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+0.17 Selling Surplus or Scarcity: Where AI Margin Lives (medium.com)
2 points by hamedi 6 hours ago | 0 comments on HN | Mild positive Editorial · vv3.4 · 2026-02-24
Article Heatmap
Preamble: +0.15 — Preamble P Article 1: +0.15 — Freedom, Equality, Brotherhood 1 Article 2: +0.10 — 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: -0.20 — Privacy 12 Article 13: +0.25 — 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: +0.18 — Freedom of Thought 18 Article 19: +0.52 — Freedom of Expression 19 Article 20: +0.16 — 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: +0.05 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.22 — Standard of Living 25 Article 26: +0.05 — Education 26 Article 27: +0.18 — Cultural Participation 27 Article 28: +0.08 — 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
Weighted Mean +0.17 Unweighted Mean +0.14
Max +0.52 Article 19 Min -0.20 Article 12
Signal 13 No Data 18
Confidence 15% Volatility 0.15 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL -0.01 Structural-dominant
Evidence: High: 1 Medium: 3 Low: 9 No Data: 18
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.13 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.02 (2 articles) Personal: 0.18 (1 articles) Expression: 0.34 (2 articles) Economic & Social: 0.14 (2 articles) Cultural: 0.11 (2 articles) Order & Duties: 0.08 (1 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy —
No domain-level privacy policy observable in provided content
Terms of Service —
No ToS details observable in provided content
Accessibility +0.05
Article 2 Article 19
Medium platform provides basic semantic HTML structure and supports text scaling; modest positive structural support
Mission +0.08
Article 19 Article 20
Medium's mission centers on democratizing publishing and enabling free expression; structural support for open discourse
Editorial Code —
No explicit editorial code observable in provided content
Ownership -0.05
Article 19
Medium is owned by commercial entity; content moderation and editorial decisions remain centralized, limiting user agency in publication governance
Access Model +0.10
Article 19 Article 25
Article marked isAccessibleForFree=true; free access to content without paywall supports information access rights
Ad/Tracking -0.08
Article 12
Medium platform uses analytics and ad tracking; privacy intrusion observable through standard web trackers
Score Breakdown
+0.15
Preamble Preamble
Low P: Free access to discourse platform
Editorial
ND
Structural
+0.15
SETL
ND
Combined
ND
Context Modifier
ND

Content published on open platform supporting human dignity and equal worth. Limited editorial framing observable.

+0.15
Article 1 Freedom, Equality, Brotherhood
Low P: Platform enables expression without discrimination based on content subject
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

No explicit discrimination observable. Medium permits diverse authorship including individuals from various backgrounds.

+0.10
Article 2 Non-Discrimination
Low P: No apparent discrimination in publication access
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

Article published without apparent discrimination. Platform permits authorship across protected characteristics.

ND
Article 3 Life, Liberty, Security

No observable content directly addressing right to life, liberty, and 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 directly addressing right to recognition before law.

ND
Article 7 Equality Before Law

No observable content addressing equal protection before law.

ND
Article 8 Right to Remedy

No observable content addressing remedy for rights 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 culpability or ex post facto laws.

-0.20
Article 12 Privacy
Medium P: Platform uses tracking technologies that monitor user behavior
Editorial
-0.10
Structural
-0.15
SETL
+0.09
Combined
ND
Context Modifier
ND

Medium platform employs analytics and ad-targeting infrastructure visible in HTML structure. This intrudes on privacy of thought and correspondence without explicit consent disclosure in article content itself.

+0.25
Article 13 Freedom of Movement
Medium P: Content published without geographic restriction A: Article circulated internationally via Medium platform
Editorial
+0.15
Structural
+0.20
SETL
-0.10
Combined
ND
Context Modifier
ND

Article freely accessible globally. Author identified; no evidence of forced removal from platform based on content.

ND
Article 14 Asylum

No observable content addressing asylum or persecution.

ND
Article 15 Nationality

No observable content addressing nationality rights.

ND
Article 16 Marriage & Family

No observable content addressing marriage or family rights.

ND
Article 17 Property

No observable content addressing property rights.

+0.18
Article 18 Freedom of Thought
Low P: Platform permits publication of diverse viewpoints without state censorship
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

No evidence of religious or philosophical censorship. Platform structurally permits such content publication.

+0.52
Article 19 Freedom of Expression
High A: Article itself exercises freedom of opinion on AI economics P: Platform provides publishing infrastructure without pre-publication state censorship P: Free access removes economic barrier to receiving information
Editorial
+0.35
Structural
+0.40
SETL
-0.14
Combined
ND
Context Modifier
ND

Article demonstrates exercise of freedom to hold and disseminate opinions. Medium platform provides structural support for this right through permissive publication model. No state interference observed. However, private moderation and algorithmic ranking limit true neutrality.

+0.16
Article 20 Assembly & Association
Low P: Platform permits formation of discussion and idea communities
Editorial
ND
Structural
+0.08
SETL
ND
Combined
ND
Context Modifier
ND

Medium's comment and networking features structurally support assembly and association, though moderation policies create constraints.

ND
Article 21 Political Participation

No observable content addressing political participation or democratic governance.

ND
Article 22 Social Security

No observable content addressing social security or welfare rights.

+0.05
Article 23 Work & Equal Pay
Low F: Article discusses economic value creation and margins in AI context
Editorial
+0.05
Structural
ND
SETL
ND
Combined
ND
Context Modifier
ND

Article engages with labor and work economics tangentially through AI productivity discussion. Limited direct engagement with work rights.

ND
Article 24 Rest & Leisure

No observable content addressing rest or leisure rights.

+0.22
Article 25 Standard of Living
Low P: Free access to information supports informed decision-making on economic and social participation
Editorial
ND
Structural
+0.12
SETL
ND
Combined
ND
Context Modifier
ND

Free access to article removes economic barrier. Structural support for accessing information relevant to standard of living decisions.

+0.05
Article 26 Education
Low P: Platform available to diverse literacy levels without technical barrier
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

No explicit educational content. Platform structure permits education-related discourse.

+0.18
Article 27 Cultural Participation
Medium A: Author exercises right to participate in cultural life through intellectual contribution F: Article engages with contemporary technological and economic discourse
Editorial
+0.20
Structural
+0.15
SETL
+0.10
Combined
ND
Context Modifier
ND

Article represents participation in cultural and intellectual production. Author identified; intellectual property preserved through byline. Medium platform structurally supports cultural participation.

+0.08
Article 28 Social & International Order
Low P: Platform operates under rule of law jurisdictions (primarily US)
Editorial
ND
Structural
+0.08
SETL
ND
Combined
ND
Context Modifier
ND

Medium operates within legal framework, though platform terms of service may supersede some individual rights.

ND
Article 29 Duties to Community

No observable content addressing duties to community.

ND
Article 30 No Destruction of Rights

No observable content addressing prohibition of derogation of rights.
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build fc56cf0+0q5s · 2026-02-25 01:32 UTC