home / github.com / item 47195240
Model Comparison
Model Editorial Structural Class Conf SETL Theme deepseek/deepseek-v3.2-20251201 +0.50 ND Strong positive 0.12 — Intellectual Property & Expression @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 0.35 ND ND Article 18 ND ND ND Article 19 0.70 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 ND ND ND Article 27 0.80 ND ND Article 28 ND ND ND Article 29 ND ND ND Article 30 ND ND ND
Summary Technical Knowledge Sharing Neutral
This GitHub repository page for 'memorykit' shows minimal observable human rights engagement. The page primarily presents a technical repository description with limited editorial content. There are mild positive signals related to information sharing (Article 19) and cultural participation (Article 27) through the open source platform context, and mild negative signals from tracking features affecting privacy (Article 12). Most rights provisions show no observable engagement.
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: +0.35 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.70 — 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: ND — Education Article 26: No Data — Education 26 Article 27: +0.80 — 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 +0.15 Structural Mean +0.10 Weighted Mean +0.62 Unweighted Mean +0.62 Max +0.80 Article 27 Min +0.35 Article 17 Signal 3 No Data 28 Volatility 0.19 (Medium) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.09 Editorial-dominant FW Ratio ℹ 50% 5 facts · 5 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: 0.35 (1 articles) Expression: 0.70 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.80 (1 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.60
High Practice
Page is a software repository; this constitutes participation in cultural life and benefits from scientific advancement.
FW Ratio: 50%
Observable Facts
The page title describes 'memorykit: Persistent memory layer for AI agents'. The page is hosted on a platform for open-source software development. Inferences
Sharing a software tool contributes to scientific and cultural progress. The repository enables others to benefit from and contribute to technological advancement. +0.50
High Practice
Page hosts software code and description; this is a form of expression and information sharing.
FW Ratio: 50%
Observable Facts
The page contains a title and description for a software project. The page is part of GitHub, a platform for hosting and sharing code. Inferences
Publishing a software repository constitutes an act of sharing information and expression. The platform enables freedom of expression through code publication. +0.40
High Practice
Page describes a software repository; ownership of intellectual property is implied through open-source licensing.
FW Ratio: 50%
Observable Facts
The page title describes the repository as 'memorykit: Persistent memory layer for AI agents'. The page is hosted on GitHub, a platform for software development and version control. Inferences
The existence of a public software repository suggests an intention to create and share intellectual property. The platform's structure supports the creation and ownership of software as intellectual property. ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
Medium Practice
Page is a software repository on a platform with privacy controls; no direct content about privacy rights.
FW Ratio: 50%
Observable Facts
The page is hosted on GitHub, a platform with stated privacy policies. The page includes a description stating it is a 'Persistent memory layer for AI agents'. Inferences
The platform's existing privacy infrastructure provides a baseline of privacy protection for the content. The project's focus on AI agent memory does not inherently engage with privacy discourse. ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
Structural Channel
What the site does
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
Medium Practice
Page is a software repository on a platform with privacy controls; no direct content about privacy rights.
ND
ND
ND
ND
ND
High Practice
Page describes a software repository; ownership of intellectual property is implied through open-source licensing.
ND
ND
High Practice
Page hosts software code and description; this is a form of expression and information sharing.
ND
ND
ND
ND
ND
ND
ND
ND
High Practice
Page is a software repository; this constitutes participation in cultural life and benefits from scientific advancement.
ND
ND
ND
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.42 low claims
Sources 0.3 Evidence 0.2 Uncertainty 0.1 Purpose 0.9
No manipulative rhetoric detected
0 techniques detected
Emotional character: positive/negative, intensity, authority
detached
Valence +0.1 Arousal 0.1 Dominance 0.3
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?
0.42 mixed
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: individuals
About: institution
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 medium jargon domain specific
Longitudinal
20 HN snapshots · 4 evals
Audit Trail
10 entries all eval pipeline all models deepseek-v3.2 llama-4-scout-wai llama-3.3-70b-wai
newest first
2026-03-01 16:30 eval_success Evaluated: Strong positive (0.62) - - 2026-03-01 16:30
eval
Evaluated by deepseek-v3.2 : +0.62 (Strong positive) 9,410 tokens +0.29 2026-03-01 16:30 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - - 2026-03-01 16:23 eval_success Evaluated: Moderate positive (0.33) - - 2026-03-01 16:23
eval
Evaluated by deepseek-v3.2 : +0.33 (Moderate positive) 9,749 tokens 2026-03-01 16:23 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 3R - - 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 project 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 PR tech content