Model Comparison
Model Editorial Structural Class Conf SETL Theme
deepseek/deepseek-v3.2-20251201 0.00 ND Neutral 0.00 — Digital Access
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 ND Neutral 0.90 0.00 AI Development
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.90 0.00 No human rights theme
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 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 ND ND ND
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
0.00 Ralph Wiggum Explained: Stop Telling AI What You Want – Tell It What Blocks You (platform.unoS:ND)
24 points by e12e 3 days ago | 6 comments on HN | Neutral Editorial · v3.7 · 2026-03-02 09:24:55 0
Summary Digital Access Neutral
The content is a technical blog post offering advice on improving communication with AI for cross-platform software development. No human rights themes are directly addressed, resulting in a neutral evaluation across all UDHR 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: 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 ND Structural Mean ND
Weighted Mean 0.00 Unweighted Mean 0.00
Max 0.00 N/A Min 0.00 N/A
Signal 0 No Data 31
Volatility 0.00 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ ND
FW Ratio ℹ 67% 0 facts · 0 inferences
Evidence 0% coverage ℹ
31 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: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 4 top-level · 2 replies
_wire_ 2026-02-26 19:05 UTC link
I would think a supreme intelligence would completely understand dialog from the other's perspective. This could be surprisingly unwanted: an agent which knows you better than you can know yourself has you forever on the back foot. A human-like intelligence would follow contextual norms in dialog, and carry out its own agenda socially in a collaborative way. This also could be unwanted if the agent has super powers. But these observations are mere conjectures. Actual AI must be constantly cajoled within very narrow bounds by the intelligence of actual humans or its "thinking" turns to mush.

Does AI ever display creativity in any sense other than behaviors that follow a statistical spread around the training space?

If it can, why doesn't this make the news? These pseudo-aphoristic stories of how to cajole AIs are told 100 times a day!

To those uninitiated to computing, it might seem amazing given that a machine can do combinatorials at rates many orders of magnitude faster than a human, but the measure of creativity is with insights, hitherto unknown, that simplify the complex and bring the inexplicable within the range of intelligibility.

The cycle is AI is found to be ludicrously bad by some ordinary or trivial measure that demonstrates nothing like human thinking is occurring in the machine, then the news of it is published and the mechanical turk gets the message, then suddenly the AI "knows" what it can't figure out on its own.

The intelligence is an externality of humans enslaved to the care and feeding of data to it.

The machine is basically a storage system with a semantic mode for retrieval. And as its access mode is semantic, it looks like it's thinking, when there is no innate reasoning in the sense of human reasoning.

Build a house of mirrors and you will find you can get lost in it, but don't confuse a house that reflects your own mind with one that has a mind of its own.

A great danger resides with a system that can confuse people into believing it thinks operating at a world-wide scale.

itmitica 2026-02-26 20:57 UTC link
So, you're saying, build tests? TDD?
bofadeez 2026-02-26 21:25 UTC link
LLMs are designed to fool you into thinking they're right by providing plausible answers.

Stop anthropomorphizing intermediate tokens as "reasoning" when all it can do is rationalize.

E.g. "This test script failed but probably for an unrelated reason. I'll mark it done and move on."

Havoc 2026-02-27 11:21 UTC link
That just seems like “be more specific” to me?
jauntywundrkind 2026-02-26 21:23 UTC link
The tests are the new moat post I think was onto something here. https://news.ycombinator.com/item?id=47157690 https://saewitz.com/tests-are-the-new-moat
skybrian 2026-02-27 06:50 UTC link
The point of the "reasoning" is to generate ideas that might get it unstuck. Ignoring "irrelevant" stuff is one way of getting unstuck.
Editorial Channel
What the content says
ND
Preamble Preamble

Content does not engage with human rights themes.

ND
Article 1 Freedom, Equality, Brotherhood

Content does not engage with human rights themes.

ND
Article 2 Non-Discrimination

Content does not engage with human rights themes.

ND
Article 3 Life, Liberty, Security

Content does not engage with human rights themes.

ND
Article 4 No Slavery

Content does not engage with human rights themes.

ND
Article 5 No Torture

Content does not engage with human rights themes.

ND
Article 6 Legal Personhood

Content does not engage with human rights themes.

ND
Article 7 Equality Before Law

Content does not engage with human rights themes.

ND
Article 8 Right to Remedy

Content does not engage with human rights themes.

ND
Article 9 No Arbitrary Detention

Content does not engage with human rights themes.

ND
Article 10 Fair Hearing

Content does not engage with human rights themes.

ND
Article 11 Presumption of Innocence

Content does not engage with human rights themes.

ND
Article 12 Privacy

Content does not engage with human rights themes.

ND
Article 13 Freedom of Movement

Content does not engage with human rights themes.

ND
Article 14 Asylum

Content does not engage with human rights themes.

ND
Article 15 Nationality

Content does not engage with human rights themes.

ND
Article 16 Marriage & Family

Content does not engage with human rights themes.

ND
Article 17 Property

Content does not engage with human rights themes.

ND
Article 18 Freedom of Thought

Content does not engage with human rights themes.

ND
Article 19 Freedom of Expression

Content does not engage with human rights themes.

ND
Article 20 Assembly & Association

Content does not engage with human rights themes.

ND
Article 21 Political Participation

Content does not engage with human rights themes.

ND
Article 22 Social Security

Content does not engage with human rights themes.

ND
Article 23 Work & Equal Pay

Content does not engage with human rights themes.

ND
Article 24 Rest & Leisure

Content does not engage with human rights themes.

ND
Article 25 Standard of Living

Content does not engage with human rights themes.

ND
Article 26 Education

Content does not engage with human rights themes.

ND
Article 27 Cultural Participation

Content does not engage with human rights themes.

ND
Article 28 Social & International Order

Content does not engage with human rights themes.

ND
Article 29 Duties to Community

Content does not engage with human rights themes.

ND
Article 30 No Destruction of Rights

Content does not engage with human rights themes.
Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy —
No privacy policy observed on page.
Terms of Service —
No terms of service observed on page.
Identity & Mission
Mission —
No explicit mission statement observed on page. Domain description suggests focus on multi-platform software development.
Editorial Code —
No editorial standards observed on page.
Ownership —
No ownership information observed on page.
Access & Distribution
Access Model —
Page appears freely accessible.
Ad/Tracking —
No advertising or tracking observed.
Accessibility —
No accessibility features observed on page.
ND
Preamble Preamble

No structural features related to human rights observed.

ND
Article 1 Freedom, Equality, Brotherhood

No structural features related to human rights observed.

ND
Article 2 Non-Discrimination

No structural features related to human rights observed.

ND
Article 3 Life, Liberty, Security

No structural features related to human rights observed.

ND
Article 4 No Slavery

No structural features related to human rights observed.

ND
Article 5 No Torture

No structural features related to human rights observed.

ND
Article 6 Legal Personhood

No structural features related to human rights observed.

ND
Article 7 Equality Before Law

No structural features related to human rights observed.

ND
Article 8 Right to Remedy

No structural features related to human rights observed.

ND
Article 9 No Arbitrary Detention

No structural features related to human rights observed.

ND
Article 10 Fair Hearing

No structural features related to human rights observed.

ND
Article 11 Presumption of Innocence

No structural features related to human rights observed.

ND
Article 12 Privacy

No structural features related to human rights observed.

ND
Article 13 Freedom of Movement

No structural features related to human rights observed.

ND
Article 14 Asylum

No structural features related to human rights observed.

ND
Article 15 Nationality

No structural features related to human rights observed.

ND
Article 16 Marriage & Family

No structural features related to human rights observed.

ND
Article 17 Property

No structural features related to human rights observed.

ND
Article 18 Freedom of Thought

No structural features related to human rights observed.

ND
Article 19 Freedom of Expression

No structural features related to human rights observed.

ND
Article 20 Assembly & Association

No structural features related to human rights observed.

ND
Article 21 Political Participation

No structural features related to human rights observed.

ND
Article 22 Social Security

No structural features related to human rights observed.

ND
Article 23 Work & Equal Pay

No structural features related to human rights observed.

ND
Article 24 Rest & Leisure

No structural features related to human rights observed.

ND
Article 25 Standard of Living

No structural features related to human rights observed.

ND
Article 26 Education

No structural features related to human rights observed.

ND
Article 27 Cultural Participation

No structural features related to human rights observed.

ND
Article 28 Social & International Order

No structural features related to human rights observed.

ND
Article 29 Duties to Community

No structural features related to human rights observed.

ND
Article 30 No Destruction of Rights

No structural features related to human rights observed.
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.40 medium claims
Sources
0.2
Evidence
0.5
Uncertainty
0.2
Purpose
0.8
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.3
Arousal
0.3
Dominance
0.7
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?
0.88 solution oriented
Reader Agency
0.8
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.20 1 perspective
Speaks: individuals
About: corporation
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
present immediate
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 546 HN snapshots · 52 evals
+1 0 −1 HN
Audit Trail 72 entries
2026-03-02 09:24 eval_success Evaluated: Neutral (0.00) - -
2026-03-02 09:24 eval Evaluated by deepseek-v3.2: 0.00 (Neutral) 18,166 tokens -0.13
2026-03-02 03:01 eval_success Evaluated: Mild positive (0.13) - -
2026-03-02 03:01 eval Evaluated by deepseek-v3.2: +0.13 (Mild positive) 14,681 tokens +0.02
2026-03-02 02:02 dlq_auto_replay DLQ auto-replay: message 97920 re-enqueued - -
2026-03-01 13:49 eval_success Evaluated: Mild positive (0.10) - -
2026-03-01 13:49 eval Evaluated by deepseek-v3.2: +0.10 (Mild positive) 14,507 tokens +0.07
2026-03-01 02:01 dlq_auto_replay DLQ auto-replay: message 97883 re-enqueued - -
2026-02-28 22:49 dlq Dead-lettered after 1 attempts: Ralph Wiggum Explained: Stop Telling AI What You Want – Tell It What Blocks You - -
2026-02-28 22:49 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 22:47 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 20:21 dlq Dead-lettered after 1 attempts: Ralph Wiggum Explained: Stop Telling AI What You Want – Tell It What Blocks You - -
2026-02-28 20:21 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 19:35 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 18:51 dlq Dead-lettered after 1 attempts: Ralph Wiggum Explained: Stop Telling AI What You Want – Tell It What Blocks You - -
2026-02-28 18:51 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 18:47 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 17:29 dlq Dead-lettered after 1 attempts: Ralph Wiggum Explained: Stop Telling AI What You Want – Tell It What Blocks You - -
2026-02-28 17:29 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 17:28 eval_failure Evaluation failed: AbortError: The operation was aborted - -
2026-02-28 16:50 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 16:50 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 16:45 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 16:45 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 16:44 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 16:44 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 16:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 15:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 14:59 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 13:24 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 11:33 eval Evaluated by deepseek-v3.2: +0.03 (Neutral) 13,958 tokens -0.07
2026-02-28 11:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 11:26 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 10:31 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
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2026-02-28 10:04 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
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2026-02-28 09:44 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 08:59 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 08:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 07:25 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 07:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 06:56 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
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2026-02-28 06:37 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 06:29 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 05:49 eval Evaluated by deepseek-v3.2: +0.10 (Mild positive) 13,929 tokens
2026-02-28 05:38 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 05:24 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 05:21 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 05:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Tech blog with no rights stance
2026-02-28 04:51 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:50 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 04:36 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:34 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:31 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 04:27 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:19 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-02-28 04:06 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 03:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 03:49 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 03:28 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 03:17 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:11 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 03:06 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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Tech blog with no rights stance
2026-02-28 02:12 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
ED, neutral AI discussion
2026-02-28 02:10 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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ED, neutral AI discussion
2026-02-28 01:47 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-02-28 01:29 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
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2026-02-28 01:17 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
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2026-02-28 01:15 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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