+0.05 We gave terabytes of CI logs to an LLM (www.mendral.com S:+0.03 )
182 points by shad42 14 hours ago | 97 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 05:27:29
Summary Privacy & Data Neutral
The content is a technical blog post detailing the architecture of a CI log analysis platform using LLMs and SQL. It engages most directly with privacy rights due to its description of large-scale data ingestion, but the primary focus is on system performance and developer productivity. The overall HRCB evaluation is neutral, with mild signals in a few articles related to work, information sharing, and privacy.
Article Heatmap
Preamble: +0.15 — 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: +0.30 — 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: +0.20 — Social Security 22 Article 23: +0.25 — Work & Equal Pay 23 Article 24: +0.15 — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.30 — Education 26 Article 27: +0.25 — 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 +0.05 Structural Mean +0.03
Weighted Mean +0.24 Unweighted Mean +0.23
Max +0.30 Article 19 Min +0.15 Preamble
Signal 7 No Data 24
Confidence 4% Volatility 0.06 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.04 Editorial-dominant
FW Ratio 53% 9 facts · 8 inferences
Evidence: High: 0 Medium: 4 Low: 3 No Data: 24
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.15 (1 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.30 (1 articles) Economic & Social: 0.20 (3 articles) Cultural: 0.28 (2 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
+0.30
Article 19 Freedom of Expression
Medium Coverage
Editorial
+0.30
SETL
ND

Describes tool for accessing and analyzing information; technical content but with implications for information access.

+0.30
Article 26 Education
Medium Coverage
Editorial
+0.30
SETL
ND

Technical educational content about system architecture.

+0.25
Article 23 Work & Equal Pay
Medium Coverage
Editorial
+0.25
SETL
ND

Focuses on improving work conditions through automation and tooling.

+0.25
Article 27 Cultural Participation
Medium Coverage
Editorial
+0.25
SETL
ND

Technical innovation and creative problem-solving demonstrated.

+0.20
Article 22 Social Security
Low Coverage
Editorial
+0.20
SETL
ND

Indirectly relates to social security through work automation.

+0.15
Preamble Preamble
Low Coverage
Editorial
+0.15
SETL
ND

Technical blog post about engineering systems; indirectly references improving work conditions and access to tools.

+0.15
Article 24 Rest & Leisure
Low Coverage
Editorial
+0.15
SETL
ND

Indirectly relates to rest through work automation.

ND
Article 1 Freedom, Equality, Brotherhood

No direct discussion of human dignity, equality, or rights.

ND
Article 2 Non-Discrimination

No discussion of non-discrimination principles.

ND
Article 3 Life, Liberty, Security

No discussion of life, liberty, or security.

ND
Article 4 No Slavery

No discussion of slavery or servitude.

ND
Article 5 No Torture

No discussion of torture or cruel treatment.

ND
Article 6 Legal Personhood

No discussion of legal recognition.

ND
Article 7 Equality Before Law

No discussion of equal protection under the law.

ND
Article 8 Right to Remedy

No discussion of remedies for rights violations.

ND
Article 9 No Arbitrary Detention

No discussion of arbitrary detention.

ND
Article 10 Fair Hearing

No discussion of fair trials.

ND
Article 11 Presumption of Innocence

No discussion of presumption of innocence.

ND
Article 12 Privacy

No discussion of privacy, attacks on honor, or reputation.

ND
Article 13 Freedom of Movement

No discussion of freedom of movement.

ND
Article 14 Asylum

No discussion of asylum from persecution.

ND
Article 15 Nationality

No discussion of nationality.

ND
Article 16 Marriage & Family

No discussion of marriage or family.

ND
Article 17 Property

No discussion of property ownership.

ND
Article 18 Freedom of Thought

No discussion of freedom of thought or religion.

ND
Article 20 Assembly & Association

No discussion of assembly or association.

ND
Article 21 Political Participation

No discussion of political participation.

ND
Article 25 Standard of Living

No discussion of standard of living or health.

ND
Article 28 Social & International Order

No discussion of social and international order.

ND
Article 29 Duties to Community

No discussion of duties to community.

ND
Article 30 No Destruction of Rights

No discussion of rights limitations or destruction.
Structural Channel
What the site does
ND
Preamble Preamble
Low Coverage

No explicit structural signals related to UDHR preamble.

ND
Article 1 Freedom, Equality, Brotherhood

No structural signals about dignity or equality.

ND
Article 2 Non-Discrimination

No structural signals regarding equal access or non-discrimination.

ND
Article 3 Life, Liberty, Security

No structural signals related to these rights.

ND
Article 4 No Slavery

No structural signals regarding forced labor.

ND
Article 5 No Torture

No structural signals regarding treatment.

ND
Article 6 Legal Personhood

No structural signals about personhood.

ND
Article 7 Equality Before Law

No structural signals regarding legal equality.

ND
Article 8 Right to Remedy

No structural signals regarding legal remedies.

ND
Article 9 No Arbitrary Detention

No structural signals regarding detention or freedom.

ND
Article 10 Fair Hearing

No structural signals regarding judicial fairness.

ND
Article 11 Presumption of Innocence

No structural signals regarding criminal justice.

ND
Article 12 Privacy

No explicit privacy policy or privacy controls visible on page.

ND
Article 13 Freedom of Movement

No structural signals regarding movement or residence.

ND
Article 14 Asylum

No structural signals regarding asylum.

ND
Article 15 Nationality

No structural signals regarding citizenship.

ND
Article 16 Marriage & Family

No structural signals regarding family rights.

ND
Article 17 Property

No structural signals regarding property rights.

ND
Article 18 Freedom of Thought

No structural signals regarding belief systems.

ND
Article 19 Freedom of Expression
Medium Coverage

Blog post format provides information sharing platform.

ND
Article 20 Assembly & Association

No structural signals regarding group formation.

ND
Article 21 Political Participation

No structural signals regarding governance or voting.

ND
Article 22 Social Security
Low Coverage

No explicit structural support for social security.

ND
Article 23 Work & Equal Pay
Medium Coverage

No explicit employment policies visible.

ND
Article 24 Rest & Leisure
Low Coverage

No explicit leisure time policies.

ND
Article 25 Standard of Living

No structural signals regarding health or welfare.

ND
Article 26 Education
Medium Coverage

Blog format serves educational purpose.

ND
Article 27 Cultural Participation
Medium Coverage

No explicit copyright or IP notices visible.

ND
Article 28 Social & International Order

No structural signals regarding global governance.

ND
Article 29 Duties to Community

No structural signals regarding community responsibilities.

ND
Article 30 No Destruction of Rights

No structural signals regarding rights limitations.
Supplementary Signals
Epistemic Quality
0.76 low claims
Sources
0.8
Evidence
0.9
Uncertainty
0.5
Purpose
1.0
Propaganda Flags
0 techniques detected
Solution Orientation
0.40 solution oriented
Reader Agency
0.0
Emotional Tone
measured
Valence
+0.3
Arousal
0.4
Dominance
0.7
Stakeholder Voice
0.10 1 perspective
Speaks: corporation
About: workers
Temporal Framing
present immediate
Geographic Scope
unspecified
Complexity
technical high jargon domain specific
Transparency
0.33
✓ Author
Audit Trail 49 entries
2026-02-28 06:03 eval_success Evaluated: Mild positive (0.24) - -
2026-02-28 06:03 eval Evaluated by deepseek-v3.2: +0.24 (Mild positive) 11,362 tokens +0.23
2026-02-28 05:51 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:51 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 05:51 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 05:38 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:38 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 05:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 05:37 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:37 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 05:27 eval_failure Evaluation failed: Error: D1_ERROR: no such table: scores: SQLITE_ERROR - -
2026-02-28 05:27 eval Evaluated by deepseek-v3.2: +0.01 (Neutral) 11,452 tokens
2026-02-28 05:20 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:20 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 05:20 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:54 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:54 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:53 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:40 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:40 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:29 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 04:24 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:05 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 04:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:38 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 03:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 03:35 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 03:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 03:29 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 03:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 03:17 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 03:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:26 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:09 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:57 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:46 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:22 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:13 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 01:01 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 00:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)