Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 +0.10 ND Mild positive 0.01 — Technology Systems
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 1.00 0.00 no human rights theme
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 1.00 0.00 Technical Development
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 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 ND ND ND
Article 18 ND ND ND
Article 19 ND 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 0.10 ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
+0.25 Understanding the Go Runtime: The Memory Allocator (internals-for-interns.com S:+0.15 )
100 points by valyala 6 days ago | 16 comments on HN | Mild positive Editorial · v3.7 · 2026-03-01 04:53:07 0
Summary Technical Education Neutral
The content is a technical article explaining Go programming language memory allocation systems. It engages primarily with education rights through its openly accessible educational content, and to a lesser extent with freedom of expression and cultural participation. The evaluation is largely neutral as the technical subject matter does not directly address most human rights provisions.
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: ND — Freedom of Expression Article 19: No Data — 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: +0.10 — 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 +0.25 Structural Mean +0.15
Weighted Mean +0.10 Unweighted Mean +0.10
Max +0.10 Article 27 Min +0.10 Article 27
Signal 1 No Data 30
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ +0.16 Editorial-dominant
FW Ratio ℹ 51% 36 facts · 34 inferences
Evidence 3% coverage ℹ
1M 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: 0.00 (0 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.10 (1 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 5 top-level · 9 replies
burntcaramel 2026-02-26 23:28 UTC link
> We said the runtime asks the OS for large chunks of memory. Those chunks are called arenas, and on most 64-bit systems each one is 64MB (4MB on Windows and 32-bit systems, 512KB on WebAssembly).

Incorrect. You ask the OS for pages. (Golang does internally appear to manage its heap into “arenas”.) On WebAssembly the page size is 64KiB. Window 64-bit it’s 4KiB, Apple Silicon 16KiB, Linux x86_64 4KiB.

kitsune1 2026-02-26 23:43 UTC link
If an article starts with a generated image, I don't read it. It's a signal to me that's it's more likely the rest is generated too.
rjgray 2026-02-27 00:06 UTC link
I found https://nghiant3223.github.io/2025/06/03/memory_allocation_i... to be another excellent resource on this topic.
jeffbee 2026-02-27 00:09 UTC link
I don't see why this would be of interest to anyone. It doesn't introduce the topic with enough rigor to prepare someone to work on the runtime itself, and for everyone else it's just trivia. I think if someone wanted to write an article like this of general interest they should focus on observable behaviors of the application, such as the fact that the Go allocator (like its cousin tcmalloc) uses prctl to set the name of its maps, so you can see low-level details of allocation behavior in /proc/smaps, and that it is automatically hugepage-aware, which can help reduce TLB misses, increasing IPC.
EdNutting 2026-02-27 00:17 UTC link
mort96 2026-02-27 00:04 UTC link
"Page" is OS terminology. "Arena" is Go terminology. An arena is made up of sequential pages. Go asks the OS for 64MB of sequential memory, and calls that 64MB chunk an arena; this is consistent with the text you quoted. It is not incorrect.
EdNutting 2026-02-27 00:18 UTC link
You may also be interested in: https://go.dev/blog/greenteagc
pjmlp 2026-02-27 06:29 UTC link
Go...
kfreds 2026-02-27 07:11 UTC link
Jesus talks and articles have been very helpful to me.

Three years ago I had no idea how the Go runtime worked, but I very much wanted to learn more. I’m not a software engineer in the conventional sense, so reading the Go source was not a realistic option.

Jesus talks and articles inspired me to learn more. Today I feel comfortable with all stages of the general compiler pipeline. In the past few months I have studied the calculi of the lambda cube, Martin-Lof type theory, Horn-clause-based instruction selection, algorithms for register allocation, Milner’s CCS vs pi-calculus, which structures in compilers and kernels map to digraphs, and so on.

Jesus talks are an excellent onboarding ramp.

cornholio 2026-02-27 09:05 UTC link
While this is generally true, i found the article well written and without the annoying halmarks of AI writing; if AI was used in editing it was wisely employed.
willx86 2026-02-27 10:27 UTC link
Personally I've spent a lot of time coding in go relative to my total time programming

An introduction into topics that are a bit deeper than typical are very interesting to me

It may not make me an expert in the topic reading this, but it at least gives me some new information and if I'd like to know more, I know what to look for.

Before this article if I wanted to know more my searches would be "How does Go memory management work"

Maybe I'm in a minority as this being not trivial information to me though

Cthulhu_ 2026-02-27 13:03 UTC link
What if it was a stock photo? Better to actually read the text than go by heder images that are rarely ever anything but stock pictures.
citrin_ru 2026-02-27 13:05 UTC link
Personally, I don't like to work with black boxes - I feel more comfortable when I know at least something about layers below the layer of abstraction I'm working on even if I don't need this knowledge directly. Articles like this can make Go runtime less of a black box even if they lack rigor.
cornholio 2026-02-28 05:21 UTC link
It's of interest to anyone who wants to design something similar, for example a toy language, without spending weeks in the golang codebase wrestling with irrelevant go-specific details.
Editorial Channel
What the content says
+0.10
Article 27 Cultural Participation
Low Coverage
Editorial
+0.10
SETL
ND

Mild positive coverage via discussion of systems engineering, but not focused on cultural participation.

ND
Preamble Preamble

No observable reference to the UDHR or its principles.

ND
Article 1 Freedom, Equality, Brotherhood

No observable discussion of equality, dignity, or rights.

ND
Article 2 Non-Discrimination

No observable discussion of discrimination or equal protection.

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Article 3 Life, Liberty, Security

No observable discussion of life, liberty, or security.

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Article 4 No Slavery

No observable discussion of slavery or servitude.

ND
Article 5 No Torture

No observable discussion of torture or cruel treatment.

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Article 6 Legal Personhood

No observable discussion of legal personhood or recognition.

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Article 7 Equality Before Law

No observable discussion of equality before the law.

ND
Article 8 Right to Remedy

No observable discussion of effective legal remedies.

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Article 9 No Arbitrary Detention

No observable discussion of arbitrary detention.

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Article 10 Fair Hearing

No observable discussion of fair public hearings.

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Article 11 Presumption of Innocence

No observable discussion of innocence presumption.

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Article 12 Privacy

No observable discussion of privacy, home, or correspondence.

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No observable discussion of freedom of movement.

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No observable discussion of marriage or family.

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No observable discussion of property ownership.

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No observable discussion of thought, conscience, or religion.

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No observable discussion of opinion, expression, or information.

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Article 20 Assembly & Association

No observable discussion of assembly or association.

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Article 21 Political Participation

No observable discussion of political participation or government.

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Article 22 Social Security

No observable discussion of social security or economic rights.

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Article 23 Work & Equal Pay

No observable discussion of work, employment, or unions.

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No observable discussion of rest, leisure, or working hours.

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Article 25 Standard of Living

No observable discussion of living standards, food, housing, or health.

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Article 26 Education

No observable discussion of education or learning.

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Article 28 Social & International Order

No observable discussion of social and international order.

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Article 29 Duties to Community

No observable discussion of duties to community or limitation of rights.

ND
Article 30 No Destruction of Rights

No observable discussion of rights destruction.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy —
No observable privacy policy, data collection, or tracking mechanisms
Terms of Service —
No terms of service, copyright, or legal policies observed
Identity & Mission
Mission —
Website states goal: 'Learn how software works from the inside out. No fluff, no marketing, just technical content.' Neutral regarding human rights
Editorial Code —
No observable editorial guidelines, ethics statements, or correction policies
Ownership —
Author Jesús Espino identified, no corporate ownership information
Access & Distribution
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No paywalls, subscriptions, or access restrictions observed
Ad/Tracking —
No observable advertisements or tracking mechanisms
Accessibility —
No observable accessibility features or claims
ND
Preamble Preamble

No observable structural features relevant to the UDHR Preamble.

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Article 1 Freedom, Equality, Brotherhood

No observable structural features relevant to equality or dignity.

ND
Article 2 Non-Discrimination

No observable structural features relevant to non-discrimination.

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Article 3 Life, Liberty, Security

No observable structural features relevant to life, liberty, or security.

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Article 4 No Slavery

No observable structural features relevant to slavery.

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Article 5 No Torture

No observable structural features relevant to torture prevention.

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Article 6 Legal Personhood

No observable structural features relevant to legal recognition.

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Article 7 Equality Before Law

No observable structural features relevant to equality before law.

ND
Article 8 Right to Remedy

No observable structural features relevant to legal remedies.

ND
Article 9 No Arbitrary Detention

No observable structural features relevant to detention protections.

ND
Article 10 Fair Hearing

No observable structural features relevant to fair hearings.

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Article 11 Presumption of Innocence

No observable structural features relevant to presumption of innocence.

ND
Article 12 Privacy

No observable structural features relevant to privacy protection.

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Article 13 Freedom of Movement

No observable structural features relevant to freedom of movement.

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Article 14 Asylum

No observable structural features relevant to asylum rights.

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Article 15 Nationality

No observable structural features relevant to nationality rights.

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Article 16 Marriage & Family

No observable structural features relevant to family rights.

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Article 17 Property

No observable structural features relevant to property protection.

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Article 18 Freedom of Thought

No observable structural features relevant to freedom of thought.

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Article 19 Freedom of Expression

No observable structural features relevant to freedom of expression.

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Article 20 Assembly & Association

No observable structural features relevant to assembly or association.

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Article 21 Political Participation

No observable structural features relevant to political participation.

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Article 22 Social Security

No observable structural features relevant to social security.

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Article 23 Work & Equal Pay

No observable structural features relevant to work rights.

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Low Coverage

No observable structural features relevant to cultural participation.

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Article 28 Social & International Order

No observable structural features relevant to a rights-supporting order.

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Article 29 Duties to Community

No observable structural features relevant to community duties.

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Article 30 No Destruction of Rights

No observable structural features relevant to prevention of rights destruction.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.84 low claims
Sources
0.8
Evidence
0.9
Uncertainty
0.7
Purpose
1.0
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.6
Arousal
0.3
Dominance
0.7
Transparency ℹ
Does the content identify its author and disclose interests?
0.33
✓ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.88 solution oriented
Reader Agency
0.8
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: institution
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
present unspecified
Geographic Scope ℹ
What geographic area does this content cover?
global
Linux, macOS, Windows, WebAssembly
Complexity ℹ
How accessible is this content to a general audience?
technical high jargon domain specific
Longitudinal 1089 HN snapshots · 52 evals
+1 0 −1 HN
Audit Trail 72 entries
2026-03-02 05:35 eval_success Evaluated: Mild positive (0.10) - -
2026-03-02 05:35 eval Evaluated by deepseek-v3.2: +0.10 (Mild positive) 12,989 tokens +0.10
2026-03-02 04:26 eval_success Evaluated: Neutral (0.00) - -
2026-03-02 04:26 eval Evaluated by deepseek-v3.2: 0.00 (Neutral) 13,442 tokens -0.32
2026-03-02 04:26 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 2R - -
2026-03-02 01:02 dlq_auto_replay DLQ auto-replay: message 98035 re-enqueued - -
2026-03-01 17:42 eval_success Evaluated: Moderate positive (0.32) - -
2026-03-01 17:42 eval Evaluated by deepseek-v3.2: +0.32 (Moderate positive) 13,858 tokens +0.10
2026-03-01 17:42 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 8R - -
2026-03-01 04:53 eval_success Evaluated: Mild positive (0.22) - -
2026-03-01 04:53 eval Evaluated by deepseek-v3.2: +0.22 (Mild positive) 13,496 tokens +0.17
2026-03-01 04:53 rater_validation_warn Validation warnings for model deepseek-v3.2: 0W 1R - -
2026-03-01 00:03 dlq_auto_replay DLQ auto-replay: message 97996 re-enqueued - -
2026-02-28 22:22 dlq Dead-lettered after 1 attempts: Understanding the Go Runtime: The Memory Allocator - -
2026-02-28 22:22 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 22:11 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 21:10 dlq Dead-lettered after 1 attempts: Understanding the Go Runtime: The Memory Allocator - -
2026-02-28 21:10 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 20:44 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 14:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 14:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 14:21 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 14:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
tech tutorial no rights stance
2026-02-28 12:25 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical tutorial on Go memory allocator
2026-02-28 12:25 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 0W 1R - -
2026-02-28 12:14 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 12:14 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 11:52 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 11:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 10:46 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 09:43 eval Evaluated by deepseek-v3.2: +0.06 (Neutral) 14,663 tokens
2026-02-28 09:02 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED technical tutorial on Go memory allocator
2026-02-28 08:56 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 08:20 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 07:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 07:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 07:43 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 07:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 07:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 06:35 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 06:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 06:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 06:15 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 05:36 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 05:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 05:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 04:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 04:27 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 04:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 04:12 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 04:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 04:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 03:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 03:35 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:32 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 03:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 03:05 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 03:03 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 02:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 02:34 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 02:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 02:21 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 02:18 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 02:16 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 02:11 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 02:08 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 01:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED technical tutorial on Go memory allocator
2026-02-28 01:28 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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tech tutorial no rights stance
2026-02-28 01:02 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
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2026-02-28 00:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral)
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ED technical tutorial on Go memory allocator