Model Comparison
Model Editorial Structural Class Conf SETL Theme
claude-haiku-4-5-20251001 +0.20 +0.15 Mild positive 0.02 0.10 Intellectual Discourse
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
Section claude-haiku-4-5-20251001 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct 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 0.18 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
+0.20 The hunt for the missing data type (www.hillelwayne.com S:+0.15 )
690 points by todsacerdoti 725 days ago | 254 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 14:12:27
Summary Intellectual Discourse Neutral
A technical essay examining why programming languages lack built-in graph data types, based on interviews with four domain experts. While the content does not directly engage with UDHR provisions, it demonstrates commitment to transparent intellectual discourse and multi-perspectival analysis through open publication and fair presentation of diverse expert viewpoints.
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: +0.18 — 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 +0.20 Structural Mean +0.15
Weighted Mean +0.18 Unweighted Mean +0.18
Max +0.18 Article 19 Min +0.18 Article 19
Signal 1 No Data 30
Confidence 2% Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.10 Editorial-dominant
FW Ratio 67% 4 facts · 2 inferences
Evidence: High: 0 Medium: 1 Low: 0 No Data: 30
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: 0.18 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
+0.20
Article 19 Freedom of Expression
Medium Practice - transparent intellectual discourse Advocacy - multi-perspectival analysis
Editorial
+0.20
SETL
+0.10

Content demonstrates commitment to presenting multiple expert perspectives fairly and transparently, exemplifying open intellectual discourse and freedom of thought through research methodology grounded in honest inquiry

ND
Preamble Preamble

No engagement with foundational concepts of human dignity, equality, or rights

ND
Article 1 Freedom, Equality, Brotherhood

No discussion of human equality or inherent rights of all members of human family

ND
Article 2 Non-Discrimination

No engagement with non-discrimination principles

ND
Article 3 Life, Liberty, Security

No discussion of right to life, liberty, or personal security

ND
Article 4 No Slavery

No mention of slavery or servitude

ND
Article 5 No Torture

No discussion of torture or cruel, inhuman, or degrading treatment

ND
Article 6 Legal Personhood

No discussion of right to recognition as person before law

ND
Article 7 Equality Before Law

No discussion of equality before the law

ND
Article 8 Right to Remedy

No discussion of effective remedy for violations of rights

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary arrest or detention

ND
Article 10 Fair Hearing

No discussion of fair and public hearing by independent tribunal

ND
Article 11 Presumption of Innocence

No discussion of criminal procedure or presumption of innocence

ND
Article 12 Privacy

No discussion of privacy, family, home, or correspondence

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

ND
Article 16 Marriage & Family

No discussion of marriage and family protection

ND
Article 17 Property

No discussion of property ownership or deprivation

ND
Article 18 Freedom of Thought

No discussion of freedom of thought, conscience, or religion

ND
Article 20 Assembly & Association

No discussion of freedom of peaceful assembly or association

ND
Article 21 Political Participation

No discussion of participation in governance or public affairs

ND
Article 22 Social Security

No discussion of social security or cultural rights

ND
Article 23 Work & Equal Pay

No discussion of labor rights, employment conditions, or fair wages (mentions software development work in descriptive context only)

ND
Article 24 Rest & Leisure

No discussion of rest, leisure time, or reasonable working hours

ND
Article 25 Standard of Living

No discussion of health, medical care, welfare, or standard of living

ND
Article 26 Education

No discussion of right to education (content is educational in nature but not about education as a human right)

ND
Article 27 Cultural Participation

No engagement with cultural participation rights or intellectual property protections as human rights (mentions proprietary software but not in rights context)

ND
Article 28 Social & International Order

No discussion of social and international order necessary for realization of rights

ND
Article 29 Duties to Community

No discussion of duties to community or proper limitations on rights exercise

ND
Article 30 No Destruction of Rights

No discussion of interpretation safeguards or prevention of destruction of rights

Structural Channel
What the site does
+0.15
Article 19 Freedom of Expression
Medium Practice - transparent intellectual discourse Advocacy - multi-perspectival analysis
Structural
+0.15
Context Modifier
ND
SETL
+0.10

Website structure allows open publication and dissemination of technical content without paywall or apparent censorship; content is freely accessible and shareable

ND
Preamble Preamble

N/A

ND
Article 1 Freedom, Equality, Brotherhood

N/A

ND
Article 2 Non-Discrimination

N/A

ND
Article 3 Life, Liberty, Security

N/A

ND
Article 4 No Slavery

N/A

ND
Article 5 No Torture

N/A

ND
Article 6 Legal Personhood

N/A

ND
Article 7 Equality Before Law

N/A

ND
Article 8 Right to Remedy

N/A

ND
Article 9 No Arbitrary Detention

N/A

ND
Article 10 Fair Hearing

N/A

ND
Article 11 Presumption of Innocence

N/A

ND
Article 12 Privacy

N/A

ND
Article 13 Freedom of Movement

N/A

ND
Article 14 Asylum

N/A

ND
Article 15 Nationality

N/A

ND
Article 16 Marriage & Family

N/A

ND
Article 17 Property

N/A

ND
Article 18 Freedom of Thought

N/A

ND
Article 20 Assembly & Association

N/A

ND
Article 21 Political Participation

N/A

ND
Article 22 Social Security

N/A

ND
Article 23 Work & Equal Pay

N/A

ND
Article 24 Rest & Leisure

N/A

ND
Article 25 Standard of Living

N/A

ND
Article 26 Education

N/A

ND
Article 27 Cultural Participation

N/A

ND
Article 28 Social & International Order

N/A

ND
Article 29 Duties to Community

N/A

ND
Article 30 No Destruction of Rights

N/A

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.82 medium claims
Sources
0.8
Evidence
0.8
Uncertainty
0.8
Purpose
0.9
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
-0.3
Arousal
0.3
Dominance
0.5
Transparency
Does the content identify its author and disclose interests?
0.67
✓ Author ✓ Conflicts ✗ Funding
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.32 problem only
Reader Agency
0.2
Stakeholder Voice
Whose perspectives are represented in this content?
0.65 5 perspectives
Speaks: compiler_developersecurity_tool_authordatabase_engineerlibrary_maintainerresearcher_author
About: language_maintainersprogrammerssoftware_engineers
Temporal Framing
Is this content looking backward, at the present, or forward?
present medium term
Geographic Scope
What geographic area does this content cover?
global
Complexity
How accessible is this content to a general audience?
moderate medium jargon domain specific
Audit Trail 11 entries
2026-02-28 14:12 eval Evaluated by claude-haiku-4-5-20251001: +0.18 (Mild positive) +0.08
2026-02-28 14:04 eval Evaluated by claude-haiku-4-5-20251001: +0.10 (Mild positive)
2026-02-28 09:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 09:58 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 09:58 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:52 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
2026-02-28 09:52 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 09:48 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 09:48 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 09:48 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)