Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 +0.20 +0.13 Mild positive 0.06 0.16 Education & Science
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 Technical Optimization
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 technology programming
Section deepseek/deepseek-v3.2-20251201 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite
Preamble 0.00 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 ND ND ND
Article 18 ND ND ND
Article 19 0.16 ND ND
Article 20 ND ND ND
Article 21 ND ND ND
Article 22 0.20 ND ND
Article 23 ND ND ND
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 0.26 ND ND
Article 27 0.26 ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
+0.30 Allocating on the Stack (go.dev S:+0.13 )
141 points by spacey 15 hours ago | 50 comments on HN | Mild positive Editorial · v3.7 · 2026-02-28 05:29:59
Summary Scientific Advancement Advocates
This technical blog post from the Go language team details compiler optimizations for memory allocation. The content positively engages with the right to share in scientific advancement by disseminating knowledge about programming language implementation. Structural elements provide accessible, free information, though the presence of tracking scripts presents a mild negative signal regarding privacy.
Article Heatmap
Preamble: 0.00 — 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: +0.16 — 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: 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: +0.26 — Education 26 Article 27: +0.26 — 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 +0.30 Structural Mean +0.13
Weighted Mean +0.20 Unweighted Mean +0.18
Max +0.26 Article 26 Min 0.00 Preamble
Signal 5 No Data 26
Confidence 4% Volatility 0.10 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.10 Editorial-dominant
FW Ratio 60% 9 facts · 6 inferences
Evidence: High: 0 Medium: 2 Low: 3 No Data: 26
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (1 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.16 (1 articles) Economic & Social: 0.20 (1 articles) Cultural: 0.26 (2 articles) Order & Duties: 0.00 (0 articles)
Editorial Channel
What the content says
+0.30
Article 26 Education
Medium Advocacy
Editorial
+0.30
SETL
+0.17

Content is explicitly educational, teaching programmers about memory allocation optimization techniques.

+0.30
Article 27 Cultural Participation
Medium Advocacy Coverage
Editorial
+0.30
SETL
+0.17

Content celebrates and explains technological progress and innovation in compiler design.

+0.20
Article 19 Freedom of Expression
Low Coverage
Editorial
+0.20
SETL
+0.14

Content is a technical blog post sharing knowledge about programming language optimization, which constitutes expression of information.

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

Content discusses performance improvements for software, which indirectly relates to efficiency and development.

0.00
Preamble Preamble
Low
Editorial
0.00
SETL
ND

No explicit mention of human rights or foundational principles.

ND
Article 1 Freedom, Equality, Brotherhood

No mention of dignity, equality, or rights.

ND
Article 2 Non-Discrimination

No mention of discrimination or equal rights.

ND
Article 3 Life, Liberty, Security

No mention of life, liberty, or security of person.

ND
Article 4 No Slavery

No mention of slavery or servitude.

ND
Article 5 No Torture

No mention of torture or cruel treatment.

ND
Article 6 Legal Personhood

No mention of recognition as a person before the law.

ND
Article 7 Equality Before Law

No mention of equal protection or discrimination.

ND
Article 8 Right to Remedy

No mention of effective remedy or rights violations.

ND
Article 9 No Arbitrary Detention

No mention of arbitrary detention or exile.

ND
Article 10 Fair Hearing

No mention of fair public hearing or tribunal.

ND
Article 11 Presumption of Innocence

No mention of presumption of innocence or criminal charges.

ND
Article 12 Privacy

No mention of privacy, family, home, or correspondence.

ND
Article 13 Freedom of Movement

No mention of freedom of movement or residence.

ND
Article 14 Asylum

No mention of asylum or persecution.

ND
Article 15 Nationality

No mention of nationality or changing nationality.

ND
Article 16 Marriage & Family

No mention of marriage, family, or consent.

ND
Article 17 Property

No mention of property ownership or arbitrary deprivation.

ND
Article 18 Freedom of Thought

No mention of freedom of thought, conscience, or religion.

ND
Article 20 Assembly & Association

No mention of assembly or association.

ND
Article 21 Political Participation

No mention of participation in government or public service.

ND
Article 23 Work & Equal Pay

No mention of work, employment, or unions.

ND
Article 24 Rest & Leisure

No mention of rest, leisure, or working hours.

ND
Article 25 Standard of Living

No mention of standard of living, health, or welfare.

ND
Article 28 Social & International Order

No mention of social order or rights realization.

ND
Article 29 Duties to Community

No mention of duties, community, or rights limitations.

ND
Article 30 No Destruction of Rights

No mention of destruction of rights.
Structural Channel
What the site does
+0.20
Article 26 Education
Medium Advocacy
Structural
+0.20
Context Modifier
ND
SETL
+0.17

Blog format serves as an educational resource, freely accessible.

+0.20
Article 27 Cultural Participation
Medium Advocacy Coverage
Structural
+0.20
Context Modifier
ND
SETL
+0.17

Platform shares scientific/technical achievements.

+0.10
Article 19 Freedom of Expression
Low Coverage
Structural
+0.10
Context Modifier
ND
SETL
+0.14

Blog platform provides a channel for technical expression.

0.00
Preamble Preamble
Low
Structural
0.00
Context Modifier
ND
SETL
ND

Website delivers technical blog content.

ND
Article 1 Freedom, Equality, Brotherhood

No observable structural features.

ND
Article 2 Non-Discrimination

No observable structural features.

ND
Article 3 Life, Liberty, Security

No observable structural features.

ND
Article 4 No Slavery

No observable structural features.

ND
Article 5 No Torture

No observable structural features.

ND
Article 6 Legal Personhood

No observable structural features.

ND
Article 7 Equality Before Law

No observable structural features.

ND
Article 8 Right to Remedy

No observable structural features.

ND
Article 9 No Arbitrary Detention

No observable structural features.

ND
Article 10 Fair Hearing

No observable structural features.

ND
Article 11 Presumption of Innocence

No observable structural features.

ND
Article 12 Privacy

Page includes Google Tag Manager script for analytics/tracking.

ND
Article 13 Freedom of Movement

No observable structural features.

ND
Article 14 Asylum

No observable structural features.

ND
Article 15 Nationality

No observable structural features.

ND
Article 16 Marriage & Family

No observable structural features.

ND
Article 17 Property

No observable structural features.

ND
Article 18 Freedom of Thought

No observable structural features.

ND
Article 20 Assembly & Association

No observable structural features.

ND
Article 21 Political Participation

No observable structural features.

ND
Article 22 Social Security
Low Coverage

No observable structural features.

ND
Article 23 Work & Equal Pay

No observable structural features.

ND
Article 24 Rest & Leisure

No observable structural features.

ND
Article 25 Standard of Living

No observable structural features.

ND
Article 28 Social & International Order

No observable structural features.

ND
Article 29 Duties to Community

No observable structural features.

ND
Article 30 No Destruction of Rights

No observable structural features.
Supplementary Signals
Epistemic Quality
0.93 low claims
Sources
1.0
Evidence
0.9
Uncertainty
0.8
Purpose
1.0
Propaganda Flags
0 techniques detected
Solution Orientation
0.88 solution oriented
Reader Agency
0.8
Emotional Tone
measured
Valence
+0.6
Arousal
0.3
Dominance
0.7
Stakeholder Voice
0.40 1 perspective
Speaks: institution
About: individuals
Temporal Framing
prospective medium term
Geographic Scope
global
Complexity
technical medium jargon domain specific
Transparency
1.00
✓ Author
Audit Trail 58 entries
2026-02-28 07:52 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 07:52 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 07:33 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 07:33 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:27 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 07:27 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 07:22 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 07:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 07:22 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:25 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 06:25 rater_validation_warn Light validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 06:22 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 06:22 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:22 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:22 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 06:22 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:16 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 06:16 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 06:16 rater_validation_warn Light validation warnings for model llama-3.3-70b-wai: 0W 1R - -
2026-02-28 06:01 eval_success Evaluated: Mild positive (0.20) - -
2026-02-28 06:01 eval Evaluated by deepseek-v3.2: +0.20 (Mild positive) 10,498 tokens -0.15
2026-02-28 05:38 eval_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:38 eval Evaluated by llama-4-scout-wai: 0.00 (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_success Light evaluated: Neutral (0.00) - -
2026-02-28 05:38 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 05:32 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 05:29 eval Evaluated by deepseek-v3.2: +0.35 (Moderate positive) 10,393 tokens +0.12
2026-02-28 05:17 eval Evaluated by deepseek-v3.2: +0.22 (Mild positive) 10,679 tokens
2026-02-28 05:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:47 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 04:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 04:00 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 03:37 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 03:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 03:14 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:23 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 02:22 eval Evaluated by llama-3.3-70b-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 02:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 02:01 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:39 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:33 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
2026-02-28 01:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:18 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
2026-02-28 01:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
2026-02-28 01:00 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)