Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 +0.15 +0.06 Mild positive 0.13 0.10 Technology Ethics
@cf/meta/llama-4-scout-17b-16e-instruct lite +0.10 ND Mild positive 0.80 0.00 Technology Military
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite -0.20 ND Mild negative 0.60 0.00 Military AI use
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 0.44 ND ND
Article 1 ND ND ND
Article 2 0.06 ND ND
Article 3 0.04 ND ND
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 0.00 ND ND
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND ND
Article 12 -0.23 ND ND
Article 13 0.06 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 0.66 ND ND
Article 20 0.06 ND ND
Article 21 0.06 ND ND
Article 22 ND ND ND
Article 23 0.12 ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 0.48 ND ND
Article 27 0.22 ND ND
Article 28 0.06 ND ND
Article 29 0.12 ND ND
Article 30 0.06 ND ND
+0.15 Hegseth warns Anthropic to let the military use company's AI tech as it sees fit (apnews.com S:+0.06 )
17 points by zzzeek 5 days ago | 3 comments on HN | Mild positive Contested Editorial · v3.7 · 2026-03-01 05:06:07 0
Summary Technology Ethics Neutral
This AP News article reports on AI companies, including Anthropic, working with the Pentagon on military applications while navigating ethical considerations. The content engages with human rights themes including freedom of information, privacy concerns in AI development, and cultural participation in technological innovation. The evaluation shows mild positive engagement with technology ethics issues, with neutral journalistic framing.
Article Heatmap
Preamble: +0.44 — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: +0.06 — Non-Discrimination 2 Article 3: +0.04 — 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: 0.00 — 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: -0.23 — Privacy 12 Article 13: +0.06 — 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: +0.66 — Freedom of Expression 19 Article 20: +0.06 — Assembly & Association 20 Article 21: +0.06 — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: +0.12 — 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: +0.48 — Education 26 Article 27: +0.22 — Cultural Participation 27 Article 28: +0.06 — Social & International Order 28 Article 29: +0.12 — Duties to Community 29 Article 30: +0.06 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.15 Structural Mean +0.06
Weighted Mean +0.17 Unweighted Mean +0.15
Max +0.66 Article 19 Min -0.23 Article 12
Signal 15 No Data 16
Volatility 0.21 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL ℹ +0.10 Editorial-dominant
FW Ratio ℹ 51% 22 facts · 21 inferences
Evidence 13% coverage ℹ
2M 14L 16 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.25 (2 articles) Security: 0.04 (1 articles) Legal: 0.00 (1 articles) Privacy & Movement: -0.09 (2 articles) Personal: 0.00 (0 articles) Expression: 0.26 (3 articles) Economic & Social: 0.12 (1 articles) Cultural: 0.35 (2 articles) Order & Duties: 0.08 (3 articles)
Editorial Channel
What the content says
+0.40
Article 19 Freedom of Expression
Medium Coverage Advocacy
Editorial
+0.40
SETL
+0.20

Reports on AI companies' decisions regarding military contracts.

+0.30
Article 27 Cultural Participation
Medium Framing Advocacy
Editorial
+0.30
SETL
+0.24

Discusses AI innovation and cultural participation.

+0.20
Preamble Preamble
Low Framing
Editorial
+0.20
SETL
-0.17

Content discusses human rights considerations in AI development context.

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

Discusses AI development jobs and economic impact.

+0.20
Article 26 Education
Low Framing
Editorial
+0.20
SETL
+0.10

Discusses AI education and workforce development.

+0.20
Article 29 Duties to Community
Low Framing
Editorial
+0.20
SETL
+0.20

Discusses ethical limitations on AI development.

+0.10
Article 2 Non-Discrimination
Low Framing
Editorial
+0.10
SETL
+0.10

Implicit non-discrimination in reporting.

+0.10
Article 12 Privacy
Low Framing
Editorial
+0.10
SETL
+0.14

Mentions privacy concerns in AI development.

+0.10
Article 13 Freedom of Movement
Low Framing
Editorial
+0.10
SETL
+0.10

Implies movement across borders for AI development.

+0.10
Article 20 Assembly & Association
Low Framing
Editorial
+0.10
SETL
+0.10

Implied peaceful assembly through public discourse.

+0.10
Article 21 Political Participation
Low Framing
Editorial
+0.10
SETL
+0.10

Implied participation in government through public discourse.

+0.10
Article 28 Social & International Order
Low Framing
Editorial
+0.10
SETL
+0.10

Implied social order through governance discussions.

+0.10
Article 30 No Destruction of Rights
Low Framing
Editorial
+0.10
SETL
+0.10

Implied protection from rights destruction.

0.00
Article 3 Life, Liberty, Security
Low
Editorial
0.00
SETL
-0.10

No direct discussion of life, liberty, or security.

0.00
Article 7 Equality Before Law
Low
Editorial
0.00
SETL
ND

Equal protection implied in neutral reporting.

ND
Article 1 Freedom, Equality, Brotherhood

No direct mention of inherent dignity or equal rights.

ND
Article 4 No Slavery

No mention of slavery or servitude.

ND
Article 5 No Torture

No mention of torture or cruel treatment.

ND
Article 6 Legal Personhood

No mention of legal recognition.

ND
Article 8 Right to Remedy

No mention of effective remedies.

ND
Article 9 No Arbitrary Detention

No mention of arbitrary detention.

ND
Article 10 Fair Hearing

No mention of fair trials.

ND
Article 11 Presumption of Innocence

No mention of presumption of innocence.

ND
Article 14 Asylum

No mention of asylum.

ND
Article 15 Nationality

No mention of nationality.

ND
Article 16 Marriage & Family

No mention of marriage or family.

ND
Article 17 Property

No mention of property rights.

ND
Article 18 Freedom of Thought
Low

No direct discussion of thought/conscience.

ND
Article 22 Social Security

No mention of social security.

ND
Article 24 Rest & Leisure

No mention of leisure or rest.

ND
Article 25 Standard of Living

No mention of standard of living.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy -0.10
Article 12
AP News employs standard third-party tracking and analytics. CSS reveals ad tracking infrastructure with FreeStar and Nativo integration, typical of major news sites but represents privacy trade-offs.
Terms of Service —
No ToS content visible in provided source. Cannot evaluate.
Identity & Mission
Mission +0.20
Article 19 Preamble
AP News is a cooperative news agency with public interest mission. Infrastructure supports information dissemination without apparent paywall on core news reporting.
Editorial Code —
No editorial policy documentation visible in provided source.
Ownership +0.10
Article 19
AP is member-owned cooperative with decentralized ownership structure, reducing singular editorial control risks.
Access & Distribution
Access Model +0.15
Article 19 Article 26
AP News provides free access to core news content. CSS shows responsive design supporting mobile/desktop access.
Ad/Tracking -0.15
Article 12
Extensive ad infrastructure visible in CSS (FreeStar, Nativo, apnews feeds) indicates behavioral tracking for targeting, affecting privacy expectations.
Accessibility +0.15
Article 19 Article 26
CSS includes dark mode/light mode support and responsive design patterns, indicating accessibility consideration for visual accommodations.
+0.30
Preamble Preamble
Low Framing
Structural
+0.30
Context Modifier
+0.20
SETL
-0.17

AP News mission supports public information dissemination.

+0.30
Article 19 Freedom of Expression
Medium Coverage Advocacy
Structural
+0.30
Context Modifier
+0.30
SETL
+0.20

AP News provides free access to news content.

+0.15
Article 26 Education
Low Framing
Structural
+0.15
Context Modifier
+0.30
SETL
+0.10

Responsive design supports accessibility for education.

+0.10
Article 3 Life, Liberty, Security
Low
Structural
+0.10
Context Modifier
0.00
SETL
-0.10

Standard security protocols for news website.

+0.10
Article 27 Cultural Participation
Medium Framing Advocacy
Structural
+0.10
Context Modifier
0.00
SETL
+0.24

News platform supports cultural participation.

0.00
Article 2 Non-Discrimination
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.10

No observable structural discrimination.

0.00
Article 7 Equality Before Law
Low
Structural
0.00
Context Modifier
0.00
SETL
ND

No observable structural discrimination.

0.00
Article 13 Freedom of Movement
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.10

No structural barriers to information movement.

0.00
Article 20 Assembly & Association
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.10

No structural barriers to assembly.

0.00
Article 21 Political Participation
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.10

No structural barriers to participation.

0.00
Article 23 Work & Equal Pay
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.20

No structural employment elements.

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

No structural elements related to social order.

0.00
Article 29 Duties to Community
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.20

No structural elements related to duties.

0.00
Article 30 No Destruction of Rights
Low Framing
Structural
0.00
Context Modifier
0.00
SETL
+0.10

No structural elements threatening rights destruction.

-0.10
Article 12 Privacy
Low Framing
Structural
-0.10
Context Modifier
-0.25
SETL
+0.14

Ad tracking infrastructure affects privacy.

ND
Article 1 Freedom, Equality, Brotherhood

No structural elements relevant to inherent dignity.

ND
Article 4 No Slavery

No structural elements related to slavery.

ND
Article 5 No Torture

No structural elements related to torture.

ND
Article 6 Legal Personhood

No structural elements related to legal personality.

ND
Article 8 Right to Remedy

No structural elements related to remedies.

ND
Article 9 No Arbitrary Detention

No structural elements related to detention.

ND
Article 10 Fair Hearing

No structural elements related to fair hearings.

ND
Article 11 Presumption of Innocence

No structural elements related to criminal justice.

ND
Article 14 Asylum

No structural elements related to asylum.

ND
Article 15 Nationality

No structural elements related to nationality.

ND
Article 16 Marriage & Family

No structural elements related to family rights.

ND
Article 17 Property

No structural elements related to property.

ND
Article 18 Freedom of Thought
Low

News reporting platform supports information access.

ND
Article 22 Social Security

No structural elements related to social security.

ND
Article 24 Rest & Leisure

No structural elements related to leisure.

ND
Article 25 Standard of Living

No structural elements related to living standards.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.76 medium claims
Sources
0.8
Evidence
0.7
Uncertainty
0.6
Purpose
0.9
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
0.0
Arousal
0.3
Dominance
0.4
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?
0.32 mixed
Reader Agency
0.2
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.70 4 perspectives
Speaks: corporationgovernmentindividualsinstitution
About: military_securitycorporation
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?
national
United States
Complexity ℹ
How accessible is this content to a general audience?
moderate medium jargon general
Longitudinal · 3 evals
+1 0 −1 HN
Audit Trail 11 entries
2026-03-01 05:06 eval_success Evaluated: Mild positive (0.17) - -
2026-03-01 05:06 model_divergence Cross-model spread 0.37 exceeds threshold (3 models) - -
2026-03-01 05:06 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - -
2026-03-01 05:06 eval Evaluated by deepseek-v3.2: +0.17 (Mild positive) 15,094 tokens
2026-02-28 06:09 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-02-28 06:09 eval_success Light evaluated: Mild positive (0.10) - -
2026-02-28 06:09 eval Evaluated by llama-4-scout-wai: +0.10 (Mild positive)
reasoning
Editorial stance on AI military use, rights concerns tangential
2026-02-28 06:09 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 05:59 eval_success Light evaluated: Mild negative (-0.20) - -
2026-02-28 05:59 eval Evaluated by llama-3.3-70b-wai: -0.20 (Mild negative)
2026-02-28 05:59 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -