home / old.reddit.com / item 47157120
Model Comparison
Model Editorial Structural Class Conf SETL Theme deepseek/deepseek-v3.2-20251201 +0.16 +0.07 Mild positive 0.06 0.15 Free Expression @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 Employment @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech labor rights
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 0.10 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 0.20 ND ND Article 13 0.08 ND ND Article 14 ND ND ND Article 15 ND ND ND Article 16 ND ND ND Article 17 ND ND ND Article 18 0.10 ND ND Article 19 0.18 ND ND Article 20 0.10 ND ND Article 21 0.10 ND ND Article 22 ND ND ND Article 23 0.20 ND ND Article 24 ND ND ND Article 25 ND ND ND Article 26 ND ND ND Article 27 ND ND ND Article 28 ND ND ND Article 29 ND ND ND Article 30 ND ND ND
Summary Free Expression Advocates
The evaluated page is a Reddit community forum for computer science career questions. The primary observable human rights engagement comes from a protest banner at the top of the page criticizing Reddit's API changes and advocating for third-party developers and accessibility. The content leans positively toward rights of expression, assembly, and work, though the signals are limited in scope and strength to the banner and community structure.
Article Heatmap
Preamble: +0.10 — 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: +0.20 — Privacy 12 Article 13: +0.08 — 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: ND — Property Article 17: No Data — Property 17 Article 18: +0.10 — Freedom of Thought 18 Article 19: +0.18 — Freedom of Expression 19 Article 20: +0.10 — Assembly & Association 20 Article 21: +0.10 — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — Social Security 22 Article 23: +0.20 — 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: ND — Cultural Participation Article 27: No Data — 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 +0.16 Structural Mean +0.07 Weighted Mean +0.14 Unweighted Mean +0.13 Max +0.20 Article 12 Min +0.08 Article 13 Signal 8 No Data 23 Volatility 0.05 (Low) Negative 0 Channels E: 0.6 S: 0.4 SETL ℹ +0.15 Editorial-dominant FW Ratio ℹ 52% 14 facts · 13 inferences
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.10 (1 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.14 (2 articles) Personal: 0.10 (1 articles) Expression: 0.13 (3 articles) Economic & Social: 0.20 (1 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles) Editorial Channel
What the content says
+0.30
Medium Advocacy Practice
The protest banner explicitly advocates for freedom of expression via third-party apps and criticizes platform leadership. The page structure facilitates user posting and communication.
FW Ratio: 50%
Observable Facts
The protest banner states API changes "kill third party apps" and calls reddit leadership's behavior "reprehensible." The sidebar includes rules for posting, links to daily discussion threads, and a prompt to "Ask a new question." Inferences
The banner champions expression through tool choice and criticizes actions perceived to restrict it. The forum infrastructure provides a platform for user expression and information sharing. +0.20
Low Advocacy
The banner criticizes reddit's behavior as 'reprehensible' in implementing API changes, implying a violation of community trust.
FW Ratio: 50%
Observable Facts
The protest banner states: "the behavior of reddit leadership in implementing these changes has been reprehensible." Inferences
The strong language ('reprehensible') frames the company's actions as a breach of trust and community standards. +0.20
Low Advocacy Coverage
The protest banner champions freedom of movement for developers to choose their tools. The page structure allows navigation via links.
FW Ratio: 50%
Observable Facts
The banner states solidarity with developers who made third-party reddit apps. The page sidebar contains links to external platforms like Discord and programming.dev. Inferences
Support for third-party apps implies advocacy for the right to choose tools and platforms. Providing external links is a standard structural feature enabling user navigation. +0.20
Low Coverage Advocacy
The page is dedicated to career questions in computer science, relating to work. The protest banner defends developers' work on third-party tools.
FW Ratio: 50%
Observable Facts
The subreddit is named 'cscareerquestions'. The protest banner expresses solidarity with "developers who made third party reddit apps." Inferences
The forum's topic directly engages with the right to work and career development. The protest defends the work and livelihood of developers affected by platform changes. +0.10
Low Advocacy
The page banner text promotes solidarity with developers over API changes affecting third-party apps and accessibility tools.
FW Ratio: 60%
Observable Facts
The top of the page contains a banner stating: "CSCareerQuestions protests in solidarity with the developers who made third party reddit apps." The banner states: "reddit's new API changes kill third party apps that offer accessibility features, mod tools, and other features not found in the first party app." The banner states: "More importantly however, the behavior of reddit leadership in implementing these changes has been reprehensible." Inferences
The banner advocates for developers' rights in the context of platform governance. The mention of 'accessibility features' ties the protest to rights of access and participation. +0.10
Low Coverage
The page is a community forum for career questions, implying thought and discussion.
FW Ratio: 50%
Observable Facts
The page title and sidebar describe it as a "community for" career questions. Inferences
The existence of a dedicated forum facilitates collective thought and expression on professional topics. +0.10
Low Coverage Practice
The banner calls for protest and solidarity, a form of peaceful assembly. The community structure enables association.
FW Ratio: 50%
Observable Facts
The banner declares "CSCareerQuestions protests in solidarity with the developers." The sidebar lists moderators and links to related subreddits for different regions. Inferences
The protest statement is an act of assembly advocacy. The community links and moderator structure facilitate association among members. +0.10
Low Coverage
The sidebar provides links to salary surveys and demographic results, indicating a participatory element in governance of the community.
FW Ratio: 50%
Observable Facts
The sidebar includes links to "Salary Sharing Survey" results and "Demographics Survey" results. Inferences
Sharing survey data can be seen as a form of participatory governance within the community. ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
Structural Channel
What the site does
Element Modifier Affects Note Legal & Terms Privacy —
Cannot assess privacy policy; content inaccessible. Terms of Service —
Cannot assess terms of service; content inaccessible. Identity & Mission Mission —
Cannot assess mission statement; content inaccessible. Editorial Code —
Cannot assess editorial code; content inaccessible. Ownership —
Reddit, Inc. — community-moderated platform. Access & Distribution Access Model —
Free, public-by-default forum; specific URL returns 403. Ad/Tracking —
Cannot assess ad/tracking; content inaccessible. Accessibility —
Cannot assess accessibility features; content inaccessible.
+0.10
Medium Advocacy Practice
The page provides a forum structure with posting guidelines, daily threads, and links to external communities.
+0.10
Low Coverage Practice
The page is part of a subreddit community with moderators and links to related communities.
0.00
Low Advocacy Coverage
The page provides links to other communities (e.g., Discord, programming.dev), facilitating movement across platforms.
ND
Low Advocacy
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
ND
Low Advocacy
ND
ND
ND
ND
ND
Low Coverage
ND
Low Coverage
ND
ND
Low Coverage Advocacy
ND
ND
ND
ND
ND
ND
ND
Supplementary Signals
How this content communicates, beyond directional lean.
Learn more How well-sourced and evidence-based is this content?
0.17 low claims
Sources 0.0 Evidence 0.0 Uncertainty 0.0 Purpose 0.9
2 manipulative rhetoric techniques found
2 techniques detected
loaded language "reprehensible"
flag waving "CSCareerQuestions protests in solidarity with the developers who made third party reddit apps."
Emotional character: positive/negative, intensity, authority
confrontational
Valence -0.7 Arousal 0.6 Dominance 0.3
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?
0.00 problem only
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: community
About: corporation
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?
accessible low jargon general
Longitudinal
· 3 evals
+1 0 −1 HN
Audit Trail
9 entries all eval pipeline all models deepseek-v3.2 llama-4-scout-wai llama-3.3-70b-wai
newest first
2026-02-28 15:26 eval_success Evaluated: Mild positive (0.14) - - 2026-02-28 15:26 rater_validation_warn Validation warnings for model deepseek-v3.2: 1W 0R - - 2026-02-28 15:26
eval
Evaluated by deepseek-v3.2 : +0.14 (Mild positive) 11,067 tokens 2026-02-28 05:35 eval_success Light evaluated: Neutral (0.00) - - 2026-02-28 05:35
eval
Evaluated by llama-4-scout-wai : 0.00 (Neutral) 2026-02-28 05:35 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - - 2026-02-28 05:15 eval_success Light evaluated: Neutral (0.00) - - 2026-02-28 05:15 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - - 2026-02-28 05:15
eval
Evaluated by llama-3.3-70b-wai : 0.00 (Neutral)