integrity. ND
No evidence of slavery or servitude discussion or practice.
ND
No content addressing torture or cruel treatment.
ND
No content on right to legal personality.
ND
No content on equality before law.
ND
No content on remedies for rights violations.
ND
No content on arbitrary arrest or detention.
ND
No content on fair trial or due process.
ND
No content on criminal liability or presumption of innocence.
ND
Medium Practice
No editorial content on privacy.
FW Ratio: 67%
Observable Facts
No third-party tracking pixels or analytics detected in page source. HTTPS encryption protects privacy of repository access patterns. Inferences
Absence of invasive tracking and encryption support Article 12 privacy protections. ND
Low
No content on freedom of movement.
FW Ratio: 50%
Observable Facts
Repository is accessible from any geographic location via internet. Inferences
No evidence of movement restrictions. ND
No content on asylum or refuge.
ND
No content on nationality.
ND
No content on marriage or family.
ND
No content on property rights.
ND
Low
No content on freedom of conscience or religion.
FW Ratio: 50%
Observable Facts
Repository provides neutral hosting space without ideological filtering of repository content. Inferences
Neutrality of platform implies non-interference with expression of thought. ND
Low
No content on freedom of assembly or association.
FW Ratio: 50%
Observable Facts
Repository structure includes Issues and Discussions sections available on GitHub. Inferences
Platform structure permits association without active restriction. ND
No content on political participation.
ND
No content on social security or economic rights.
ND
No content on work or employment rights.
ND
No content on rest, leisure, or limited working hours.
ND
No content on adequate standard of living or health.
ND
Medium
No editorial content on education.
FW Ratio: 67%
Observable Facts
Repository contains educational content (AI adversarial testing code and documentation). GitHub accessibility configuration provides language attributes and complete alt text coverage. Inferences
Accessible structure supports educational access; however, repository itself has neutral educational intent rather than advocacy. ND
Medium
No content on cultural participation or scientific advancement.
FW Ratio: 67%
Observable Facts
Repository engages with AI safety research community through public code sharing. GitHub infrastructure enables collaborative contribution to scientific knowledge. Inferences
Participation in open-source technical culture supports Article 27 principles neutrally. ND
No content on social and international order.
ND
No content on duties or limitations of rights.
ND
No content on interpretation or misuse of rights.
Structural Channel
What the site does
Element Modifier Affects Note br_tracking +0.05 Preamble ¶5 Article 12 Article 19
No third-party trackers detected br_security +0.05 Article 3 Article 12
Security headers: HTTPS, HSTS, CSP br_accessibility 0.00 Article 26 Article 27 ¶1
Accessibility: lang attr, 100% alt text br_consent 0.00 Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
+0.05
High Framing Practice
GitHub's infrastructure (no trackers per DCP, HTTPS) supports freedom of expression; repository can be publicly forked and modified.
ND
Medium Practice
GitHub's infrastructure implements HTTPS, HSTS, and CSP headers supporting security and privacy foundations underlying rights protection (from DCP).
ND
Low Practice
GitHub's platform-level terms of service and anti-discrimination policies apply universally to all users regardless of status.
ND
Low Practice
GitHub's access controls and terms apply equally across protected categories; no visible discriminatory architecture on this repository page.
ND
Medium Practice
HTTPS and security headers (from DCP) provide technical protection for user account security and data integrity.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Medium Practice
GitHub's infrastructure (HTTPS, no third-party trackers per DCP) protects user privacy from arbitrary interference.
ND
Low
Repository page does not restrict or enable movement in physical or digital sense relevant to Article 13.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Repository itself exists within GitHub's terms; no relevant structural signals.
ND
Low
Repository hosting does not restrict or enable freedom of conscience.
ND
Low
Repository does not restrict or enable assembly; GitHub's community features (discussions, issues) provide neutral infrastructure.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Repository is not a labor context; not applicable.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Medium
Repository code and documentation accessible; GitHub platform includes full alt text and accessibility features per DCP (100% alt text).
ND
Medium
Repository participates in scientific/technical culture; GitHub's open-source framework enables shared creation and cultural participation.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
ND
Not applicable to a software repository.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.65 low claims
Sources 0.6 Evidence 0.5 Uncertainty 0.7 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.1 Arousal 0.3 Dominance 0.4
Does the content identify its author and disclose interests?
0.50
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.65 solution oriented
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: institution
Is this content looking backward, at the present, or forward?
present unspecified
What geographic area does this content cover?
global How accessible is this content to a general audience?
technical medium jargon domain specific
Longitudinal
125 HN snapshots · 5 evals
Audit Trail
13 entries all eval pipeline all models llama-4-scout-wai-psq llama-4-scout-wai llama-3.3-70b-wai-psq llama-3.3-70b-wai claude-haiku-4-5-20251001
newest first
2026-03-16 02:26 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - - 2026-03-16 02:26
eval
Evaluated by llama-4-scout-wai-psq : +0.60 (Strong positive) 2026-03-16 02:23 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 02:23 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-16 02:23
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) reasoning Technical content, no explicit human rights discussion
2026-03-16 00:11 eval_success PSQ evaluated: g-PSQ=0.000 (3 dims) - - 2026-03-16 00:11
eval
Evaluated by llama-3.3-70b-wai-psq : 0.00 (Neutral) 2026-03-16 00:08 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 00:08 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - - 2026-03-16 00:08
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Technical content with zero rights discussion
2026-03-16 00:01 eval_success Evaluated: Neutral (-0.05) - - 2026-03-16 00:01 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 10R - - 2026-03-16 00:01
eval
Evaluated by claude-haiku-4-5-20251001 : -0.05 (Neutral) 11,708 tokens