Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology → home / github.com / item 47390228
Summary Digital Knowledge Sharing Acknowledges
This GitHub repository page for 'goal-md' presents a technical software project focused on autonomous coding agents. The content exhibits minimal editorial engagement with human rights themes, but the structural context—open-source publication on GitHub with security infrastructure, accessibility compliance, and no third-party tracking—demonstrates modest support for Article 20 (freedom of association), Article 19 (freedom of expression), and Article 27 (participation in scientific advancement). The platform's collaborative architecture enables participation in knowledge-sharing communities.
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: ND — Freedom of Expression Article 19: No Data — 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: +0.15 — 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 +0.15 Unweighted Mean +0.15 Max +0.15 Article 27 Min +0.15 Article 27 Signal 1 No Data 30 Volatility 0.00 (Low) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.14
Editorial-dominant FW Ratio ℹ 50% 10 facts · 10 inferences Agreement Moderate 3 models · spread ±0.075
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: 0.00 (0 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.15 (1 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.20
Medium Advocacy Practice
Repository description references 'autonomous coding agents' and generalizes research methodology ('autoresearch'), suggesting engagement with artificial capabilities and knowledge advancement.
FW Ratio: 50%
Observable Facts
Repository page displays title referencing 'autonomous coding agents' and Karpathy's autoresearch generalization. Project published as open-source code on GitHub, publicly accessible for download and contribution. Repository structure supports participation in scientific/technical advancement through public code sharing. Inferences
The project's focus on agent-based coding and research generalization suggests contribution to scientific advancement and knowledge development. Open-source publication enables community participation in scientific/cultural progress without access barriers. Generalization of research methodologies supports shared knowledge advancement and benefit of scientific progress. ND
Low
No editorial content present; repository page contains code and metadata only.
FW Ratio: 50%
Observable Facts
Page displays repository metadata for 'goal-md' project with description 'A goal-specification file for autonomous coding agents.' Inferences
The presence of HTTPS and security headers suggests organizational commitment to data integrity and user protection. ND
No content addressing equal rights or human dignity.
ND
No content addressing non-discrimination principles.
ND
Low Practice
No editorial content on right to life or security.
FW Ratio: 50%
Observable Facts
Page served over HTTPS with HSTS and Content Security Policy headers enabled. Inferences
Security headers reduce risk of man-in-the-middle attacks and unauthorized data interception, supporting personal security. ND
No content on slavery or servitude.
ND
No content on torture or cruel treatment.
ND
No content on recognition as a person before the law.
ND
No content on equal protection of the law.
ND
No content on access to justice or remedies.
ND
No content on freedom from arbitrary arrest or detention.
ND
No content on fair trial rights.
ND
No content on presumption of innocence or ex post facto law.
ND
Low Practice
No editorial content on privacy or family.
FW Ratio: 50%
Observable Facts
Page exhibits no third-party tracking pixels or cookies detected; HTTPS transport encryption enabled. Inferences
Absence of third-party trackers suggests minimal surveillance of user behavior and reduced privacy intrusion. ND
No content on freedom of movement.
ND
No content on right to asylum or nationality.
ND
No content on nationality rights.
ND
No content on marriage or family rights.
ND
No content on property rights.
ND
No content on freedom of conscience and religion.
ND
Low Practice
No editorial content on freedom of expression.
FW Ratio: 50%
Observable Facts
Repository page published on GitHub, a public code-sharing platform accessible without sign-in restrictions. Inferences
Public repository availability on infrastructure without third-party tracking supports freedom of expression and information access. ND
Medium Practice
No editorial content on freedom of assembly.
FW Ratio: 50%
Observable Facts
Repository exists on GitHub platform which provides pull request, issues, and discussions features for collective participation. Goal-md project appears designed for collaborative use by multiple autonomous agents or developers. Inferences
The collaborative structure of open source repositories on GitHub enables freedom of association among developers and contributors. Public repository creation and contribution mechanisms support collective action and peaceful assembly in digital form. ND
No content on democratic participation or voting.
ND
No content on social security or welfare.
ND
No content on work, employment, or labor rights.
ND
No content on rest or leisure.
ND
No content on health, food, or adequate standard of living.
ND
Low
No editorial content on education or development.
FW Ratio: 50%
Observable Facts
Page contains lang attribute and 100% alt text coverage for images. Inferences
Accessibility features enable access for users with visual impairments or language preferences, supporting educational and informational access. ND
No content on social and international order.
ND
No content on duties to community.
ND
No content on prevention of rights restriction.
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
+0.10
Medium Advocacy Practice
GitHub platform enables open source code repository, supporting free participation in cultural and scientific advancement. Publicly accessible codebase contributes to collective knowledge. Domain accessibility baseline met.
ND
Low
Security headers detected (HTTPS, HSTS, CSP); no third-party trackers observed. Domain modifier +0.05 applied for security posture.
ND
No observable structural signals related to equal human rights.
ND
No observable structural signals related to discrimination protections.
ND
Low Practice
Security infrastructure (HTTPS, HSTS, CSP) protects data integrity and transmission security. Domain modifier +0.05 applied.
ND
No observable structural signals related to slavery or servitude.
ND
No observable structural signals related to torture or cruel treatment.
ND
No observable structural signals related to legal personhood.
ND
No observable structural signals related to legal equality.
ND
No observable structural signals related to judicial remedies.
ND
No observable structural signals related to arrest or detention.
ND
No observable structural signals related to trial procedures.
ND
No observable structural signals related to criminal procedure.
ND
Low Practice
No third-party tracking observed; security headers present. Domain modifier +0.05 applied for privacy-protective infrastructure.
ND
No observable structural signals related to movement restrictions.
ND
No observable structural signals related to asylum or nationality.
ND
No observable structural signals related to nationality.
ND
No observable structural signals related to marriage or family.
ND
No observable structural signals related to property.
ND
No observable structural signals related to conscience or religion.
ND
Low Practice
GitHub platform enables open source code sharing and publication; no tracking or censorship observed. Domain modifier +0.05 applied.
ND
Medium Practice
GitHub supports collaborative development and community contribution through pull requests, issues, and discussions. Repository structure enables collective participation in open source projects.
ND
No observable structural signals related to political participation.
ND
No observable structural signals related to social protection.
ND
No observable structural signals related to labor conditions.
ND
No observable structural signals related to rest or leisure.
ND
No observable structural signals related to health or welfare.
ND
Low
Repository page exhibits full alt text coverage and language attribute present. Domain modifier 0 applied for baseline accessibility compliance.
ND
No observable structural signals related to social or international order.
ND
No observable structural signals related to community duties.
ND
No observable structural signals related to rights restrictions.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.47 low claims
Sources 0.3 Evidence 0.4 Uncertainty 0.5 Purpose 0.7
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
detached
Valence +0.1 Arousal 0.2 Dominance 0.3
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?
0.64 solution oriented
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: institution
About: individuals
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 high jargon domain specific
Longitudinal
154 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 02:28 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - - 2026-03-16 02:28
eval
Evaluated by llama-4-scout-wai-psq : +0.12 (Mild positive) 2026-03-16 02:27 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 02:27
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) reasoning Technical content, zero rights discussion, neutral editorial stance
2026-03-16 02:27 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - - 2026-03-16 00:21 eval_success PSQ evaluated: g-PSQ=0.145 (3 dims) - - 2026-03-16 00:21
eval
Evaluated by llama-3.3-70b-wai-psq : +0.14 (Mild positive) 2026-03-16 00:18 eval_success Lite evaluated: Neutral (0.00) - - 2026-03-16 00:18
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Technical content, zero rights discussion
2026-03-16 00:18 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - - 2026-03-16 00:03 eval_success Evaluated: Mild positive (0.15) - - 2026-03-16 00:03 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 6R - - 2026-03-16 00:03
eval
Evaluated by claude-haiku-4-5-20251001 : +0.15 (Mild positive) 11,596 tokens