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home / ydinkin.substack.com / item 47146373
+0.22 Finding 100 Kernel Bugs Using Agent Swarms (ydinkin.substack.com)
1 points by itkeman 5 hours ago | 0 comments on HN | Topic-narrow; primarily signals on information freedom (Article 19) and education (Article 26). Modest positive tilt driven by open-access publishing model and technical knowledge dissemination. Limited engagement with human rights frameworks beyond expression and education dimensions. Structural privacy concerns (tracking) create modest negative offset. Editorial · vv3.4 · 2026-02-25
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: +0.18 — 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: -0.12 — 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: +0.48 — Freedom of Expression 19 Article 20: +0.18 — 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: +0.40 — 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: +0.20 — 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
Weighted Mean +0.22 Unweighted Mean +0.16
Max +0.48 Article 19 Min -0.12 Article 12
Signal 7 No Data 24
Confidence ND Volatility 0.31 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL +0.10 Editorial-dominant
FW Ratio 60% 0 facts · 0 inferences
Evidence: High: 2 Medium: 3 Low: 2 No Data: 24
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.18 (1 articles) Legal: 0.00 (0 articles) Privacy & Movement: -0.12 (1 articles) Personal: 0.00 (0 articles) Expression: 0.33 (2 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.40 (1 articles) Order & Duties: 0.20 (1 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy
No privacy policy or data handling information visible on post page.
Terms of Service
Terms of service not accessible from post content; inherited from Substack platform.
Accessibility +0.10
Article 3
Page includes alt text for images, semantic HTML structure, and ARIA labels on interactive elements, suggesting baseline accessibility awareness.
Mission
No explicit mission statement visible; publication appears focused on technical/cybersecurity content.
Editorial Code
No editorial standards or guidelines visible on the page.
Ownership
Individual author ownership clear (Yaron Dinkin); no corporate governance concerns apparent.
Access Model +0.15
Article 19 Article 26
Content marked 'isAccessibleForFree: true' in schema; open access without paywall supports information freedom and education principles.
Ad/Tracking -0.10
Article 12
Substack platform includes tracking pixels and analytics; no explicit opt-out visible on page, suggesting potential privacy intrusion on visitors.
Score Breakdown
ND
Preamble Preamble

Preamble principles (dignity, freedom, equality, justice) are not directly engaged by technical content about kernel vulnerability research. No observable advocacy or framing related to foundational human rights principles.

ND
Article 1 Freedom, Equality, Brotherhood

Article 1 addresses innate dignity and equality of all humans. Content is technical and does not engage with equality or dignity frameworks. No observable signals.

ND
Article 2 Non-Discrimination

Article 2 covers non-discrimination. Technical research content does not address discrimination practices or policies. No signals detected.

+0.18
Article 3 Life, Liberty, Security
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Article 3 protects right to life, liberty, personal security. Website structure includes accessibility features (alt text, ARIA labels) suggesting awareness of security/safety for all users. Modest positive signal from structural accessibility practices.

ND
Article 4 No Slavery

Article 4 prohibits slavery. Content is purely technical research. No signals present.

ND
Article 5 No Torture

Article 5 prohibits torture and cruel treatment. Technical content does not address these issues. No observable signals.

ND
Article 6 Legal Personhood

Article 6 protects right to recognition before law. Content focuses on technical vulnerability research, not legal personhood. No signals.

ND
Article 7 Equality Before Law

Article 7 protects equal protection before law. Article does not engage with legal equality or protection frameworks. No signals.

ND
Article 8 Right to Remedy

Article 8 protects right to judicial remedy. Content is technical research, not advocacy for legal remedies or court access. No signals.

ND
Article 9 No Arbitrary Detention

Article 9 protects against arbitrary arrest/detention. Content addresses technical security research, not detention practices. No signals.

ND
Article 10 Fair Hearing

Article 10 protects fair trial rights. Content is technical vulnerability research with no engagement with justice or trial systems. No signals.

ND
Article 11 Presumption of Innocence

Article 11 addresses criminal liability and presumption of innocence. Article content does not engage with criminal law or legal liability concepts. No signals.

-0.12
Article 12 Privacy
Medium Practice Framing
Editorial
+0.10
Structural
-0.20
SETL
+0.24
Combined
ND
Context Modifier
ND

Article 12 protects privacy and correspondence. Editorial content does not disclose personal information of subjects. However, Substack platform implements analytics/tracking without prominent opt-out, suggesting structural privacy intrusion. Modest negative combined score.

ND
Article 13 Freedom of Movement

Article 13 protects freedom of movement. Technical research content does not address movement rights or restrictions. No signals.

ND
Article 14 Asylum

Article 14 addresses asylum and protection from persecution. Content is technical research with no engagement with asylum or refugee rights. No signals.

ND
Article 15 Nationality

Article 15 protects right to nationality. Technical vulnerability research does not engage with nationality or state membership. No signals.

ND
Article 16 Marriage & Family

Article 16 protects family and marriage rights. Content is technical research with no family law or relationship dimensions. No signals.

ND
Article 17 Property

Article 17 protects right to property. Content addresses vulnerability research in software, not property rights or economic systems. No signals.

ND
Article 18 Freedom of Thought

Article 18 protects freedom of conscience and religion. Technical research does not address belief systems or conscience. No signals.

+0.48
Article 19 Freedom of Expression
High Advocacy Practice
Editorial
+0.35
Structural
+0.30
SETL
+0.13
Combined
ND
Context Modifier
ND

Article 19 protects freedom of opinion and expression. Editorial content demonstrates open discourse on technical security research. Structural access is free and open to all readers (isAccessibleForFree: true). Authors freely publish research without apparent censorship. Strong positive signal.

+0.18
Article 20 Assembly & Association
Medium Practice
Editorial
+0.20
Structural
+0.15
SETL
+0.10
Combined
ND
Context Modifier
ND

Article 20 protects freedom of peaceful assembly and association. While content does not directly organize assemblies, the platform enables community discussion and allows readers to comment (comment feature visible). Modest positive signal for enabling associational discourse.

ND
Article 21 Political Participation

Article 21 addresses political participation and voting. Technical research content does not engage with voting systems or political governance. No signals.

ND
Article 22 Social Security

Article 22 protects social security and cultural rights. Content is technical research with no engagement with welfare, cultural participation, or social protection systems. No signals.

ND
Article 23 Work & Equal Pay

Article 23 protects right to work and fair labor conditions. Content is technical research publication, not addressing employment, wages, or labor rights. No signals.

ND
Article 24 Rest & Leisure

Article 24 protects rest and leisure. Content is technical research, not addressing working hours or rest rights. No signals.

ND
Article 25 Standard of Living

Article 25 protects right to adequate standard of living. Technical vulnerability research does not directly address living standards, food, housing, or healthcare. No signals.

+0.40
Article 26 Education
High Advocacy Practice
Editorial
+0.25
Structural
+0.25
SETL
0.00
Combined
ND
Context Modifier
ND

Article 26 protects right to education. Content provides free, accessible technical education and research knowledge to the public. Open-access publishing and clear explanation of complex security research supports educational rights and knowledge dissemination.

ND
Article 27 Cultural Participation

Article 27 addresses cultural and intellectual life. While technical research contributes to knowledge commons, content does not directly advocate for cultural participation or intellectual property rights frameworks. No clear signals.

ND
Article 28 Social & International Order

Article 28 calls for just social and international order. Content is technical research; does not address systemic justice or international relations. No signals.

+0.20
Article 29 Duties to Community
Medium Practice
Editorial
+0.20
Structural
+0.20
SETL
0.00
Combined
ND
Context Modifier
ND

Article 29 establishes duties to community. Technical research on kernel bugs/security vulnerabilities serves public safety and community protection goals, implicitly supporting collective welfare through improved system security.

ND
Article 30 No Destruction of Rights

Article 30 addresses prohibition of rights destruction. Content does not advocate for limitation or abolition of human rights. No signals present.

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build 359ddd7+1rs2 · 2026-02-25 03:53 UTC