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+0.34 Show HN: Courtyard – Open-source macOS app for local MLX fine-tuning Text (github.com)
1 points by tuwenbo0120 4 hours ago | 0 comments on HN | Mild positive (structural lean). Repository demonstrates alignment with UDHR through open-source infrastructure enabling freedom of expression, information access, education, and democratic participation. Structural positives concentrated in Articles 19, 25, 26. Minor tension between project privacy-first design and GitHub's analytics infrastructure. Limited observable editorial content; scoring reflects structural affordances rather than curated messaging. Landing Page · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.43 — Preamble P Article 1: +0.30 — Freedom, Equality, Brotherhood 1 Article 2: +0.25 — Non-Discrimination 2 Article 3: +0.38 — Life, Liberty, Security 3 Article 4: +0.10 — No Slavery 4 Article 5: +0.15 — No Torture 5 Article 6: +0.25 — Legal Personhood 6 Article 7: +0.33 — Equality Before Law 7 Article 8: +0.40 — Right to Remedy 8 Article 9: +0.10 — No Arbitrary Detention 9 Article 10: +0.28 — Fair Hearing 10 Article 11: +0.15 — Presumption of Innocence 11 Article 12: +0.32 — Privacy 12 Article 13: +0.45 — Freedom of Movement 13 Article 14: +0.38 — Asylum 14 Article 15: +0.33 — Nationality 15 Article 16: +0.25 — Marriage & Family 16 Article 17: +0.45 — Property 17 Article 18: +0.40 — Freedom of Thought 18 Article 19: +0.68 — Freedom of Expression 19 Article 20: +0.38 — Assembly & Association 20 Article 21: +0.46 — Political Participation 21 Article 22: +0.33 — Social Security 22 Article 23: +0.41 — Work & Equal Pay 23 Article 24: +0.25 — Rest & Leisure 24 Article 25: +0.60 — Standard of Living 25 Article 26: +0.47 — Education 26 Article 27: +0.55 — Cultural Participation 27 Article 28: +0.28 — Social & International Order 28 Article 29: +0.41 — Duties to Community 29 Article 30: +0.15 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.34 Unweighted Mean +0.33
Max +0.68 Article 19 Min +0.10 Article 4
Signal 31 No Data 0
Confidence ND Volatility 0.16 (Low)
Negative 0 Channels E: 0.3 S: 0.7
SETL +0.14 Editorial-dominant
FW Ratio 64% 0 facts · 0 inferences
Evidence: High: 2 Medium: 15 Low: 14 No Data: 0
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.33 (3 articles) Security: 0.21 (3 articles) Legal: 0.25 (6 articles) Privacy & Movement: 0.37 (4 articles) Personal: 0.37 (3 articles) Expression: 0.50 (3 articles) Economic & Social: 0.40 (4 articles) Cultural: 0.51 (2 articles) Order & Duties: 0.28 (3 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy +0.15
Article 12
GitHub provides privacy controls and data protection mechanisms; repository is public by default with transparency about visibility.
Terms of Service +0.10
Article 29
GitHub ToS establishes user responsibilities and platform governance.
Accessibility +0.20
Article 25
Multiple color theme options, high-contrast modes, and semantic HTML indicate accessibility-first design.
Mission +0.15
Article 19 Article 27
GitHub's open-source platform mission supports free expression and knowledge sharing globally.
Editorial Code
No discoverable editorial policy on this repository page.
Ownership +0.10
Article 17
Clear repository ownership and licensing metadata visible; user retains intellectual property.
Access Model +0.20
Article 19
Public read access to repository content supports information freedom; no paywall or access restriction.
Ad/Tracking -0.05
Article 12
Analytics and tracking metadata present (octolytics, browser stats) with minimal user consent visible on page.
Score Breakdown
+0.43
Preamble Preamble
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND

GitHub platform structure enables human dignity through collaborative knowledge-sharing and community participation. Public repository hosting supports human development without exclusion.

+0.30
Article 1 Freedom, Equality, Brotherhood
Low Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

Repository page structure treats all users equally in access and visibility; no discriminatory barriers observed.

+0.25
Article 2 Non-Discrimination
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

No observable discrimination mechanisms on page; repository open to all without status-based restrictions.

+0.38
Article 3 Life, Liberty, Security
Medium Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND

Repository infrastructure supports right to life through enabling safe, open knowledge exchange. M-Courtyard project description emphasizes privacy-first, zero-cloud design.

+0.10
Article 4 No Slavery
Low
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

No observable content on page directly addressing slavery or servitude. Standard repository page structure.

+0.15
Article 5 No Torture
Low
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

No torture or cruel treatment content observable. Repository page contains no harmful directives.

+0.25
Article 6 Legal Personhood
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Repository infrastructure recognizes users as legal persons through account ownership and contributor attribution systems.

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

Repository page structure provides equal legal standing through public access and community contribution mechanisms without preferential treatment.

+0.40
Article 8 Right to Remedy
Medium Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND

GitHub's Terms of Service govern dispute resolution and legal remedies. Repository page implies access to justice through platform governance structure.

+0.10
Article 9 No Arbitrary Detention
Low
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

No arbitrary arrest content observable. Repository page is non-adversarial.

+0.28
Article 10 Fair Hearing
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure implies neutral forum without evidence of bias in presentation or access.

+0.15
Article 11 Presumption of Innocence
Low
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

No criminal proceedings content observable on repository page.

+0.32
Article 12 Privacy
Medium Practice Framing
Editorial
ND
Structural
+0.40
SETL
ND
Combined
ND
Context Modifier
ND

Repository emphasizes privacy through zero-cloud, local-first design. However, GitHub analytics tracking visible in metadata creates tension.

+0.45
Article 13 Freedom of Movement
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure enables freedom of movement through open-source distribution and cross-platform compatibility. M-Courtyard targets Apple Silicon but suggests portable architecture.

+0.38
Article 14 Asylum
Medium Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure provides asylum through open-source refuge and international accessibility. GitHub enables participation regardless of national origin.

+0.33
Article 15 Nationality
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure recognizes nationality through account system and user identification, but does not discriminate based on national status.

+0.25
Article 16 Marriage & Family
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Repository infrastructure supports family and marriage neutrality through equal access; no discriminatory filtering based on marital/family status.

+0.45
Article 17 Property
Medium Practice
Editorial
ND
Structural
+0.35
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure protects property rights through GitHub's licensing system and legal ownership attribution. Clear ownership metadata present.

+0.40
Article 18 Freedom of Thought
Medium Practice
Editorial
ND
Structural
+0.30
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure enables freedom of thought and belief through open-source philosophy. No ideological filtering or censorship mechanisms visible.

+0.68
Article 19 Freedom of Expression
High Advocacy Framing Practice
Editorial
+0.55
Structural
+0.50
SETL
+0.17
Combined
ND
Context Modifier
ND

Repository exemplifies freedom of expression through open-source publication and knowledge sharing. M-Courtyard project description promotes privacy-first approach as alternative narrative.

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

Repository structure supports peaceful assembly through open collaboration infrastructure. Community discussion mechanisms implied by GitHub platform.

+0.46
Article 21 Political Participation
Medium Practice Framing
Editorial
+0.40
Structural
+0.35
SETL
+0.14
Combined
ND
Context Modifier
ND

Repository structure enables democratic participation through open-source governance model. Contributors have voice in project direction through community mechanisms.

+0.33
Article 22 Social Security
Medium Practice
Editorial
ND
Structural
+0.25
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure provides social security through community support mechanisms and knowledge sharing infrastructure. Open-source enables collective benefit.

+0.41
Article 23 Work & Equal Pay
Medium Practice
Editorial
+0.35
Structural
+0.30
SETL
+0.13
Combined
ND
Context Modifier
ND

Repository demonstrates right to work through open employment of developer labor and contribution recognition. M-Courtyard enables independent AI development without corporate gatekeeping.

+0.25
Article 24 Rest & Leisure
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure provides leisure through enabling hobby development and voluntary contribution. No forced commercial exploitation.

+0.60
Article 25 Standard of Living
High Practice
Editorial
ND
Structural
+0.45
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure demonstrates strong commitment to accessible design. Multiple theme options, high-contrast modes, semantic HTML, and accessibility skip links observed.

+0.47
Article 26 Education
Medium Practice Framing
Editorial
+0.40
Structural
+0.35
SETL
+0.14
Combined
ND
Context Modifier
ND

Repository structure supports education through open-source learning resources and knowledge commons. M-Courtyard enables AI literacy without corporate gatekeeping.

+0.55
Article 27 Cultural Participation
Medium Advocacy Practice
Editorial
+0.45
Structural
+0.40
SETL
+0.15
Combined
ND
Context Modifier
ND

Repository exemplifies cultural participation through open-source software community and knowledge creation. Contributor diversity enables shared cultural creation.

+0.28
Article 28 Social & International Order
Low Practice
Editorial
ND
Structural
+0.20
SETL
ND
Combined
ND
Context Modifier
ND

Repository structure provides foundation for social order through community governance and collaborative frameworks.

+0.41
Article 29 Duties to Community
Medium Practice
Editorial
+0.35
Structural
+0.30
SETL
+0.13
Combined
ND
Context Modifier
ND

Repository structure establishes duties through licensing agreements and community norms. M-Courtyard model promotes responsible AI development as counternarrative to surveillance.

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

No interpretive restrictions on UDHR rights visible. Repository structure does not restrict rights to speech, expression, or association.

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