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Model Comparison
Model Editorial Structural Class Conf SETL Theme deepseek/deepseek-v3.2-20251201 +0.09 0.00 Mild positive 0.25 0.47 Scientific Participation @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Development @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Technology
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite Preamble 0.42 ND ND Article 1 0.40 ND ND Article 2 0.33 ND ND Article 3 0.00 ND ND Article 4 0.00 ND ND Article 5 0.00 ND ND Article 6 0.00 ND ND Article 7 0.00 ND ND Article 8 0.00 ND ND Article 9 0.00 ND ND Article 10 0.00 ND ND Article 11 0.00 ND ND Article 12 0.02 ND ND Article 13 0.00 ND ND Article 14 0.00 ND ND Article 15 0.00 ND ND Article 16 0.00 ND ND Article 17 -0.11 ND ND Article 18 0.00 ND ND Article 19 0.58 ND ND Article 20 0.00 ND ND Article 21 0.00 ND ND Article 22 0.00 ND ND Article 23 0.00 ND ND Article 24 0.00 ND ND Article 25 0.15 ND ND Article 26 0.15 ND ND Article 27 0.72 ND ND Article 28 0.00 ND ND Article 29 0.00 ND ND Article 30 0.00 ND ND
Summary Scientific Participation Advocates
The content describes 'telos', an open-source software project that provides structured memory and intent tracking for AI coding agents. The evaluation shows a mild to moderate positive lean, primarily focused on the rights to participate in scientific advancement and cultural life (Article 27) and the free exchange of information (Article 19). The project advocates for these rights through its practical purpose and its publication on an open collaboration platform.
Article Heatmap
Preamble: +0.42 — Preamble P Article 1: +0.40 — Freedom, Equality, Brotherhood 1 Article 2: +0.33 — Non-Discrimination 2 Article 3: 0.00 — Life, Liberty, Security 3 Article 4: 0.00 — No Slavery 4 Article 5: 0.00 — No Torture 5 Article 6: 0.00 — Legal Personhood 6 Article 7: 0.00 — Equality Before Law 7 Article 8: 0.00 — Right to Remedy 8 Article 9: 0.00 — No Arbitrary Detention 9 Article 10: 0.00 — Fair Hearing 10 Article 11: 0.00 — Presumption of Innocence 11 Article 12: +0.02 — Privacy 12 Article 13: 0.00 — Freedom of Movement 13 Article 14: 0.00 — Asylum 14 Article 15: 0.00 — Nationality 15 Article 16: 0.00 — Marriage & Family 16 Article 17: -0.11 — Property 17 Article 18: 0.00 — Freedom of Thought 18 Article 19: +0.58 — Freedom of Expression 19 Article 20: 0.00 — Assembly & Association 20 Article 21: 0.00 — Political Participation 21 Article 22: 0.00 — Social Security 22 Article 23: 0.00 — Work & Equal Pay 23 Article 24: 0.00 — Rest & Leisure 24 Article 25: +0.15 — Standard of Living 25 Article 26: +0.15 — Education 26 Article 27: +0.72 — Cultural Participation 27 Article 28: 0.00 — Social & International Order 28 Article 29: 0.00 — Duties to Community 29 Article 30: 0.00 — No Destruction of Rights 30
Aggregates
Editorial Mean +0.09 Structural Mean 0.00 Weighted Mean +0.13 Unweighted Mean +0.09 Max +0.72 Article 27 Min -0.11 Article 17 Signal 31 No Data 0 Volatility 0.19 (Medium) Negative 1 Channels E: 0.6 S: 0.4 SETL ℹ +0.47 Editorial-dominant FW Ratio ℹ 50% 37 facts · 37 inferences
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.38 (3 articles) Security: 0.00 (3 articles) Legal: 0.00 (6 articles) Privacy & Movement: 0.01 (4 articles) Personal: -0.04 (3 articles) Expression: 0.19 (3 articles) Economic & Social: 0.04 (4 articles) Cultural: 0.43 (2 articles) Order & Duties: 0.00 (3 articles) Editorial Channel
What the content says
+0.70
Medium Advocacy Practice
Project is an open-source software tool for AI agents, directly involving participation in cultural life and scientific advancement.
FW Ratio: 50%
Observable Facts
The project is a software tool described as providing 'structured, queryable memory for AI coding agents.' The code is publicly available on an open collaboration platform. Inferences
Creating and sharing a tool for AI development is a direct exercise of the right to participate in scientific advancement. Publishing the work openly facilitates others' enjoyment of the benefits of scientific progress. +0.60
Medium Advocacy Coverage
Project description emphasizes creating a structured, queryable memory system to enhance AI coding agents and collaborative development.
FW Ratio: 60%
Observable Facts
The page title and description state the project is an 'Agent-first intent and constraint tracking layer for Git.' The project description says it provides 'Structured, queryable memory for AI coding agents.' The page is a public GitHub repository under the username 'noahatfin'. Inferences
The project's stated purpose to enhance AI agents and collaboration aligns with the UDHR's aspirational language about promoting social progress. Hosting on GitHub suggests an orientation toward open knowledge sharing and collaborative development. +0.50
Medium Framing Practice
Project premise assumes rational agents capable of intent and constraint tracking, implicitly valuing reason and conscience.
FW Ratio: 50%
Observable Facts
The project is described as creating a layer for tracking intent and constraints for AI agents. The repository is public and hosted on GitHub. Inferences
The focus on structured memory for AI agents frames cognition and reason as foundational for development. Public accessibility on GitHub provides a structural mechanism for broad, equal participation in development. +0.50
Medium Advocacy Practice
Project facilitates structured communication and memory for AI agents, supporting information exchange.
FW Ratio: 50%
Observable Facts
The project is described as a 'tracking layer' and 'queryable memory' for AI coding agents. The repository is public, allowing anyone to view, fork, and potentially contribute. Inferences
Creating tools for AI agent communication and memory structurally supports the free flow of information and ideas. Hosting on a public code-sharing platform embodies the practical exercise of freedom of expression through code. +0.40
Low Practice
Project description does not mention discrimination; focus is on technical functionality for AI agents.
FW Ratio: 33%
Observable Facts
The project description contains no language about user eligibility or restrictions. Inferences
The absence of discriminatory language in the project description is a neutral but positive signal regarding equal access. The structural context of GitHub provides a generic platform-level commitment to non-discrimination. 0.00
Low
No content directly addresses life, liberty, or security of person.
FW Ratio: 50%
Observable Facts
The project page content does not mention safety, security, or liberty of individuals. Inferences
The content is technical and does not engage with themes of personal security or liberty. 0.00
Low
No content addresses slavery or servitude.
FW Ratio: 50%
Observable Facts
The page content does not mention slavery, forced labor, or servitude. Inferences
The absence of relevant content provides no signal for this right. 0.00
Low
No content addresses torture or cruel treatment.
FW Ratio: 50%
Observable Facts
The page content does not mention torture, punishment, or cruel treatment. Inferences
The technical project description does not engage with themes of physical or mental harm. 0.00
Low
No content addresses legal personality or recognition before the law.
FW Ratio: 50%
Observable Facts
The page content does not discuss legal recognition or personhood. Inferences
The project is not concerned with legal status or recognition. 0.00
Low
No content addresses equality before the law or protection against discrimination.
FW Ratio: 50%
Observable Facts
The page content does not mention equality, discrimination, or legal protection. Inferences
The technical focus provides no signal regarding equal protection under the law. 0.00
Low
No content addresses effective remedy for rights violations.
FW Ratio: 50%
Observable Facts
The page content does not mention legal remedies, courts, or rights enforcement. Inferences
The project description is silent on judicial remedies for rights violations. 0.00
Low
No content addresses arbitrary arrest, detention, or exile.
FW Ratio: 50%
Observable Facts
The page content does not mention detention, arrest, or exile. Inferences
The content does not engage with freedom from arbitrary detention. 0.00
Low
No content addresses fair public hearings.
FW Ratio: 50%
Observable Facts
The page content does not mention trials, hearings, or tribunals. Inferences
The project is unrelated to judicial processes. 0.00
Low
No content addresses presumption of innocence or criminal defense.
FW Ratio: 50%
Observable Facts
The page content does not mention criminal charges, defenses, or innocence. Inferences
The technical project provides no signal regarding rights in criminal justice. 0.00
Low
No content addresses privacy, reputation, or interference.
FW Ratio: 50%
Observable Facts
The page content does not mention privacy, surveillance, or data protection. Inferences
The project description does not engage with privacy rights. 0.00
Low
No content addresses freedom of movement or residence.
FW Ratio: 50%
Observable Facts
The page content does not mention movement, travel, or residence. Inferences
The project is unrelated to physical freedom of movement. 0.00
Low
No content addresses asylum from persecution.
FW Ratio: 50%
Observable Facts
The page content does not mention asylum, persecution, or refuge. Inferences
The content does not address the right to seek asylum. 0.00
Low
No content addresses nationality or change of nationality.
FW Ratio: 50%
Observable Facts
The page content does not mention nationality, citizenship, or statelessness. Inferences
The project description is silent on the right to a nationality. 0.00
Low
No content addresses marriage, family, or consent.
FW Ratio: 50%
Observable Facts
The page content does not mention marriage, family, or consent. Inferences
The content does not engage with rights related to family and marriage. 0.00
Low Practice
Project involves intellectual property (code) but makes no statement about ownership rights.
FW Ratio: 50%
Observable Facts
The page is a code repository, implying the content is a form of intellectual property. The repository is public and hosted under standard GitHub terms. Inferences
The act of publishing code publicly suggests an orientation toward sharing, but does not explicitly affirm the right to own property. The structural context of GitHub involves conditional, rather than absolute, user ownership of content. 0.00
Low
No content addresses freedom of thought, conscience, or religion.
FW Ratio: 50%
Observable Facts
The page content does not mention thought, conscience, religion, or belief. Inferences
The technical project description does not engage with freedom of thought or religion. 0.00
Low
No content addresses peaceful assembly or association.
FW Ratio: 50%
Observable Facts
The page content does not mention assembly, association, or membership in groups. Inferences
The project is not framed in terms of freedom of assembly or association. 0.00
Low
No content addresses participation in government or equal access to public service.
FW Ratio: 50%
Observable Facts
The page content does not mention government, elections, or public participation. Inferences
The technical tool is not presented as relating to political participation. 0.00
Low
No content addresses social security or economic/cultural rights realization.
FW Ratio: 50%
Observable Facts
The page content does not mention social security, welfare, or economic rights. Inferences
The project description does not engage with the right to social security. 0.00
Low
No content addresses work, employment, equal pay, or unionization.
FW Ratio: 50%
Observable Facts
The page content does not mention work, jobs, fair pay, or unions. Inferences
The project is a technical tool, not a statement about labor rights. 0.00
Low
No content addresses rest, leisure, or working hours.
FW Ratio: 50%
Observable Facts
The page content does not mention rest, leisure, holidays, or working hours. Inferences
The content is silent on the right to rest and leisure. 0.00
Low
No content addresses standard of living, health, or social services.
FW Ratio: 50%
Observable Facts
The page content does not mention health, food, housing, or standard of living. Inferences
The project does not address rights to an adequate standard of living. 0.00
Low
No content addresses education, instruction, or parental rights.
FW Ratio: 50%
Observable Facts
The page content does not mention education, teaching, schools, or parental choice. Inferences
The project is not framed as an educational tool or right. 0.00
Low
No content addresses social/ international order for rights realization.
FW Ratio: 50%
Observable Facts
The page content does not mention social order, international frameworks, or rights realization structures. Inferences
The project description does not engage with the meta-right to a social and international order. 0.00
Low
No content addresses duties to community or limitations on rights.
FW Ratio: 50%
Observable Facts
The page content does not mention community duties, limitations on freedom, or public order. Inferences
The technical project is silent on the balance between individual rights and community duties. 0.00
Low
No content addresses destruction of UDHR rights.
FW Ratio: 50%
Observable Facts
The page content does not mention the destruction of any rights or freedoms. Inferences
The project description provides no signal regarding the prohibition on rights destruction.
Structural Channel
What the site does
+0.10
Medium Advocacy Practice
Public repository enables open expression and sharing of ideas within platform guidelines.
+0.10
Medium Advocacy Practice
Public repository enables free sharing and enjoyment of scientific progress.
0.00
Medium Advocacy Coverage
Repository hosted on GitHub, a platform with stated mission of open collaboration, inheriting its structural affordances.
0.00
Medium Framing Practice
Repository is publicly accessible, enabling equal participation from users with technical skills.
0.00
Low Practice
GitHub platform terms establish baseline non-discrimination; access requires internet and technical knowledge.
0.00
Low
Platform provides standard security for user accounts and data.
0.00
Low
No structural features related to coercion or forced labor are evident.
0.00
Low
No structural features inflict harm.
0.00
Low
GitHub accounts grant users a platform identity.
0.00
Low
Platform applies rules uniformly to users.
0.00
Low
Platform provides reporting mechanisms for violations.
0.00
Low
Platform can suspend accounts but provides appeals.
0.00
Low
No structural judicial proceedings are evident.
0.00
Low
No structural features relate to criminal proceedings.
0.00
Low
Platform collects user data; privacy policies exist.
0.00
Low
Digital platform enables global access.
0.00
Low
No structural asylum features are evident.
0.00
Low
Platform identity is not tied to nationality.
0.00
Low
No structural features relate to family life.
0.00
Low
Platform does not restrict belief systems.
0.00
Low
Platform enables user communities and collaboration.
0.00
Low
Platform governance involves user feedback but is not democratic.
0.00
Low
Platform provides no social security benefits.
0.00
Low
Platform hosts projects that may be related to employment.
0.00
Low
No structural features regulate work/rest cycles.
0.00
Low
Platform accessibility features exist.
0.00
Low
Platform is a learning resource but not formal education.
0.00
Low
Platform operates globally but does not establish such an order.
0.00
Low
Platform community guidelines establish some duties.
0.00
Low
No structural features seek to destroy rights.
-0.20
Low Practice
Code repository implies licensing; platform terms conditionally protect user ownership.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.63 low claims
Sources 1.0 Evidence 0.2 Uncertainty 0.0 Purpose 1.0
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
detached
Valence +0.1 Arousal 0.1 Dominance 0.5
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.80 solution oriented
Whose perspectives are represented in this content?
0.20 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
22 HN snapshots · 4 evals
Audit Trail
8 entries all eval pipeline all models deepseek-v3.2 llama-3.3-70b-wai llama-4-scout-wai
newest first
2026-03-01 16:44 eval_success Evaluated: Mild positive (0.13) - - 2026-03-01 16:44
eval
Evaluated by deepseek-v3.2 : +0.13 (Mild positive) 11,243 tokens 2026-02-28 16:32 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 16:32
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) 0.00 reasoning Tech tutorial, no rights stance
2026-02-28 16:28 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 16:28
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) reasoning ED: Neutral tech presentation
2026-02-28 16:27 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 16:27
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning Tech tutorial, no rights stance