Model Comparison 100% sign agreement
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 +0.16 +0.22 Mild positive 0.07 -0.12 Education & Information
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technology
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 no human rights
claude-haiku-4-5-20251001 +0.17 +0.15 Mild positive 0.01 0.05 Technical Education Access
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 claude-haiku-4-5-20251001
Preamble ND ND ND ND
Article 1 ND ND ND ND
Article 2 ND ND ND ND
Article 3 ND ND ND ND
Article 4 ND ND ND ND
Article 5 ND ND ND ND
Article 6 ND ND ND ND
Article 7 ND ND ND ND
Article 8 ND ND ND ND
Article 9 ND ND ND ND
Article 10 ND ND ND ND
Article 11 ND ND ND ND
Article 12 -0.04 ND ND ND
Article 13 ND ND ND ND
Article 14 ND ND ND ND
Article 15 ND ND ND ND
Article 16 ND ND ND ND
Article 17 ND ND ND ND
Article 18 ND ND ND ND
Article 19 0.24 ND ND 0.15
Article 20 ND ND ND ND
Article 21 ND ND ND ND
Article 22 0.14 ND ND ND
Article 23 ND ND ND ND
Article 24 ND ND ND ND
Article 25 ND ND ND ND
Article 26 0.34 ND ND 0.18
Article 27 0.24 ND ND ND
Article 28 ND ND ND ND
Article 29 ND ND ND ND
Article 30 ND ND ND ND
+0.17 Distributed Systems for Fun and Profit (book.mixu.net S:+0.15 )
62 points by vinhnx 5 days ago | 0 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 11:23:05 0
Summary Technical Education Access Acknowledges
A freely published technical textbook on distributed systems containing no explicit human rights engagement. The content implicitly acknowledges education and expression rights through structural practice: free multi-format distribution removes access barriers, and the open contribution model enables participatory knowledge creation.
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: ND — Property Article 17: No Data — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.15 — 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: +0.18 — 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
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.17 Structural Mean +0.15
Weighted Mean +0.17 Unweighted Mean +0.17
Max +0.18 Article 26 Min +0.15 Article 19
Signal 2 No Data 29
Volatility 0.01 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ +0.05 Editorial-dominant
FW Ratio ℹ 60% 6 facts · 4 inferences
Evidence 1% coverage ℹ
2L 29 ND
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: 0.00 (0 articles) Expression: 0.15 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.18 (1 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
+0.20
Article 26 Education
Low Practice Advocacy Framing
Editorial
+0.20
SETL
+0.10

Text is explicitly framed as educational material with stated pedagogical intent to 'provide a more accessible introduction.' Content demonstrates commitment to accessible learning through explicit reduction of barriers and complexity.

+0.15
Article 19 Freedom of Expression
Low Practice Advocacy Framing
Editorial
+0.15
SETL
0.00

Text is published as open expression of technical knowledge. Author explicitly invites community contributions and corrections via GitHub, supporting participatory knowledge creation and freedom of expression through structural practice.

ND
Preamble Preamble

Content does not engage with themes of human dignity, equal and inalienable rights, or freedom.

ND
Article 1 Freedom, Equality, Brotherhood

Discussion of system design does not address equal and inalienable rights of human persons.

ND
Article 2 Non-Discrimination

No engagement with discrimination or equality provisions.

ND
Article 3 Life, Liberty, Security

No engagement with right to life, liberty, or personal security.

ND
Article 4 No Slavery

No engagement with slavery or servitude.

ND
Article 5 No Torture

No engagement with torture or cruel treatment.

ND
Article 6 Legal Personhood

No engagement with recognition as a person before law.

ND
Article 7 Equality Before Law

No engagement with equality before law.

ND
Article 8 Right to Remedy

No engagement with right to remedy.

ND
Article 9 No Arbitrary Detention

No engagement with freedom from arbitrary arrest.

ND
Article 10 Fair Hearing

No engagement with right to fair and public hearing.

ND
Article 11 Presumption of Innocence

No engagement with presumption of innocence.

ND
Article 12 Privacy

Discussion of system architecture does not address privacy protection or personal data.

ND
Article 13 Freedom of Movement

No engagement with freedom of movement.

ND
Article 14 Asylum

No engagement with right to asylum.

ND
Article 15 Nationality

No engagement with right to nationality.

ND
Article 16 Marriage & Family

No engagement with marriage and family rights.

ND
Article 17 Property

No engagement with property rights.

ND
Article 18 Freedom of Thought

No engagement with freedom of thought, conscience, and religion.

ND
Article 20 Assembly & Association

No engagement with peaceful assembly or association.

ND
Article 21 Political Participation

No engagement with democratic participation.

ND
Article 22 Social Security

No engagement with social security.

ND
Article 23 Work & Equal Pay

No engagement with labor rights.

ND
Article 24 Rest & Leisure

No engagement with rest and leisure.

ND
Article 25 Standard of Living

No engagement with adequate standard of living.

ND
Article 27 Cultural Participation

While technical knowledge is part of shared cultural life, the text does not explicitly engage with cultural participation rights.

ND
Article 28 Social & International Order

No engagement with social and international order for rights realization.

ND
Article 29 Duties to Community

No engagement with community duties and responsibilities.

ND
Article 30 No Destruction of Rights

Interpretation clause not applicable to this content.
Structural Channel
What the site does
+0.15
Article 19 Freedom of Expression
Low Practice Advocacy Framing
Structural
+0.15
Context Modifier
ND
SETL
0.00

Content is freely accessible without paywalls or restrictions. Open invitation for corrections and contributions creates participatory infrastructure for expression and knowledge sharing.

+0.15
Article 26 Education
Low Practice Advocacy Framing
Structural
+0.15
Context Modifier
ND
SETL
+0.10

Book is offered freely in multiple accessible formats (HTML, PDF, EPUB, Kindle) with zero access barriers (no registration, login, or payment required). Multi-format distribution removes technical and preference-based obstacles to educational access.

ND
Preamble Preamble

Content does not engage with themes of human dignity, equal and inalienable rights, or freedom.

ND
Article 1 Freedom, Equality, Brotherhood

Discussion of system design does not address equal and inalienable rights of human persons.

ND
Article 2 Non-Discrimination

No engagement with discrimination or equality provisions.

ND
Article 3 Life, Liberty, Security

No engagement with right to life, liberty, or personal security.

ND
Article 4 No Slavery

No engagement with slavery or servitude.

ND
Article 5 No Torture

No engagement with torture or cruel treatment.

ND
Article 6 Legal Personhood

No engagement with recognition as a person before law.

ND
Article 7 Equality Before Law

No engagement with equality before law.

ND
Article 8 Right to Remedy

No engagement with right to remedy.

ND
Article 9 No Arbitrary Detention

No engagement with freedom from arbitrary arrest.

ND
Article 10 Fair Hearing

No engagement with right to fair and public hearing.

ND
Article 11 Presumption of Innocence

No engagement with presumption of innocence.

ND
Article 12 Privacy

Discussion of system architecture does not address privacy protection or personal data.

ND
Article 13 Freedom of Movement

No engagement with freedom of movement.

ND
Article 14 Asylum

No engagement with right to asylum.

ND
Article 15 Nationality

No engagement with right to nationality.

ND
Article 16 Marriage & Family

No engagement with marriage and family rights.

ND
Article 17 Property

No engagement with property rights.

ND
Article 18 Freedom of Thought

No engagement with freedom of thought, conscience, and religion.

ND
Article 20 Assembly & Association

No engagement with peaceful assembly or association.

ND
Article 21 Political Participation

No engagement with democratic participation.

ND
Article 22 Social Security

No engagement with social security.

ND
Article 23 Work & Equal Pay

No engagement with labor rights.

ND
Article 24 Rest & Leisure

No engagement with rest and leisure.

ND
Article 25 Standard of Living

No engagement with adequate standard of living.

ND
Article 27 Cultural Participation

While technical knowledge is part of shared cultural life, the text does not explicitly engage with cultural participation rights.

ND
Article 28 Social & International Order

No engagement with social and international order for rights realization.

ND
Article 29 Duties to Community

No engagement with community duties and responsibilities.

ND
Article 30 No Destruction of Rights

Interpretation clause not applicable to this content.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.60 medium claims
Sources
0.5
Evidence
0.7
Uncertainty
0.6
Purpose
0.9
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
0.0
Arousal
0.2
Dominance
0.3
Transparency ℹ
Does the content identify its author and disclose interests?
1.00
✓ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.58 solution oriented
Reader Agency
0.3
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: individuals
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
mixed long term
Geographic Scope ℹ
What geographic area does this content cover?
global
Complexity ℹ
How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal 356 HN snapshots · 58 evals
+1 0 −1 HN
Audit Trail 78 entries
2026-03-02 05:13 eval_success Evaluated: Mild positive (0.21) - -
2026-03-02 05:13 eval Evaluated by deepseek-v3.2: +0.21 (Mild positive) 12,638 tokens +0.02
2026-03-02 02:47 eval_failure Evaluation failed: Error: Network connection lost. - -
2026-03-01 19:52 eval_success Evaluated: Mild positive (0.20) - -
2026-03-01 19:52 eval Evaluated by deepseek-v3.2: +0.20 (Mild positive) 11,822 tokens -0.36
2026-03-01 19:52 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - -
2026-03-01 17:45 eval_success Evaluated: Moderate positive (0.56) - -
2026-03-01 17:45 eval Evaluated by deepseek-v3.2: +0.56 (Moderate positive) 12,691 tokens +0.15
2026-03-01 17:45 rater_validation_warn Validation warnings for model deepseek-v3.2: 26W 54R - -
2026-03-01 13:02 eval_success Evaluated: Moderate positive (0.41) - -
2026-03-01 13:02 eval Evaluated by deepseek-v3.2: +0.41 (Moderate positive) 11,841 tokens +0.04
2026-03-01 13:02 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - -
2026-03-01 10:32 eval_success Evaluated: Moderate positive (0.37) - -
2026-03-01 10:32 eval Evaluated by deepseek-v3.2: +0.37 (Moderate positive) 12,533 tokens +0.33
2026-03-01 10:32 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - -
2026-03-01 02:01 dlq_auto_replay DLQ auto-replay: message 97904 re-enqueued - -
2026-02-28 18:30 dlq Dead-lettered after 1 attempts: Distributed Systems for Fun and Profit - -
2026-02-28 18:30 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 18:20 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 16:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 16:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 15:37 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 15:29 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 15:24 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 15:23 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 13:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 13:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 13:00 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 12:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 12:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 12:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 11:23 eval Evaluated by claude-haiku-4-5-20251001: +0.17 (Mild positive)
2026-02-28 10:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 10:08 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 09:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 09:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 08:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 08:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 08:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 07:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 07:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 07:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 06:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 06:25 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 06:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 05:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 05:42 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 05:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 05:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 05:30 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 05:15 eval Evaluated by deepseek-v3.2: +0.03 (Neutral) 12,890 tokens +0.02
2026-02-28 04:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 04:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 04:47 eval Evaluated by deepseek-v3.2: +0.02 (Neutral) 13,633 tokens -0.00
2026-02-28 04:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 04:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 04:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 03:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 03:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 03:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 03:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 03:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 02:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 02:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 02:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 02:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 01:54 eval Evaluated by deepseek-v3.2: +0.02 (Neutral) 12,783 tokens -0.35
2026-02-28 01:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 01:41 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 01:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 01:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 01:16 eval Evaluated by deepseek-v3.2: +0.37 (Moderate positive) 12,271 tokens
2026-02-28 01:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
tech tutorial no rights stance
2026-02-28 00:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical book on distributed systems, no human rights discussion
2026-02-28 00:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
reasoning
Technical book on distributed systems, no human rights discussion