16 points by 9wzYQbTYsAIc 281 days ago | 8 comments on HN
| Structured AI reasoning framework with strong positive alignment to UDHR Articles 19–20 (expression and association) and moderate positive alignment to Articles 1–2 (equality and dignity). Framework exhibits minimal scope beyond communication and epistemic integrity; no coverage of physical rights, economic rights, or protection mechanisms. Overall lean is mildly to moderately positive due to explicit design for transparency, bias reduction, and accessible reasoning tools. Mission
· vv3.4 · 2026-02-25
Article Heatmap
Negative Neutral Positive No Data
Aggregates
Weighted Mean
+0.60
Unweighted Mean
+0.64
Max
+0.90 Article 19
Min
+0.53 Article 1
Signal
14
No Data
17
Confidence
31%
Volatility
0.12 (Low)
Negative
0
Channels
E: 0.7S: 0.3
SETL
+0.19
Editorial-dominant
FW Ratio
61%
34 facts · 22 inferences
Evidence: High: 3 Medium: 11 Low: 0 No Data: 17
Theme Radar
Domain Context Profile
Element
Modifier
Affects
Note
Privacy
—
No privacy policy or cookie consent observable on provided content; CSP and security headers present but no data handling disclosure visible.
Terms of Service
—
No terms of service observable in provided content.
Accessibility
+0.15
Article 2 Article 21
Skip-to-content link, semantic HTML, ARIA labels, and focus management visible; demonstrates commitment to inclusive access.
Mission
+0.25
Preamble Article 19 Article 27
Explicit mission to promote structured, objective AI communication and epistemic integrity; aligns with transparency and reasoned discourse values.
Editorial Code
+0.20
Article 19 Article 20
E-Prime language constraint and RFC 2119 terminology suggest commitment to precision and reducing absolutist framing; supports truthfulness in expression.
Ownership
—
No ownership or organizational structure disclosed in provided content.
Access Model
+0.10
Article 26 Article 27
Framework and configuration appear to be open-source or freely accessible; navigation suggests no paywall or restricted access.
Ad/Tracking
—
No advertising or tracking detected in provided content; CSP restricts external connections.
Score Breakdown
+0.84
PreamblePreamble
High Advocacy Framing
Editorial
+0.65
Structural
+0.50
SETL
+0.31
Combined
ND
Context Modifier
ND
Content explicitly advocates for 'structured, objective LLM interactions' and frames the framework as addressing epistemic integrity. Mission emphasizes human dignity through improved reasoning and communication.
FW Ratio: 60%
Observable Facts
Page header states 'The Fair Witness Framework: Transform your LLM interactions in 5 simple steps.'
Core configuration section describes 'epistemic functions' as five distinct knowledge-processing roles.
About section references Heinlein's Fair Witness concept, which prioritizes precise observation over interpretation.
Inferences
The framework's design to separate observation from interpretation suggests an intent to promote human agency through clearer AI reasoning.
Emphasis on 'structured, objective responses' indicates advocacy for reducing bias and absolutism in AI outputs, values aligned with human dignity.
+0.61
Article 1Freedom, Equality, Brotherhood
Medium Framing Practice
Editorial
+0.55
Structural
+0.45
SETL
+0.23
Combined
ND
Context Modifier
ND
Framework promotes reasoned discourse and epistemic equality by enabling all users to receive structured, transparent reasoning from LLMs. No observable barriers to use based on provided content.
FW Ratio: 60%
Observable Facts
Page describes the framework as accessible via Quick Start link.
Configuration uses plain-language YAML and markdown, reducing barriers to understanding.
No authentication or licensing restrictions visible in provided content.
Inferences
The use of open documentation and simple configuration syntax suggests intent to make epistemic tools available regardless of technical expertise.
Emphasis on E-Prime language and clear terminology supports the principle of equal access to reasoned information.
+0.56
Article 2Non-Discrimination
Medium Practice
Editorial
+0.40
Structural
+0.55
SETL
-0.29
Combined
ND
Context Modifier
ND
No explicit anti-discrimination statement. Accessibility features (ARIA, semantic HTML, skip links) suggest structural commitment to inclusive design but no editorial policy on discrimination is stated.
FW Ratio: 75%
Observable Facts
Page includes skip-to-content link with focus management.
ARIA labels and semantic navigation menus are present.
No explicit non-discrimination policy or statement observable.
Inferences
Accessibility implementation suggests practical commitment to equal treatment in access but lacks explicit editorial commitment to non-discrimination.
ND
Article 3Life, Liberty, Security
Right to life, security, and liberty not addressed in framework documentation.
ND
Article 4No Slavery
Slavery and servitude not within scope of AI framework content.
ND
Article 5No Torture
Torture and cruel treatment not addressed in framework documentation.
ND
Article 6Legal Personhood
Right to recognition as person before law not within framework scope.
ND
Article 7Equality Before Law
Equal protection before law not directly addressed in framework documentation.
ND
Article 8Right to Remedy
Effective remedy for violations not within AI framework scope.
ND
Article 9No Arbitrary Detention
Arbitrary arrest and detention not addressed in framework documentation.
ND
Article 10Fair Hearing
Fair and public hearing not addressed in framework documentation.
ND
Article 11Presumption of Innocence
Presumption of innocence not within framework scope.
+0.53
Article 12Privacy
Medium Framing Practice
Editorial
+0.50
Structural
+0.45
SETL
+0.16
Combined
ND
Context Modifier
ND
Framework promotes privacy in LLM interactions through structured prompting that minimizes data exposure and inference risks. CSP and security headers restrict data collection.
FW Ratio: 60%
Observable Facts
Content Security Policy restricts external connections with 'connect-src: self'.
X-Frame-Options set to DENY, preventing iframe embedding.
Referrer-Policy set to strict-origin-when-cross-origin.
Inferences
Restrictive CSP and security headers suggest architectural effort to minimize data leakage and surveillance.
The framework's emphasis on transparent, structured reasoning may reduce need for extensive input data collection by AI systems.
ND
Article 13Freedom of Movement
Freedom of movement not addressed in framework documentation.
ND
Article 14Asylum
Asylum and political refuge not addressed in framework documentation.
ND
Article 15Nationality
Nationality rights not addressed in framework documentation.
ND
Article 16Marriage & Family
Marriage and family rights not addressed in framework documentation.
ND
Article 17Property
Property rights not addressed in framework documentation.
ND
Article 18Freedom of Thought
Freedom of thought, conscience, and religion not directly addressed in framework documentation.
+0.90
Article 19Freedom of Expression
High Advocacy Framing Practice
Editorial
+0.75
Structural
+0.60
SETL
+0.34
Combined
ND
Context Modifier
ND
Core framework directly addresses freedom of opinion and expression through structured, objective communication. E-Prime language and RFC 2119 constraints are explicitly designed to support truthful, impartial expression.
FW Ratio: 57%
Observable Facts
Page explicitly describes the framework as enabling 'structured, objective responses' from LLMs.
E-Prime language constraint is documented as reducing absolutism and 'forms of to be verbs.'
RFC 2119 terminology provides clear standards for distinguishing certainty levels in expression.
Five epistemic functions (Observer, Evaluator, Analyst, Synthesist, Communicator) are each described as supporting different aspects of truthful communication.
Inferences
The framework's design to minimize interpretive bias and absolutist language directly supports the right to form and express opinions based on evidence.
Structured separation of observation from interpretation enables users to communicate more truthfully by acknowledging the limits of knowledge claims.
The emphasis on transparency in reasoning methods supports informed opinion formation and free expression.
+0.80
Article 20Assembly & Association
High Advocacy Framing
Editorial
+0.70
Structural
+0.55
SETL
+0.32
Combined
ND
Context Modifier
ND
Framework promotes peaceful assembly and association by enabling transparent, structured discourse that reduces conflict from miscommunication and interpretive bias.
FW Ratio: 60%
Observable Facts
Framework is described as promoting 'structured, objective responses' that reduce ambiguity.
E-Prime language and RFC 2119 constraints are designed to reduce absolutism and misunderstanding.
Community/collaborative aspects are implicit in the framework's focus on shared epistemic standards.
Inferences
By reducing communication bias and promoting clarity, the framework may facilitate more peaceful and productive group discourse.
The emphasis on shared standards (RFC 2119, E-Prime) creates common ground for association and coordination.
+0.66
Article 21Political Participation
Medium Framing
Editorial
+0.60
Structural
+0.50
SETL
+0.24
Combined
ND
Context Modifier
ND
Framework supports democratic participation through improved communication clarity and reduced epistemic bias, enabling more informed civic engagement.
FW Ratio: 60%
Observable Facts
Framework is designed to produce 'structured, objective responses' that support informed understanding.
Navigation includes links to Framework, Implementation, and Examples, suggesting educational intent.
No explicit statement on democratic participation or voting rights observable.
Inferences
The framework's ability to reduce bias and improve clarity in information supports informed democratic decision-making.
Access to objective, structured reasoning tools may enhance individuals' capacity to participate in governance and public discourse.
ND
Article 22Social Security
Social security and welfare rights not addressed in framework documentation.
ND
Article 23Work & Equal Pay
Right to work not addressed in framework documentation.
ND
Article 24Rest & Leisure
Right to rest and leisure not addressed in framework documentation.
ND
Article 25Standard of Living
Right to standard of living and health not addressed in framework documentation.
+0.63
Article 26Education
Medium Framing
Editorial
+0.55
Structural
+0.50
SETL
+0.17
Combined
ND
Context Modifier
ND
Framework supports education and development by providing tools and documentation for learning structured reasoning and epistemic integrity.
FW Ratio: 60%
Observable Facts
Site includes Quick Start, Framework, Implementation, and Examples sections indicating educational structure.
Configuration documentation is presented in accessible YAML and markdown formats.
The organized documentation structure and multiple educational entry points suggest commitment to knowledge development.
Plain-language explanations of epistemic functions support the right to education in reasoning and critical thinking.
+0.77
Article 27Cultural Participation
Medium Advocacy Framing
Editorial
+0.65
Structural
+0.55
SETL
+0.25
Combined
ND
Context Modifier
ND
Framework directly addresses intellectual and cultural life by enabling transparent participation in knowledge production and reasoning processes.
FW Ratio: 60%
Observable Facts
Framework is explicitly designed to support 'structured, objective' reasoning and communication.
Epistemic functions (Observer, Evaluator, Analyst, Synthesist, Communicator) are described as supporting knowledge production.
The framework references Heinlein's Fair Witness concept, connecting to intellectual and cultural tradition.
Inferences
By providing tools for transparent, structured reasoning, the framework supports participation in intellectual and cultural production.
The emphasis on epistemic integrity and avoiding bias aligns with the right to participate in cultural and scientific advancement.
ND
Article 28Social & International Order
Social and international order not addressed in framework documentation.
+0.58
Article 29Duties to Community
Medium Framing
Editorial
+0.50
Structural
+0.45
SETL
+0.16
Combined
ND
Context Modifier
ND
Framework promotes community and human development through emphasis on shared epistemic standards and reduced bias, supporting responsible freedom and mutual respect.
FW Ratio: 60%
Observable Facts
Framework is designed around shared standards (RFC 2119, E-Prime) that create common ground.
Five epistemic functions are described as working together in integrated fashion.
Documentation emphasizes transparency and shared understanding.
Inferences
Shared epistemic standards may promote social cohesion and reduce conflict based on miscommunication.
The framework's emphasis on limiting individual bias may support community interests and human dignity.
+0.58
Article 30No Destruction of Rights
Medium Framing
Editorial
+0.55
Structural
+0.50
SETL
+0.17
Combined
ND
Context Modifier
ND
Framework design protects against rights violations by promoting transparency, reducing bias, and enabling informed participation in discussions about rights and freedoms.
FW Ratio: 60%
Observable Facts
Framework emphasizes structured, objective reasoning to reduce interpretive bias.
Documentation is openly accessible without paywalls or restrictions.
Security headers and CSP restrict data collection and external tracking.
Inferences
The framework's focus on reducing bias and promoting clarity may limit misuse for propaganda or rights violations.
Open access to epistemic tools may help individuals recognize and resist violations of rights described in the UDHR.