Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Development
claude-haiku-4-5-20251001 +0.30 +0.25 Moderate positive 0.21 0.07 Digital Access & Science Democratization
deepseek/deepseek-v3.2-20251201 ND ND — — — —
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite claude-haiku-4-5-20251001 deepseek/deepseek-v3.2-20251201
Preamble ND ND 0.35 ND
Article 1 ND ND 0.28 ND
Article 2 ND ND 0.28 ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 ND ND 0.04 ND
Article 13 ND ND 0.53 ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND -0.05 ND
Article 18 ND ND ND ND
Article 19 ND ND 0.72 ND
Article 20 ND ND 0.33 ND
Article 21 ND ND ND ND
Article 22 ND ND 0.23 ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND 0.47 ND
Article 26 ND ND 0.53 ND
Article 27 ND ND 0.63 ND
Article 28 ND ND 0.17 ND
Article 29 ND ND 0.13 ND
Article 30 ND ND 0.23 ND
+0.30 Show HN: EEGFrontier – A compact open-source EEG board using ADS1299 (github.com S:+0.25 )
4 points by TheusHen 17 hours ago | 0 comments on HN | Moderate positive Contested Product · v3.7 · 2026-03-01 00:51:11 0
Summary Digital Access & Science Democratization Advocates
EEGFrontier is an open-source hardware project designed to democratize access to neuroscience technology for measuring cognitive focus. The repository advocates for human rights through its open-source model, which removes economic barriers to advanced technology, supports freedom of expression and information sharing, and enables global participation in scientific advancement. The project's structure on GitHub, combined with transparent documentation and unrestricted collaboration, aligns substantially with UDHR principles around education, scientific participation, and equitable access to technology.
Article Heatmap
Preamble: +0.35 — Preamble P Article 1: +0.28 — Freedom, Equality, Brotherhood 1 Article 2: +0.28 — 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: +0.04 — Privacy 12 Article 13: +0.53 — 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: -0.05 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.72 — Freedom of Expression 19 Article 20: +0.33 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: +0.23 — 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: +0.47 — Standard of Living 25 Article 26: +0.53 — Education 26 Article 27: +0.63 — Cultural Participation 27 Article 28: +0.17 — Social & International Order 28 Article 29: +0.13 — Duties to Community 29 Article 30: +0.23 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.30 Structural Mean +0.25
Weighted Mean +0.34 Unweighted Mean +0.32
Max +0.72 Article 19 Min -0.05 Article 17
Signal 15 No Data 16
Volatility 0.21 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL ℹ +0.07 Editorial-dominant
FW Ratio ℹ 50% 24 facts · 24 inferences
Evidence 21% coverage ℹ
9M 6L 16 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.30 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.29 (2 articles) Personal: -0.05 (1 articles) Expression: 0.53 (2 articles) Economic & Social: 0.35 (2 articles) Cultural: 0.57 (2 articles) Order & Duties: 0.18 (3 articles)
Editorial Channel
What the content says
+0.55
Article 19 Freedom of Expression
Medium Advocacy
Editorial
+0.55
SETL
+0.17

Open-source project exemplifies freedom of expression through unrestricted knowledge sharing; repository enables open discussion and documentation.

+0.50
Article 13 Freedom of Movement
Medium Advocacy
Editorial
+0.50
SETL
-0.17

Open-source project inherently supports freedom of movement and residence by enabling global knowledge dissemination without geographic restriction.

+0.45
Article 27 Cultural Participation
Medium Advocacy
Editorial
+0.45
SETL
+0.15

Open-source project exemplifies participation in scientific advancement and cultural life; shares scientific knowledge openly.

+0.40
Preamble Preamble
Medium Advocacy
Editorial
+0.40
SETL
+0.20

Repository description emphasizes open-source collaboration and knowledge-sharing for health/brain signal measurement, aligning with UDHR's aspirational commitment to human dignity and shared progress.

+0.40
Article 26 Education
Medium Advocacy
Editorial
+0.40
SETL
+0.14

Project supports education by providing open-source technical knowledge and design files for neuroscience learning; enables skill development.

+0.35
Article 25 Standard of Living
Medium Advocacy
Editorial
+0.35
SETL
+0.13

Project targets health and well-being by providing open-source EEG device for measuring cognitive focus; supports universal access to health-related technology.

+0.30
Article 20 Assembly & Association
Medium Advocacy
Editorial
+0.30
SETL
-0.13

Open-source project implicitly supports freedom of peaceful assembly and association through community collaboration model.

+0.25
Article 22 Social Security
Low Advocacy
Editorial
+0.25
SETL
+0.11

Project supports social and cultural rights indirectly by enabling equitable access to neuroscience technology and knowledge.

+0.25
Article 30 No Destruction of Rights
Low Advocacy
Editorial
+0.25
SETL
+0.11

Open-source project resists interpretation restricting established rights; licensing explicitly protects user freedoms.

+0.20
Article 1 Freedom, Equality, Brotherhood
Low Advocacy
Editorial
+0.20
SETL
-0.11

Project targets equitable access to neuroscience technology ('open-source'), indirectly supporting equal dignity regardless of economic status.

+0.20
Article 2 Non-Discrimination
Low Advocacy
Editorial
+0.20
SETL
-0.11

No explicit discussion of discrimination; open-source model is non-discriminatory in principle.

+0.20
Article 28 Social & International Order
Low Advocacy
Editorial
+0.20
SETL
+0.10

Open-source project indirectly supports social order enabling human rights by modeling collaborative governance and transparency.

+0.15
Article 17 Property
Medium Practice
Editorial
+0.15
SETL
+0.21

Project enables community ownership of technical knowledge and design; open-source model supports shared intellectual property.

+0.15
Article 29 Duties to Community
Low Advocacy
Editorial
+0.15
SETL
+0.09

Project implicitly embodies community responsibility through collaborative development model; open-source ethos presumes mutual obligation.

+0.10
Article 12 Privacy
Medium Practice
Editorial
+0.10
SETL
+0.12

Repository does not explicitly collect or discuss personal data; project description focuses on technical EEG device design.

ND
Article 3 Life, Liberty, Security

No observable content addressing right to life or personal security.

ND
Article 4 No Slavery

No observable content addressing slavery or servitude.

ND
Article 5 No Torture

No observable content addressing torture or cruel treatment.

ND
Article 6 Legal Personhood

No observable content addressing right to recognition as a person.

ND
Article 7 Equality Before Law

No observable content addressing equality before the law.

ND
Article 8 Right to Remedy

No observable content addressing right to remedy for violations.

ND
Article 9 No Arbitrary Detention

No observable content addressing arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No observable content addressing fair trial rights.

ND
Article 11 Presumption of Innocence

No observable content addressing criminal procedure or punishment.

ND
Article 14 Asylum

No observable content addressing asylum or persecution.

ND
Article 15 Nationality

No observable content addressing nationality.

ND
Article 16 Marriage & Family

No observable content addressing marriage or family.

ND
Article 18 Freedom of Thought

No observable content addressing freedom of thought, conscience, or religion.

ND
Article 21 Political Participation

No observable content addressing political participation or elections.

ND
Article 23 Work & Equal Pay

No observable content addressing work or labor rights.

ND
Article 24 Rest & Leisure

No observable content addressing rest and leisure.
Structural Channel
What the site does
+0.55
Article 13 Freedom of Movement
Medium Advocacy
Structural
+0.55
Context Modifier
0.00
SETL
-0.17

GitHub's global CDN and unrestricted public access enable borderless participation; no geographic gating observed.

+0.50
Article 19 Freedom of Expression
Medium Advocacy
Structural
+0.50
Context Modifier
+0.20
SETL
+0.17

GitHub's public discussion board model and pull request system enable unrestricted expression; no content moderation barriers evident for technical discussion.

+0.40
Article 27 Cultural Participation
Medium Advocacy
Structural
+0.40
Context Modifier
+0.20
SETL
+0.15

GitHub's collaboration model enables participatory science; public repository supports cultural contribution without gatekeeping.

+0.35
Article 20 Assembly & Association
Medium Advocacy
Structural
+0.35
Context Modifier
0.00
SETL
-0.13

GitHub's issue tracking and pull request systems enable collaborative association and coordination without prohibiting assembly.

+0.35
Article 26 Education
Medium Advocacy
Structural
+0.35
Context Modifier
+0.15
SETL
+0.14

GitHub's public documentation and accessibility features (per DCP) support equitable educational access; repository design is educational by nature.

+0.30
Preamble Preamble
Medium Advocacy
Structural
+0.30
Context Modifier
0.00
SETL
+0.20

GitHub's public repository model enables global participation and open access to project documentation and code, supporting the Preamble's vision of universal understanding and cooperation.

+0.30
Article 25 Standard of Living
Medium Advocacy
Structural
+0.30
Context Modifier
+0.15
SETL
+0.13

GitHub's accessibility features (keyboard navigation, ARIA support documented in DCP) enable equitable access to health technology documentation.

+0.25
Article 1 Freedom, Equality, Brotherhood
Low Advocacy
Structural
+0.25
Context Modifier
+0.05
SETL
-0.11

GitHub ToS establish baseline non-discrimination; public repository does not restrict user participation by protected characteristics.

+0.25
Article 2 Non-Discrimination
Low Advocacy
Structural
+0.25
Context Modifier
+0.05
SETL
-0.11

GitHub ToS prohibit discrimination in platform access; public repository does not implement discriminatory access controls.

+0.20
Article 22 Social Security
Low Advocacy
Structural
+0.20
Context Modifier
0.00
SETL
+0.11

Open-source model removes economic barriers to access, supporting equitable participation in scientific advancement.

+0.20
Article 30 No Destruction of Rights
Low Advocacy
Structural
+0.20
Context Modifier
0.00
SETL
+0.11

GitHub's default support for open-source licensing prevents proprietary enclosure of project.

+0.15
Article 28 Social & International Order
Low Advocacy
Structural
+0.15
Context Modifier
0.00
SETL
+0.10

GitHub provides basic governance structures (contributor agreements, licensing frameworks) but authority is decentralized.

+0.10
Article 29 Duties to Community
Low Advocacy
Structural
+0.10
Context Modifier
0.00
SETL
+0.09

GitHub community guidelines (per DCP) establish baseline conduct standards; public collaboration presumes reciprocal responsibility.

-0.05
Article 12 Privacy
Medium Practice
Structural
-0.05
Context Modifier
+0.02
SETL
+0.12

GitHub's analytics and feature flags (evident in page code) create ambient data collection; however, public repository interaction is limited in scope compared to personalized platforms.

-0.15
Article 17 Property
Medium Practice
Structural
-0.15
Context Modifier
-0.05
SETL
+0.21

GitHub ToS establish that user-generated content remains subject to platform control; users do not retain absolute property rights over repository content.

ND
Article 3 Life, Liberty, Security

Not applicable to repository structure.

ND
Article 4 No Slavery

Not applicable to repository structure.

ND
Article 5 No Torture

Not applicable to repository structure.

ND
Article 6 Legal Personhood

Not applicable to repository structure.

ND
Article 7 Equality Before Law

Not applicable to repository structure.

ND
Article 8 Right to Remedy

Not applicable to repository structure.

ND
Article 9 No Arbitrary Detention

Not applicable to repository structure.

ND
Article 10 Fair Hearing

Not applicable to repository structure.

ND
Article 11 Presumption of Innocence

Not applicable to repository structure.

ND
Article 14 Asylum

Not applicable to repository structure.

ND
Article 15 Nationality

Not applicable to repository structure.

ND
Article 16 Marriage & Family

Not applicable to repository structure.

ND
Article 18 Freedom of Thought

Not applicable to repository structure.

ND
Article 21 Political Participation

Not applicable to repository structure.

ND
Article 23 Work & Equal Pay

Repository does not employ or create labor relationships.

ND
Article 24 Rest & Leisure

Not applicable to repository structure.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.43 low claims
Sources
0.4
Evidence
0.3
Uncertainty
0.3
Purpose
0.8
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.4
Arousal
0.3
Dominance
0.3
Transparency ℹ
Does the content identify its author and disclose interests?
0.25
✗ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.59 solution oriented
Reader Agency
0.7
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.50 2 perspectives
Speaks: individualsinstitution
About: studentsresearchers
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
present medium term
Geographic Scope ℹ
What geographic area does this content cover?
global
Complexity ℹ
How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal 20 HN snapshots · 30 evals
+1 0 −1 HN
Audit Trail 50 entries
2026-03-01 01:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 01:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-03-01 01:13 model_divergence Cross-model spread 0.34 exceeds threshold (3 models) - -
2026-03-01 01:11 model_divergence Cross-model spread 0.34 exceeds threshold (3 models) - -
2026-03-01 01:11 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 01:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 01:07 model_divergence Cross-model spread 0.34 exceeds threshold (3 models) - -
2026-03-01 01:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 01:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-03-01 01:04 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 01:04 model_divergence Cross-model spread 0.34 exceeds threshold (2 models) - -
2026-03-01 01:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 00:51 eval_success Evaluated: Moderate positive (0.34) - -
2026-03-01 00:51 eval Evaluated by claude-haiku-4-5-20251001: +0.34 (Moderate positive) 12,539 tokens
2026-03-01 00:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 00:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-03-01 00:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 00:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-03-01 00:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 00:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-03-01 00:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 00:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 23:28 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 23:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 23:19 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 23:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 23:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 23:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 22:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 22:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 22:23 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 22:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 21:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 21:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 21:35 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 21:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 21:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 20:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 20:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 20:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 19:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 19:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 19:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 18:42 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 18:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 18:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 18:09 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED neutral tech project description
2026-02-28 18:07 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
PR tech tutorial
2026-02-28 16:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED neutral tech project description
2026-02-28 16:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
PR tech tutorial