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Model Comparison
Model Editorial Structural Class Conf SETL Theme deepseek/deepseek-v3.2-20251201 +0.32 +0.08 Moderate positive 0.11 0.28 Technology Access @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Development
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 0.07 ND ND Article 18 ND ND ND Article 19 0.46 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 0.35 ND ND Article 27 0.43 ND ND Article 28 ND ND ND Article 29 ND ND ND Article 30 ND ND ND
Summary Technology Access Advocates
The page presents a GitHub repository for SOMA, a local-first AI operating system with 178 cognitive modules. The content advocates for user ownership and control of AI technology while promoting open access to scientific knowledge. Structural elements of the GitHub platform support equal access and collaboration, though with conditional intellectual property rights.
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: +0.07 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.46 — 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: +0.35 — Education 26 Article 27: +0.43 — 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
Aggregates
Editorial Mean +0.32 Structural Mean +0.08 Weighted Mean +0.33 Unweighted Mean +0.33 Max +0.46 Article 19 Min +0.07 Article 17 Signal 4 No Data 27 Volatility 0.15 (Medium) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.28 Editorial-dominant FW Ratio ℹ 50% 11 facts · 11 inferences
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: 0.07 (1 articles) Expression: 0.46 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.39 (2 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.40
Medium Advocacy Practice
Content promotes open sharing of AI technology
FW Ratio: 50%
Observable Facts
Repository description includes: 'I am releasing SOMA to the world' Page is a public repository on GitHub. Inferences
Public release of software supports freedom to share information and ideas. Platform enables dissemination of technical knowledge without gatekeeping. +0.35
Medium Advocacy Practice
Content shares cultural/scientific achievement (AI system)
FW Ratio: 50%
Observable Facts
Repository contains source code for 'Local-first AI operating system'. Repository is publicly available for contribution and use. Inferences
Release of AI technology represents sharing of scientific and cultural achievement. Platform enables participation in cultural and scientific life through open collaboration. +0.30
Medium Advocacy Practice
Content emphasizes local-first ownership and control of AI system
FW Ratio: 50%
Observable Facts
Repository description states: 'Local-first AI operating system. Runs on your hardware, not theirs.' Repository is released under an unspecified license. Inferences
Emphasis on local control advocates for user ownership of technology. Platform terms create conditional rather than absolute intellectual property rights. +0.25
Medium Advocacy Practice
Content promotes access to AI technology knowledge
FW Ratio: 50%
Observable Facts
Repository contains technical AI system code available for public use. Repository description mentions '178 cognitive modules' and 'multi-model reasoning'. Inferences
Public release of advanced AI technology facilitates technical education and knowledge sharing. Platform accessibility features support learning opportunities. ND
No explicit mention of human dignity or universal rights
ND
No content addressing human equality
ND
Medium Practice
No anti-discrimination statements
FW Ratio: 50%
Observable Facts
Repository is publicly accessible without authentication requirements. Inferences
Public access model enables participation regardless of personal characteristics. ND
No discussion of life, liberty, or security
ND
No slavery or servitude content
ND
No torture or cruel treatment content
ND
No recognition before the law content
ND
No equal protection under law content
ND
No remedies for rights violations content
ND
No arbitrary detention content
ND
ND
No presumption of innocence content
ND
Low Practice
No privacy discussion in content
FW Ratio: 50%
Observable Facts
Page includes feature flags related to privacy and data handling (e.g., 'primer_react_css_has_selector_perf', 'oauth_authorize_clickjacking_protection'). Inferences
Platform infrastructure includes technical measures that affect privacy protection. ND
No freedom of movement content
ND
ND
No nationality rights content
ND
No marriage and family rights content
ND
No freedom of thought/religion content
ND
No peaceful assembly content
ND
No democratic participation content
ND
No social security content
ND
ND
No rest and leisure content
ND
Low Practice
No standard of living content
FW Ratio: 50%
Observable Facts
Page includes accessibility-related feature flags (e.g., 'a11y_status_checks_ruleset'). Inferences
Platform accessibility features promote equitable access to technology. ND
ND
No duties to community content
ND
No destruction of rights content
Structural Channel
What the site does
+0.15
Medium Advocacy Practice
GitHub accessibility supports educational access
+0.12
Medium Advocacy Practice
GitHub enables open discussion and knowledge sharing
+0.12
Medium Advocacy Practice
GitHub enables cultural/scientific participation
-0.05
Medium Advocacy Practice
GitHub retains platform control over content
ND
GitHub platform enables global collaboration
ND
GitHub provides equal access to repository
ND
Medium Practice
GitHub platform provides equal access to repository content
ND
No platform features related to physical security
ND
No observable servitude features
ND
No platform features related to punishment
ND
GitHub Terms govern user recognition
ND
Equal platform access provided
ND
GitHub provides reporting mechanisms
ND
No platform detention features
ND
No judicial process features
ND
No criminal justice features
ND
Low Practice
GitHub platform includes standard privacy controls
ND
No border or travel restrictions
ND
No asylum-related features
ND
ND
No family-related features
ND
ND
GitHub enables collaborative projects
ND
No voting or governance features
ND
ND
GitHub supports collaborative work
ND
ND
Low Practice
GitHub accessibility features support participation
ND
GitHub provides collaborative infrastructure
ND
GitHub has community guidelines
ND
No rights-destructive features
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.36 low claims
Sources 0.3 Evidence 0.2 Uncertainty 0.1 Purpose 0.8
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.3 Arousal 0.2 Dominance 0.4
Does the content identify its author and disclose interests?
0.33
✓ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.76 solution oriented
Whose perspectives are represented in this content?
0.25 1 perspective
Speaks: individuals
Is this content looking backward, at the present, or forward?
present unspecified
What geographic area does this content cover?
global How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal
29 HN snapshots · 4 evals
Audit Trail
9 entries all eval pipeline all models deepseek-v3.2 llama-4-scout-wai llama-3.3-70b-wai
newest first
2026-03-01 15:43 eval_success Evaluated: Moderate positive (0.33) - - 2026-03-01 15:43
eval
Evaluated by deepseek-v3.2 : +0.33 (Moderate positive) 9,764 tokens 2026-03-01 15:43 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 3R - - 2026-02-28 17:22 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 17:22
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) 0.00 reasoning ED, neutral tech announcement
2026-02-28 17:16 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 17:16
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) reasoning ED, neutral tech announcement
2026-02-28 17:16 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 17:16
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Tech tutorial no rights stance