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Model Comparison
Model Editorial Structural Class Conf SETL Theme @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 Tech Accessibility @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 0.00 Neutral 0.50 0.00 Technology AI deepseek/deepseek-v3.2-20251201 +0.33 +0.13 Neutral 0.01 — Information Access claude-haiku-4-5-20251001 +0.24 +0.14 Mild positive 0.24 0.13 Digital Access & Expression meta-llama/llama-3.3-70b-instruct:free ND ND — — — — nvidia/nemotron-3-nano-30b-a3b:free ND ND — — — —
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct:free nvidia/nemotron-3-nano-30b-a3b:free Preamble ND ND ND ND ND ND Article 1 ND ND ND ND ND ND Article 2 ND ND ND ND ND ND Article 3 ND ND ND ND ND ND Article 4 ND ND ND ND ND ND Article 5 ND ND ND ND ND ND Article 6 ND ND ND ND ND ND Article 7 ND ND ND ND ND ND Article 8 ND ND ND ND ND ND Article 9 ND ND ND ND ND ND Article 10 ND ND ND ND ND ND Article 11 ND ND ND ND ND ND Article 12 ND ND ND -0.03 ND ND Article 13 ND ND ND 0.25 ND ND Article 14 ND ND ND ND ND ND Article 15 ND ND ND ND ND ND Article 16 ND ND ND ND ND ND Article 17 ND ND ND 0.01 ND ND Article 18 ND ND ND ND ND ND Article 19 ND ND ND 0.53 ND ND Article 20 ND ND ND 0.23 ND ND Article 21 ND ND ND ND ND ND Article 22 ND ND ND ND ND ND Article 23 ND ND ND ND ND ND Article 24 ND ND ND ND ND ND Article 25 ND ND ND ND ND ND Article 26 ND ND ND 0.45 ND ND Article 27 ND ND ND 0.55 ND ND Article 28 ND ND ND ND ND ND Article 29 ND ND ND ND ND ND Article 30 ND ND ND ND ND ND
Summary Digital Access & Expression Acknowledges
The WebPerceptor GitHub repository demonstrates moderate positive alignment with UDHR principles, particularly in Articles 19, 26, and 27 (freedom of expression, education, and participation in cultural/scientific progress). The open-source publication model and global accessibility support information freedom and collaborative knowledge-building. However, the project raises privacy concerns (Article 12) due to its LLM-based personal web remixing functionality, which likely processes browsing data without visible consent mechanisms.
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: -0.03 — 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: +0.01 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.53 — Freedom of Expression 19 Article 20: +0.23 — 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: +0.45 — Education 26 Article 27: +0.55 — 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 +0.24 Structural Mean +0.17 Weighted Mean +0.28 Unweighted Mean +0.28 Max +0.55 Article 27 Min -0.03 Article 12 Signal 7 No Data 24 Volatility 0.22 (Medium) Negative 1 Channels E: 0.6 S: 0.4 SETL ℹ +0.13 Editorial-dominant FW Ratio ℹ 52% 23 facts · 21 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: 0.11 (2 articles) Personal: 0.01 (1 articles) Expression: 0.38 (2 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.50 (2 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.40
Medium Advocacy Practice
Repository facilitates expression by enabling developers to publish code, documentation, and collaborative discussion; project itself enables users to remix and customize web content, expanding expression capabilities.
FW Ratio: 50%
Observable Facts
Repository enables public comments, issues, and pull requests for collaborative discussion. WebPerceptor plugin itself is designed to enable personalized, user-controlled web content remixing. Inferences
Public repository structure supports freedom of expression through decentralized, multi-stakeholder commentary. WebPerceptor's LLM-based remixing functionality expands user agency in information processing and expression of viewpoints. +0.40
Medium Advocacy Practice
Repository represents participation in shared cultural and scientific advancement through open-source code publication and collaborative development.
FW Ratio: 60%
Observable Facts
Repository publishes code and technical knowledge for shared benefit. GitHub's collaborative model enables global participation in technological advancement. Open-source licensing supports shared cultural and scientific progress. Inferences
Public repository structure embodies Article 27's commitment to shared participation in scientific and cultural progress. WebPerceptor project contributes to collective technological advancement in web accessibility and LLM integration. +0.35
Medium Advocacy Practice
Repository demonstrates commitment to education by publishing code and documentation openly; WebPerceptor project itself enables personalized learning through customized web content remixing.
FW Ratio: 60%
Observable Facts
Repository is publicly accessible for learning and educational purposes. WebPerceptor enables personalized, LLM-based content remixing which could support individualized learning approaches. Open-source publication enables knowledge sharing and skill development. Inferences
Public repository structure supports Article 26's vision of free, accessible education for all. LLM-based web remixing capability could democratize access to personalized educational content. +0.30
Medium Advocacy Practice
Repository enables cross-border collaboration and tool development; facilitates free movement of information and ideas across geographic boundaries.
FW Ratio: 50%
Observable Facts
Repository is publicly accessible to users worldwide. Project description indicates cross-platform capability (Chromium plugin). Inferences
Open global access supports freedom of movement in the digital realm and cross-border information exchange. GitHub's architecture enables developers to move freely between jurisdictions while maintaining participation in collaborative projects. +0.25
Medium Advocacy Practice
Repository demonstrates freedom of association through open-source community collaboration; developers can freely join the project and contribute.
FW Ratio: 50%
Observable Facts
Repository allows free forking and contribution without membership restrictions. Discussion and issue features facilitate developer association around shared goals. Inferences
Open contribution model supports freedom of association by removing barriers to collaborative participation. Public repository structure enables developers to self-organize around the project. +0.20
Medium Advocacy Practice
Project code and documentation are made available in open-source form, supporting intellectual property rights and creative attribution.
FW Ratio: 50%
Observable Facts
Repository appears to use open-source licensing (typical for GitHub public repositories). Users retain legal attribution through commit history and licensing. Inferences
Open-source publication supports intellectual property rights through clear attribution mechanisms. Platform control of user accounts and data storage limits absolute ownership rights over intellectual property in the repository context. -0.20
Medium Advocacy Practice
Repository description does not address privacy; project involves LLM processing of web content which could entail analysis of personal browsing data, raising privacy concerns.
FW Ratio: 50%
Observable Facts
Repository describes a Chromium plugin for 'personalised, LLM remixed web browsing' with implicit data collection mechanisms. No privacy policy or data handling statement is visible on the repository page. Inferences
LLM-based web browsing personalization likely requires processing of user browsing history and behavioral patterns, potentially conflicting with privacy rights. Absence of privacy disclosure suggests inadequate transparency regarding data collection practices. ND
Medium Practice
Repository page contains no explicit preamble text or foundational human rights philosophy.
FW Ratio: 50%
Observable Facts
The repository is publicly accessible without login requirement. Inferences
Public accessibility of the repository supports the preamble's emphasis on universal human dignity and equal participation. ND
Medium Practice
No explicit statements about equal rights and dignity in repository content.
FW Ratio: 50%
Observable Facts
Repository permissions allow equal fork and contribution rights to all GitHub users. Inferences
Non-discriminatory access structure reflects Article 1's principle of equal rights and dignity for all. ND
Medium Practice
No explicit content addressing discrimination or protected characteristics.
FW Ratio: 50%
Observable Facts
Repository access is available to all GitHub users regardless of account characteristics. Inferences
Non-discriminatory platform architecture supports Article 2's prohibition on discrimination. ND
Low Practice
No direct statements about the right to life, liberty, or personal security.
ND
No observable content relating to slavery or forced servitude.
ND
No observable content relating to torture or inhuman treatment.
ND
No observable content relating to legal personhood or rights recognition.
ND
No observable content relating to equal protection before the law.
ND
No observable content relating to access to justice or remedies.
ND
No observable content relating to arbitrary arrest or detention.
ND
No observable content relating to fair trial or due process.
ND
No observable content relating to criminal liability or ex post facto law.
ND
Low Practice
No explicit content addressing asylum or political persecution.
FW Ratio: 50%
Observable Facts
Repository access does not require disclosure of political views or national origin. Inferences
Platform neutrality provides implicit protection for developers seeking to share politically sensitive work across borders. ND
No observable content relating to nationality rights.
ND
No observable content relating to marriage, family, or domestic relations.
ND
No observable content relating to freedom of thought, conscience, or religion.
ND
No observable content relating to political participation or voting.
ND
No observable content relating to social security or economic rights.
ND
No observable content relating to labor rights or employment.
ND
No observable content relating to rest, leisure, or working time.
ND
Medium Practice
No explicit content addressing health or welfare standards.
FW Ratio: 50%
Observable Facts
GitHub implements accessibility features including ARIA support and keyboard navigation. Inferences
Platform accessibility supports equitable access to development tools and knowledge resources essential for digital welfare. ND
Low Practice
No explicit statement of social and international order supporting human rights.
FW Ratio: 50%
Observable Facts
Repository is accessible globally without geographic restriction. Inferences
GitHub's international infrastructure supports Article 28's vision of social and international order based on human rights. ND
Low Practice
No explicit statement of community responsibilities or limitations on rights.
FW Ratio: 50%
Observable Facts
GitHub community guidelines establish standards for respectful collaboration. Inferences
Platform governance structure reflects Article 29's balance between rights and community responsibilities. ND
No observable content relating to prevention of rights destruction.
Structural Channel
What the site does
+0.30
Medium Advocacy Practice
GitHub enables public participation in shared cultural/scientific commons; open-access model removes barriers to contributing to and benefiting from collective knowledge; WebPerceptor project itself advances shared technical culture.
+0.25
Medium Advocacy Practice
GitHub's open-access discussion board and public collaboration model enables free expression of ideas in code and comments without gatekeeping; community guidelines protect respectful discourse.
+0.25
Medium Advocacy Practice
GitHub's public repository structure provides free access to source code, documentation, and collaborative learning environment; platform accessibility features support equitable educational access.
+0.20
Medium Advocacy Practice
GitHub's global accessibility allows developers from all jurisdictions to contribute to and use the WebPerceptor project without geographic restrictions.
+0.20
Medium Advocacy Practice
GitHub's fork and contribution mechanisms enable developers to associate and collaborate without membership fees or gatekeeping; issues and discussions provide association-building infrastructure.
+0.10
Medium Advocacy Practice
GitHub's privacy protections provide baseline safeguards; however, the WebPerceptor plugin itself may collect and process user browsing behavior without explicit consent mechanisms visible on this page.
-0.08
Medium Advocacy Practice
While repository content is open-source, GitHub retains platform control; user code ownership is subject to platform ToS and licensing terms, creating conditional rather than absolute intellectual property rights. Users do not own their GitHub account data.
ND
Medium Practice
GitHub's platform structure (open access, collaborative development tools, global reach) implicitly supports the preamble's vision of freedom, justice, and peace through technological enablement.
ND
Medium Practice
GitHub's design treats all users equally in access and participation rights; platform does not discriminate in repository visibility or contribution mechanisms.
ND
Medium Practice
GitHub's ToS and platform structure prohibit discrimination; users access repository without regard to race, color, sex, language, religion, political opinion, national or social origin.
ND
Low Practice
GitHub's platform does not create structural threats to life, liberty, or security; baseline safety is implicit in platform design.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Low Practice
GitHub's open platform does not distinguish users by political affiliation or origin; structure supports asylum of ideas and safe collaboration.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Not applicable to this technical repository context.
ND
Medium Practice
GitHub's accessible platform design (ARIA support, keyboard navigation) supports equitable access to digital tools and knowledge; WebPerceptor's web remixing capability could improve information accessibility for users with different needs.
ND
Low Practice
GitHub's global, borderless architecture implicitly supports international cooperation and order; platform enables cross-border collaboration without geographic discrimination.
ND
Low Practice
GitHub's community guidelines and ToS establish baseline community responsibilities; platform discourages abuse while protecting expression.
ND
Not applicable to this technical repository context.
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.39 low claims
Sources 0.3 Evidence 0.4 Uncertainty 0.3 Purpose 0.5
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
measured
Valence +0.2 Arousal 0.3 Dominance 0.4
Does the content identify its author and disclose interests?
0.33
✓ Author ✗ Conflicts ✗ Funding
More signals: context, framing & audience Does this content offer solutions or only describe problems?
0.64 solution oriented
Whose perspectives are represented in this content?
0.35 2 perspectives
Speaks: institution
About: individuals developers
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
· 4 evals
+1 0 −1 HN
Audit Trail
24 entries all eval pipeline all models llama-3.3-70b-wai llama-4-scout-wai deepseek-v3.2 claude-haiku-4-5-20251001
newest first
2026-02-28 14:26 model_divergence Cross-model spread 0.33 exceeds threshold (4 models) - - 2026-02-28 14:26 eval_success Lite evaluated: Neutral (0.00) - - 2026-02-28 14:26
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral) reasoning PR tech content
2026-02-26 22:39 eval_success Light evaluated: Neutral (0.00) - - 2026-02-26 22:39
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) 2026-02-26 20:06 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 20:04 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:03 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:02 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 20:01 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - - 2026-02-26 20:00 eval_failure Evaluation failed: Error: Unknown model in registry: llama-4-scout-wai - - 2026-02-26 17:27 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 17:24 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:23 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 17:22 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - - 2026-02-26 08:56 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 08:55 dlq Dead-lettered after 1 attempts: Show HN: WebPerceptor – Enabling AI Mediated Web Browsing - - 2026-02-26 08:53 rate_limit OpenRouter rate limited (429) model=qwen3-next-80b - - 2026-02-26 08:53 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - - 2026-02-26 07:52
eval
Evaluated by deepseek-v3.2 : +0.33 (Neutral) 10,068 tokens 2026-02-26 04:49
eval
Evaluated by claude-haiku-4-5-20251001 : +0.23 (Mild positive) 12,893 tokens