Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 0.00 ND Neutral 0.02 Technology Access
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble ND ND ND
Article 1 ND ND ND
Article 2 ND ND ND
Article 3 ND ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 ND ND ND
Article 13 ND ND ND
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND ND
Article 18 ND ND ND
Article 19 ND ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND ND
Article 27 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 Show HN: Lneto – IEEE802.3/IP/TCP/HTTP in 8kB of RAM in Go (github.comS:ND)
2 points by soypat 2 days ago | 0 comments on HN | Neutral Product · v3.7 · 2026-03-01 02:44:30 0
Summary Technology Access Neutral
This page is a GitHub repository hosting a software driver. The content is purely technical with no editorial discourse on human rights. Structural signals are minimal and neutral, showing a public repository that facilitates code sharing but also includes tracking mechanisms. The overall evaluation reflects technical content with no strong human rights alignment or opposition.
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: 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: 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
Negative Neutral Positive No Data
Aggregates
Editorial Mean ND Structural Mean ND
Weighted Mean 0.00 Unweighted Mean 0.00
Max 0.00 N/A Min 0.00 N/A
Signal 0 No Data 31
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ND
FW Ratio 50% 4 facts · 4 inferences
Evidence 2% coverage
3L 31 ND
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: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
ND
Preamble Preamble

No explicit reference to universal human rights or foundational dignity.

ND
Article 1 Freedom, Equality, Brotherhood

No discussion of dignity, equality, or rights.

ND
Article 2 Non-Discrimination

No content addressing discrimination or equality of rights.

ND
Article 3 Life, Liberty, Security

No discussion of life, liberty, or personal security.

ND
Article 4 No Slavery

No discussion of slavery or servitude.

ND
Article 5 No Torture

No discussion of torture or cruel treatment.

ND
Article 6 Legal Personhood

No content about recognition as a person before the law.

ND
Article 7 Equality Before Law

No discussion of equality before the law or equal protection.

ND
Article 8 Right to Remedy

No discussion of legal remedies or effective recourse.

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary detention or exile.

ND
Article 10 Fair Hearing

No discussion of fair trial or public hearing.

ND
Article 11 Presumption of Innocence

No discussion of criminal defense or presumption of innocence.

ND
Article 12 Privacy
Low Practice

No content about privacy, reputation, or attacks on honor.

ND
Article 13 Freedom of Movement

No discussion of freedom of movement or residence.

ND
Article 14 Asylum

No discussion of asylum or persecution.

ND
Article 15 Nationality

No discussion of nationality or statelessness.

ND
Article 16 Marriage & Family

No discussion of marriage, family, or consent.

ND
Article 17 Property

No discussion of property ownership or deprivation.

ND
Article 18 Freedom of Thought

No discussion of thought, conscience, or religion.

ND
Article 19 Freedom of Expression
Low Practice

No editorial content about freedom of expression.

ND
Article 20 Assembly & Association

No discussion of assembly or association.

ND
Article 21 Political Participation

No discussion of political participation or government.

ND
Article 22 Social Security

No discussion of social security or economic rights.

ND
Article 23 Work & Equal Pay

No discussion of work, pay, unions, or employment.

ND
Article 24 Rest & Leisure

No discussion of rest, leisure, or working hours.

ND
Article 25 Standard of Living

No discussion of standard of living, health, or social services.

ND
Article 26 Education

No discussion of education, instruction, or development.

ND
Article 27 Cultural Participation
Low Practice

No discussion of cultural life, arts, or scientific advancement.

ND
Article 28 Social & International Order

No discussion of social order or rights realization.

ND
Article 29 Duties to Community

No discussion of duties, limitations, or community.

ND
Article 30 No Destruction of Rights

No discussion of rights destruction or interpretation.

Structural Channel
What the site does
ND
Preamble Preamble

No structural signals related to human rights foundational principles.

ND
Article 1 Freedom, Equality, Brotherhood

Platform ToS apply but not observable on this page.

ND
Article 2 Non-Discrimination

No structural signals for or against non-discrimination.

ND
Article 3 Life, Liberty, Security

No structural features impacting these rights.

ND
Article 4 No Slavery

No structural features related to forced labor.

ND
Article 5 No Torture

No structural features related to these protections.

ND
Article 6 Legal Personhood

No structural signals related to legal personhood.

ND
Article 7 Equality Before Law

No structural signals related to legal equality.

ND
Article 8 Right to Remedy

No structural features providing or denying recourse.

ND
Article 9 No Arbitrary Detention

No structural features related to detention.

ND
Article 10 Fair Hearing

No structural features related to judicial process.

ND
Article 11 Presumption of Innocence

No structural features related to criminal justice.

ND
Article 12 Privacy
Low Practice

Platform-level privacy signals present but not page-specific; page contains embedded analytics/feature flag JavaScript.

ND
Article 13 Freedom of Movement

No structural features related to movement or borders.

ND
Article 14 Asylum

No structural features related to asylum.

ND
Article 15 Nationality

No structural features related to nationality.

ND
Article 16 Marriage & Family

No structural features related to family rights.

ND
Article 17 Property

Page is a software repository, but no explicit signals about IP rights.

ND
Article 18 Freedom of Thought

No structural features impacting freedom of thought.

ND
Article 19 Freedom of Expression
Low Practice

Page is a public software repository enabling open sharing of code and ideas.

ND
Article 20 Assembly & Association

No structural features specifically enabling or hindering association.

ND
Article 21 Political Participation

No structural features related to political participation.

ND
Article 22 Social Security

No structural features related to social welfare.

ND
Article 23 Work & Equal Pay

No structural features related to labor rights.

ND
Article 24 Rest & Leisure

No structural features related to rest or leisure.

ND
Article 25 Standard of Living

Platform accessibility features exist but are not page-specific.

ND
Article 26 Education

No structural features specifically enabling or hindering education.

ND
Article 27 Cultural Participation
Low Practice

Page hosts open-source software code, enabling participation in scientific advancement.

ND
Article 28 Social & International Order

No structural signals related to social order.

ND
Article 29 Duties to Community

No structural signals related to duties or community responsibility.

ND
Article 30 No Destruction of Rights

No structural signals undermining rights.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.38 low claims
Sources
0.1
Evidence
0.1
Uncertainty
1.0
Purpose
0.8
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
detached
Valence
0.0
Arousal
0.0
Dominance
0.0
Transparency
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.52 solution oriented
Reader Agency
0.2
Stakeholder Voice
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: institution
Temporal Framing
Is this content looking backward, at the present, or forward?
present unspecified
Geographic Scope
What geographic area does this content cover?
unspecified
Complexity
How accessible is this content to a general audience?
technical medium jargon domain specific
Longitudinal 71 HN snapshots · 3 evals
+1 0 −1 HN
Audit Trail 9 entries
2026-03-01 02:44 eval_success Evaluated: Neutral (0.00) - -
2026-03-01 02:44 eval Evaluated by deepseek-v3.2: 0.00 (Neutral) 9,696 tokens
2026-03-01 02:44 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 3R - -
2026-02-28 06:10 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:10 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED: Neutral tech project page
2026-02-28 05:54 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 05:54 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -