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home / github.com / item 47145060
+0.22 Tau Router – Using a Number-Theory Invariant to Partition Long-Context Retrieval (github.com)
2 points by davidames0523 15 hours ago | 0 comments on HN | STRUCTURAL_POSITIVE_WITH_PRIVACY_CONCERN Landing Page · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.37 — Preamble P Article 1: +0.28 — Freedom, Equality, Brotherhood 1 Article 2: +0.28 — Non-Discrimination 2 Article 3: +0.34 — 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: +0.33 — 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: -0.05 — Privacy 12 Article 13: +0.15 — 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: +0.25 — Freedom of Thought 18 Article 19: +0.56 — Freedom of Expression 19 Article 20: +0.38 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: +0.10 — Social Security 22 Article 23: +0.15 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.40 — Standard of Living 25 Article 26: +0.35 — Education 26 Article 27: +0.41 — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: +0.15 — Duties to Community 29 Article 30: +0.13 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.22 Unweighted Mean +0.18
Max +0.56 Article 19 Min -0.05 Article 12
Signal 15 No Data 16
Confidence ND Volatility 0.23 (Low)
Negative 1 Channels E: 0.3 S: 0.7
SETL -0.07 Structural-dominant
FW Ratio 61% 0 facts · 0 inferences
Evidence: High: 1 Medium: 10 Low: 4 No Data: 16
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.31 (3 articles) Security: 0.34 (1 articles) Legal: 0.33 (1 articles) Privacy & Movement: 0.05 (2 articles) Personal: 0.25 (1 articles) Expression: 0.47 (2 articles) Economic & Social: 0.22 (3 articles) Cultural: 0.38 (2 articles) Order & Duties: 0.14 (2 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy +0.12
Article 12 Article 3
GitHub has a comprehensive privacy policy and implements technical measures visible in page (DNS prefetch, analytics nonce tokens) suggesting privacy-aware infrastructure. Positive modifier for privacy infrastructure awareness.
Terms of Service +0.08
Article 1 Article 7
GitHub terms of service are accessible and apply equally to all users. Modest positive modifier for equal application of rules.
Accessibility +0.15
Article 25 Article 26
Page contains multiple accessibility features: skip-to-content link, high-contrast theme options, keyboard shortcut support, ARIA labels, semantic HTML. Strong signal of accessibility commitment.
Mission +0.05
Article 19 Article 20
GitHub's mission implicit in platform design: enable collaborative code sharing and community development. Modest positive alignment with freedom of expression and association.
Editorial Code
No explicit editorial code detected on this repository landing page.
Ownership 0.00
GitHub is a commercial platform owned by Microsoft. Neutral stance—no observable discriminatory ownership structure on this page.
Access Model +0.18
Article 19 Article 27
Repository is public and freely accessible; no paywall or discriminatory access control visible. GitHub offers free tier access enabling participation. Positive modifier for non-discriminatory access.
Ad/Tracking -0.10
Article 12
Page contains octolytics tracking (browser stats, analytics collection endpoints visible in meta tags and scripts). Tracking infrastructure present without explicit user consent banner visible in truncated content. Modest negative modifier.
Score Breakdown
+0.37
Preamble Preamble
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

GitHub platform structure demonstrates commitment to human dignity and equal rights by providing non-discriminatory public repository hosting. Accessibility features, skip-to-content link, and keyboard navigation support underlying principle of equal dignity. Meta structure suggests user-centric design.

+0.28
Article 1 Freedom, Equality, Brotherhood
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

GitHub repository system treats all users equally regardless of background. No discriminatory access controls visible. Public nature of repo and standardized interface suggests equal treatment under platform rules.

+0.28
Article 2 Non-Discrimination
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

No observable content suggesting discrimination based on status, nationality, race, or other grounds. Public repository accessible to all without discriminatory filtering.

+0.34
Article 3 Life, Liberty, Security
Medium Practice
Editorial
ND
Structural
+0.22
SETL
ND
Combined
ND
Context Modifier
ND

GitHub's public repository system enables life and security by facilitating knowledge sharing and collaborative development. Code repositories enable security research, humanitarian tooling, and community resilience.

ND
Article 4 No Slavery

No observable content relating to slavery or servitude on this repository page.

ND
Article 5 No Torture

No observable content relating to torture or cruel treatment on this page.

ND
Article 6 Legal Personhood

No observable content relating to legal personhood or right to life determination on this page.

+0.33
Article 7 Equality Before Law
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

GitHub's standardized Terms of Service apply equally to all users. No observable differential legal protection or bias in enforcement mechanisms visible on this page.

ND
Article 8 Right to Remedy

No observable content relating to legal remedies or recourse mechanisms on repository page.

ND
Article 9 No Arbitrary Detention

No observable content relating to arbitrary arrest or detention on this page.

ND
Article 10 Fair Hearing

No observable content relating to fair trial or legal process on repository page.

ND
Article 11 Presumption of Innocence

No observable content relating to presumption of innocence or criminal liability on this page.

-0.05
Article 12 Privacy
Medium Practice
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

GitHub implements privacy infrastructure (nonce tokens, analytics collection) but tracking mechanisms visible in page load. Meta tags include octolytics tracking endpoints. Privacy policy exists but not invoked on this page. Mixed signal: infrastructure present but tracking also present.

+0.15
Article 13 Freedom of Movement
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

GitHub allows users to move repositories, export code, and maintain freedom of movement within and outside the platform through git protocols and exports. Page does not restrict movement.

ND
Article 14 Asylum

No observable content relating to asylum or persecution on repository page.

ND
Article 15 Nationality

No observable content relating to nationality on this repository page.

ND
Article 16 Marriage & Family

No observable content relating to marriage or family rights on this page.

ND
Article 17 Property

No observable content relating to property ownership on repository page.

+0.25
Article 18 Freedom of Thought
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

GitHub repository system enables freedom of thought and belief by allowing open publication of code, ideas, and collaborative development. No filtering of content based on belief systems visible.

+0.56
Article 19 Freedom of Expression
High Advocacy Practice
Editorial
+0.35
Structural
+0.40
SETL
-0.14
Combined
ND
Context Modifier
ND

GitHub's core function is enabling freedom of expression through code sharing, open source, and collaborative development. Repository system facilitates seeking, receiving, and imparting information without censorship. Public accessibility and open collaboration are fundamental platform design principles.

+0.38
Article 20 Assembly & Association
Medium Advocacy Practice
Editorial
+0.30
Structural
+0.35
SETL
-0.13
Combined
ND
Context Modifier
ND

GitHub enables peaceful assembly and association through open source communities, issue discussions, and collaborative development. No visible restrictions on group participation or organizing.

ND
Article 21 Political Participation

No observable content relating to political participation or suffrage on repository page.

+0.10
Article 22 Social Security
Low Practice
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

GitHub enables social security through knowledge sharing and collaborative problem-solving. Open source facilitates humanitarian and social benefit projects, though platform itself is not explicitly a social security provider.

+0.15
Article 23 Work & Equal Pay
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

GitHub enables work and employment by facilitating code portfolios, open source contributions, and job discovery. Repository allows developers to showcase skills and contribute to work projects.

ND
Article 24 Rest & Leisure

No observable content relating to rest and leisure on repository page.

+0.40
Article 25 Standard of Living
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

GitHub demonstrates strong accessibility commitment enabling adequate standard of living through inclusive design. Multiple color themes, keyboard navigation, ARIA labels, and semantic HTML accommodate diverse user needs.

+0.35
Article 26 Education
Medium Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

GitHub enables education and learning through open source, code examples, and collaborative development. Repository serves educational function by making code publicly available for study and learning.

+0.41
Article 27 Cultural Participation
Medium Advocacy Practice
Editorial
+0.20
Structural
+0.25
SETL
-0.11
Combined
ND
Context Modifier
ND

GitHub enables participation in cultural life and scientific progress through open source, collaborative development, and knowledge sharing. Repository system facilitates global participation in technological advancement.

ND
Article 28 Social & International Order

No observable content relating to international social and economic order on repository page.

+0.15
Article 29 Duties to Community
Low Practice
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

GitHub repository system implies community responsibility through open source ethos, but no explicit community duty language visible. Platform enables contribution to collective good through code sharing.

+0.13
Article 30 No Destruction of Rights
Low Practice
Editorial
+0.15
Structural
+0.10
SETL
+0.09
Combined
ND
Context Modifier
ND

GitHub's terms of service restrict certain uses (DMCA takedowns, illegal content) which technically limit absolute interpretation of rights, but such restrictions are consistent with UDHR Article 29 limitations for protection of others' rights.

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