Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.80 0.00 Software Licensing
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Open Source
deepseek/deepseek-v3.2-20251201 +0.23 +0.20 Mild positive 0.19 0.28 Intellectual Property & Community
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-3.3-70b-instruct-fp8-fast lite deepseek/deepseek-v3.2-20251201
Preamble ND ND 0.20
Article 1 ND ND 0.10
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 0.10
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 0.30
Article 18 ND ND 0.20
Article 19 ND ND 0.52
Article 20 ND ND 0.30
Article 21 ND ND 0.20
Article 22 ND ND 0.10
Article 23 ND ND 0.20
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND 0.20
Article 27 ND ND 0.50
Article 28 ND ND 0.20
Article 29 ND ND 0.30
Article 30 ND ND 0.20
+0.28 GPL as the best licence (blog.hansenpartnership.com S:+0.30 )
14 points by lr0 20 hours ago | 0 comments on HN | Mild positive Editorial · v3.7 · 2026-03-01 11:09:10 0
Summary Cultural Participation Advocates
This blog post argues for the GNU General Public License (GPL) as the optimal license for governance and community collaboration in software development. The content engages most directly with rights related to cultural and scientific participation (Article 27), intellectual property (Article 17), and free expression (Article 19). The overall evaluation is positive, advocating for equitable frameworks that balance corporate and user rights.
Article Heatmap
Preamble: +0.20 — Preamble P Article 1: +0.10 — 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: +0.10 — 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: +0.30 — Property 17 Article 18: +0.20 — Freedom of Thought 18 Article 19: +0.52 — Freedom of Expression 19 Article 20: +0.30 — Assembly & Association 20 Article 21: +0.20 — Political Participation 21 Article 22: +0.10 — Social Security 22 Article 23: +0.20 — 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: +0.20 — Education 26 Article 27: +0.50 — Cultural Participation 27 Article 28: +0.20 — Social & International Order 28 Article 29: +0.30 — Duties to Community 29 Article 30: +0.20 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.28 Structural Mean +0.30
Weighted Mean +0.28 Unweighted Mean +0.24
Max +0.52 Article 19 Min +0.10 Article 1
Signal 15 No Data 16
Volatility 0.12 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ +0.32 Editorial-dominant
FW Ratio ℹ 53% 18 facts · 16 inferences
Evidence 14% coverage ℹ
1H 3M 8L 19 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.15 (2 articles) Security: 0.00 (0 articles) Legal: 0.10 (1 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.25 (2 articles) Expression: 0.34 (3 articles) Economic & Social: 0.15 (2 articles) Cultural: 0.35 (2 articles) Order & Duties: 0.23 (3 articles)
Editorial Channel
What the content says
+0.50
Article 27 Cultural Participation
High Advocacy Framing Practice
Editorial
+0.50
SETL
ND

Strong advocacy for participation in cultural/scientific life through free software/open source.

+0.40
Article 19 Freedom of Expression
Medium Advocacy Framing
Editorial
+0.40
SETL
+0.28

Advocates for free software/open source as enabling expression and information sharing.

+0.30
Article 17 Property
Medium Framing Practice
Editorial
+0.30
SETL
ND

Advocates for intellectual property frameworks that balance individual/community rights with corporate interests.

+0.30
Article 20 Assembly & Association
Medium Framing Practice
Editorial
+0.30
SETL
ND

Discusses community collaboration models and equitable participation frameworks.

+0.30
Article 29 Duties to Community
Medium Framing
Editorial
+0.30
SETL
ND

Discusses balancing individual/community rights with social responsibilities.

+0.20
Preamble Preamble
Medium Framing
Editorial
+0.20
SETL
ND

Content discusses software licensing frameworks that aim to balance corporate interests with developer/user rights, aligning with ideals of freedom and community.

+0.20
Article 18 Freedom of Thought
Low Framing
Editorial
+0.20
SETL
ND

Supports freedom of thought in software development philosophy debates.

+0.20
Article 21 Political Participation
Low Framing
Editorial
+0.20
SETL
ND

Implicit support for participatory governance in software communities.

+0.20
Article 23 Work & Equal Pay
Low Framing
Editorial
+0.20
SETL
ND

Implied support for fair conditions in collaborative work.

+0.20
Article 26 Education
Low Framing
Editorial
+0.20
SETL
ND

Implied support for knowledge sharing and technical education.

+0.20
Article 28 Social & International Order
Low Framing
Editorial
+0.20
SETL
ND

Implied support for social order enabling rights through equitable frameworks.

+0.20
Article 30 No Destruction of Rights
Low Framing
Editorial
+0.20
SETL
ND

Implied opposition to rights destruction through licensing frameworks.

+0.10
Article 1 Freedom, Equality, Brotherhood
Low Framing
Editorial
+0.10
SETL
ND

Implied support for equal treatment through equitable licensing models.

+0.10
Article 7 Equality Before Law
Low Framing
Editorial
+0.10
SETL
ND

Implicit support for equal protection through equitable licensing frameworks.

+0.10
Article 22 Social Security
Low Framing
Editorial
+0.10
SETL
ND

Implied support for social cooperation through collaborative software development.

ND
Article 2 Non-Discrimination

No discussion of discrimination or equal rights.

ND
Article 3 Life, Liberty, Security

No discussion of life, liberty, or 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 discussion of legal recognition.

ND
Article 8 Right to Remedy

No discussion of effective remedies for rights violations.

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary detention.

ND
Article 10 Fair Hearing

No discussion of fair trials.

ND
Article 11 Presumption of Innocence

No discussion of presumption of innocence.

ND
Article 12 Privacy

No discussion of privacy or reputation.

ND
Article 13 Freedom of Movement

No discussion of freedom of movement.

ND
Article 14 Asylum

No discussion of asylum.

ND
Article 15 Nationality

No discussion of nationality.

ND
Article 16 Marriage & Family

No discussion of marriage or family.

ND
Article 24 Rest & Leisure

No discussion of rest or leisure.

ND
Article 25 Standard of Living

No discussion of standard of living.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy —
No privacy policy or notice observed on page.
Terms of Service —
No terms of service or use observed on page.
Identity & Mission
Mission —
Personal blog; no mission statement observed.
Editorial Code —
No editorial or publication standards observed.
Ownership —
Personal domain; ownership not specified on page.
Access & Distribution
Access Model +0.10
Article 19
Content is freely accessible without paywall or registration.
Ad/Tracking —
No third-party ads or tracking scripts observed (CSS suggests WordPress core only).
Accessibility +0.10
Article 19
Page contains semantic HTML, CSS for screen readers, and readable text, suggesting basic accessibility efforts.
+0.20
Article 19 Freedom of Expression
Medium Advocacy Framing
Structural
+0.20
Context Modifier
+0.20
SETL
+0.28

Content freely accessible without barriers; semantic HTML suggests accessibility considerations.

ND
Preamble Preamble
Medium Framing

No observable structural signals.

ND
Article 1 Freedom, Equality, Brotherhood
Low Framing

No observable structural signals.

ND
Article 2 Non-Discrimination

No observable structural signals.

ND
Article 3 Life, Liberty, Security

No observable structural signals.

ND
Article 4 No Slavery

No observable structural signals.

ND
Article 5 No Torture

No observable structural signals.

ND
Article 6 Legal Personhood

No observable structural signals.

ND
Article 7 Equality Before Law
Low Framing

No observable structural signals.

ND
Article 8 Right to Remedy

No observable structural signals.

ND
Article 9 No Arbitrary Detention

No observable structural signals.

ND
Article 10 Fair Hearing

No observable structural signals.

ND
Article 11 Presumption of Innocence

No observable structural signals.

ND
Article 12 Privacy

No observable structural signals.

ND
Article 13 Freedom of Movement

No observable structural signals.

ND
Article 14 Asylum

No observable structural signals.

ND
Article 15 Nationality

No observable structural signals.

ND
Article 16 Marriage & Family

No observable structural signals.

ND
Article 17 Property
Medium Framing Practice

No observable structural signals.

ND
Article 18 Freedom of Thought
Low Framing

No observable structural signals.

ND
Article 20 Assembly & Association
Medium Framing Practice

No observable structural signals.

ND
Article 21 Political Participation
Low Framing

No observable structural signals.

ND
Article 22 Social Security
Low Framing

No observable structural signals.

ND
Article 23 Work & Equal Pay
Low Framing

No observable structural signals.

ND
Article 24 Rest & Leisure

No observable structural signals.

ND
Article 25 Standard of Living

No observable structural signals.

ND
Article 26 Education
Low Framing

No observable structural signals.

ND
Article 27 Cultural Participation
High Advocacy Framing Practice

No observable structural signals.

ND
Article 28 Social & International Order
Low Framing

No observable structural signals.

ND
Article 29 Duties to Community
Medium Framing

No observable structural signals.

ND
Article 30 No Destruction of Rights
Low Framing

No observable structural signals.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.51 medium claims
Sources
0.3
Evidence
0.6
Uncertainty
0.4
Purpose
0.8
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.3
Arousal
0.2
Dominance
0.6
Transparency ℹ
Does the content identify its author and disclose interests?
0.33
✓ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.28 mixed
Reader Agency
0.2
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.40 2 perspectives
Speaks: individuals
About: corporationindividualscommunity
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
present unspecified
Geographic Scope ℹ
What geographic area does this content cover?
global
Complexity ℹ
How accessible is this content to a general audience?
technical medium jargon domain specific
Longitudinal 53 HN snapshots · 51 evals
+1 0 −1 HN
Audit Trail 71 entries
2026-03-01 11:34 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 11:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 11:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 11:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 11:10 eval_success Evaluated: Mild positive (0.28) - -
2026-03-01 11:10 eval Evaluated by deepseek-v3.2: +0.28 (Mild positive) 14,372 tokens -0.07
2026-03-01 11:09 eval_success Evaluated: Moderate positive (0.34) - -
2026-03-01 11:09 eval Evaluated by deepseek-v3.2: +0.34 (Moderate positive) 14,153 tokens
2026-03-01 10:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 10:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 10:20 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 10:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 10:15 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 10:15 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 10:09 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 10:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 09:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 09:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 09:03 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 09:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 08:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 08:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 08:07 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 08:07 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 07:49 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:49 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 07:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 07:08 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 07:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 06:59 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 06:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 06:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 06:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 06:12 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 06:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 05:33 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-01 05:33 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 05:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 05:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 05:03 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 04:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 04:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 03:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 03:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 03:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 03:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 02:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 02:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 02:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 01:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 01:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 01:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 00:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 00:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-03-01 00:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-03-01 00:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 23:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 23:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 23:19 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 22:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 22:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 21:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 21:39 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 21:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 20:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog neutral stance
2026-02-28 20:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 20:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
ED, tech advocacy with no explicit rights discussion
2026-02-28 20:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Tech blog neutral stance