Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND — 0.73 — —
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.60 Mild negative 1.00 0.60 Technology
claude-haiku-4-5-20251001 +0.19 +0.17 Mild positive 0.33 0.05 Free Expression & Knowledge Sharing
Section @cf/meta/llama-4-scout-17b-16e-instruct lite @cf/meta/llama-4-scout-17b-16e-instruct lite claude-haiku-4-5-20251001
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 0.52
Article 20 ND ND 0.28
Article 21 ND ND ND
Article 22 ND ND ND
Article 23 ND ND 0.12
Article 24 ND ND ND
Article 25 ND ND ND
Article 26 ND ND 0.15
Article 27 ND ND 0.27
Article 28 ND ND ND
Article 29 ND ND ND
Article 30 ND ND ND
+0.19 Ask HN: Why can't we just make more RAM?
26 points by chatmasta 6 days ago | 22 comments on HN | Mild positive Contested Low agreement (2 models) Community · v3.7 · 2026-03-15 23:36:30 0
Summary Free Expression & Knowledge Sharing Acknowledges
This Hacker News discussion thread exemplifies open technical discourse on supply-chain economics without explicit human rights engagement. The post's content itself remains neutral to UDHR concerns, but the platform's structural architecture—open posting, unrestricted participation, global access, and peer review—demonstrates commitment to free expression (Article 19), voluntary association (Article 20), and knowledge sharing (Articles 26–27). Modest structural negations arise from user data collection (Article 12) and accessibility barriers (assumed technical literacy).
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: +0.52 — Freedom of Expression 19 Article 20: +0.28 — 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: +0.12 — 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: +0.15 — Education 26 Article 27: +0.27 — 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
E
+0.19
S
+0.17
Weighted Mean +0.29 Unweighted Mean +0.27
Max +0.52 Article 19 Min +0.12 Article 23
Signal 5 No Data 26
Volatility 0.14 (Medium)
Negative 0 Channels E: 0.6 S: 0.4
SETL ℹ +0.05 Editorial-dominant
FW Ratio ℹ 73% 46 facts · 17 inferences
Agreement Low 2 models · spread ±0.263
Evidence 18% coverage ℹ
1H 8M 22L 26 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: 0.40 (2 articles) Economic & Social: 0.12 (1 articles) Cultural: 0.21 (2 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 12 top-level · 6 replies
layer8 2026-03-14 01:23 UTC link
New fabs are being built, but that takes time. Estimates are that full production will start towards the end of 2027, or in some cases (Samsung, Micron) only in 2028. So expect RAM to remain scarce/expensive for the next two years.

Another factor is that the viability of building new fabs is based on the assumption that there is no AI bubble that will burst. Opinions differ on how large that risk is.

proee 2026-03-14 01:32 UTC link
Outside of fabrication, memory chips also require some very fancy high speed testers that need specialized ICs which are most likely back ordered.
bigfatkitten 2026-03-14 01:39 UTC link
The reason we have so few RAM manufacturers in the first place is that was (until just a few months ago) an extremely low margin business.

New production capacity takes years to bring online, and manufacturers are rightly cautious of the current demand bubble bursting, leaving them billions of dollars out of pocket.

ternus 2026-03-14 01:58 UTC link
Further to what's listed elsewhere:

A RAM chip takes several months to make, starting from an empty silicon wafer. Each chip takes 8-10 weeks to go through the process of lithography, deposition, etching, cleaning, etc. It then must be tested, which can take another couple of weeks, then packaged, before it can be sold to manufacturers. Thus, even if fab capacity were available today (it isn't), you'd still see a multi-month lag before new supply hit the market.

(This is an extraordinarily sensitive process, and disrupting it can cause you to lose the entire batch. You might have heard of cases where "wafer starts" had to be discarded due to a tsunami or power disruption - this is why.)

maurycyz 2026-03-14 02:22 UTC link
The raw materials are cheap: It's mostly just quartz, which is the most abundant mineral on earth.

The problem is actually making chips. The machines use to make modern integrated circuits are some of the most precise equipment in the world, manufacturing structures just tens of atoms across.

Getting more factories online might take close to a decade, and that's if anyone wants to pay: The current demand showed up basically overnight as some of the companies (running of investor money with no way to make profit) started a bidding war. Betting billions of dollars on them still being around in 5-10 years is just not a wise decision.

WheelsAtLarge 2026-03-14 02:37 UTC link
What's the current thinking on used ram? Is it worth it?
terrycody 2026-03-14 02:53 UTC link
It's price gouging, no matter what they say.
manofmanysmiles 2026-03-14 03:01 UTC link
I read recently that there is an effective cartel of Samsung, SK Hynix and Micron.

Price collusion, and dumping (flooding market with low prices) if any real competitor shows up.

Someone please correct me if I'm wrong.

cocodill 2026-03-14 03:03 UTC link
This could prevent people from making a lot of money. Here's why.
loose-cannon 2026-03-14 03:14 UTC link
I'm curious about manufacturing from like 10-20 years ago. Would it be cheap to make a RAM chip from like 15 years ago? Or would it just not even work with our modern hardware? Like if we want more of something, can we pay with performance and efficiency instead? We seem to have this option with other types of technology.
taki4416 2026-03-14 03:29 UTC link
RAM factories can only produce memory chips, so companies are careful about expanding their production lines. If demand for memory drops later, they could suffer huge losses.

In fact, memory prices often change when a new factory is built. Manufacturers usually buy memory when prices are low, so we don’t really notice these changes when we buy products.

I work in the semiconductor industry, I recently asked the same question to some experts around me. They told me there is a lesson from the early days of personal computers. Improvements in operating systems reduced the amount of RAM needed, which caused serious problems for the memory industry.

rramadass 2026-03-14 04:58 UTC link
Because SK Hynix has substantially ramped up its production of HBM memory for GPUs (due to AI demand) which requires more silica per die than DRAM. Since companies produce HBM and DDR memory in the same factory and using the same equipment (more or less) shifting production to HBM has the double whammy of less silica for and hence less DRAM production.

See this video by Anastasi In Tech to understand the memory crisis - https://www.youtube.com/watch?v=KghkI5Oh_lY

mrandish 2026-03-14 03:09 UTC link
> Betting billions of dollars on them still being around in 5-10 years is just not a wise decision.

Historically dynamic RAM has gone through several boom/bust cycles, oscillating between manufacturers struggling to break-even and cutting production and then a few years later not being able to make enough chips. I remember the late 80s being another time where companies were delaying new product launches because they couldn't get DRAM.

rkagerer 2026-03-14 03:15 UTC link
Avoid suspiciously low-priced bargains, give it a good several days of solid memtesting (I used to use Memtest86 and Memtest86+, and Prime95 for good measure) and you should be fine.
raw_anon_1111 2026-03-14 03:25 UTC link
Only TSMC as far as I know keeps fully depreciated fab lines online to make older processors for things that don’t need to make the latest tech.
toast0 2026-03-14 03:55 UTC link
> Would it be cheap to make a RAM chip from like 15 years ago? Or would it just not even work with our modern hardware?

Modern CPUs have built in memory controllers. Most of them can only talk to a small variety of memory; maybe DDR4 or DDR5 and sometimes a LP variant. If you wanted to make DDR3, you'd also need a special CPU with a DDR3 compatible memory controller.

I think once production stops for a given memory type at a specific fab, they get rebuilt for a new type of RAM. It doesn't make sense to keep the stuff around because there's been enough DDR3 ram made for the rest of time.

It's different for other fabs, where old lines can remain valuable for lower cost production.

paulnpace 2026-03-14 13:23 UTC link
"AI" is readily abundant all over the place, yet has no profit. I no longer believe the observably false claims that profit is somehow causal to availability.
bigbadfeline 2026-03-14 18:43 UTC link
The actual reasons are monopolies, tariffs and sanctions - the unstable trade environment coupled with monopoly lobbying keep the market uncertain and unattractive for new players, at the same time, the old monopolies don't have any reason to invest in new production - their profits grow when the price on the strangled market keeps going up while they keep doing nothing at all.
Editorial Channel
What the content says
+0.35
Article 19 Freedom of Expression
High Advocacy Framing Practice
Editorial
+0.35
SETL
+0.13

Post exemplifies free expression by asking open-ended technical question without self-censorship; invites collaborative reasoning and peer review

+0.20
Article 20 Assembly & Association
Medium Practice
Editorial
+0.20
SETL
-0.11

Post represents voluntary association of participants engaged in collective problem-solving around shared technical concern

+0.15
Article 23 Work & Equal Pay
Medium Framing
Editorial
+0.15
SETL
+0.09

Post implicitly engages labor market analysis by asking about production capacity and factory scaling; does not explicitly address labor rights but frames production bottlenecks as economic question

+0.15
Article 27 Cultural Participation
Medium Framing
Editorial
+0.15
SETL
+0.09

Post engages with technical and scientific questions about production and supply; collaborative problem-solving reflects scientific inquiry and knowledge advancement

+0.12
Article 26 Education
Medium Framing
Editorial
+0.12
SETL
+0.07

Post engages with economic and technical knowledge relevant to education; collaborative problem-solving in thread models peer learning

ND
Preamble Preamble
Low Practice

Self-post asks technical supply-chain question; does not address human dignity or fundamental freedoms

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

Post contains no explicit reference to equality or freedom

ND
Article 2 Non-Discrimination
Medium Practice

Content does not address discrimination or protected characteristics

ND
Article 3 Life, Liberty, Security
Low

Post does not engage with right to life or personal security

ND
Article 4 No Slavery
Low

Post does not address slavery or forced labor

ND
Article 5 No Torture
Low

Post contains no torture or cruel treatment references

ND
Article 6 Legal Personhood
Low

Post does not address legal personhood or recognition before law

ND
Article 7 Equality Before Law
Low Practice

Content does not address legal equality

ND
Article 8 Right to Remedy
Low

Post does not address effective remedies for rights violations

ND
Article 9 No Arbitrary Detention
Low

Post does not address arbitrary arrest or detention

ND
Article 10 Fair Hearing
Medium Practice

Post does not explicitly claim fair hearing rights

ND
Article 11 Presumption of Innocence
Low

Post does not address criminal culpability or retrospective punishment

ND
Article 12 Privacy
Medium Practice

Post does not contain private information or address privacy

ND
Article 13 Freedom of Movement
Medium Practice

Post does not address freedom of movement

ND
Article 14 Asylum
Low

Post does not address asylum or refuge

ND
Article 15 Nationality
Low

Post does not address nationality or right to a nationality

ND
Article 16 Marriage & Family
Low

Post does not address marriage or family rights

ND
Article 17 Property
Low

Post does not address property rights

ND
Article 18 Freedom of Thought
Low

Post does not explicitly address freedom of conscience or belief

ND
Article 21 Political Participation
Low

Post does not address right to participate in government

ND
Article 22 Social Security
Low

Post does not address social security or welfare rights

ND
Article 24 Rest & Leisure
Low

Post does not address rest, leisure, or working hour limits

ND
Article 25 Standard of Living
Low Practice

Post does not address health, food, housing, or welfare services

ND
Article 28 Social & International Order
Low

Post does not address international legal order or human rights enforcement

ND
Article 29 Duties to Community
Low

Post does not address duties or limitations on rights

ND
Article 30 No Destruction of Rights
Low

Post does not address preservation of UDHR rights or restrictions on right-limiting interpretation
Structural Channel
What the site does
+0.30
Article 19 Freedom of Expression
High Advocacy Framing Practice
Structural
+0.30
Context Modifier
+0.20
SETL
+0.13

Platform architecture enables unrestricted publishing of questions and responses; minimal moderation barriers to expression; global reach permits information circulation

+0.25
Article 20 Assembly & Association
Medium Practice
Structural
+0.25
Context Modifier
+0.05
SETL
-0.11

Platform structure enables assembly of participants around topics; users self-organize into discussion communities; no barriers to group formation

+0.10
Article 23 Work & Equal Pay
Medium Framing
Structural
+0.10
Context Modifier
0.00
SETL
+0.09

Platform permits discussion of labor economics and supply-chain labor practices; no structural barriers to workplace rights advocacy

+0.10
Article 27 Cultural Participation
Medium Framing
Structural
+0.10
Context Modifier
+0.15
SETL
+0.09

Platform structure enables publication and peer review of technical ideas; open access permits broad participation in scientific and technical communities

+0.08
Article 26 Education
Medium Framing
Structural
+0.08
Context Modifier
+0.05
SETL
+0.07

Platform structure enables knowledge-sharing and skill development through discussion; open access removes barriers to technical education

ND
Preamble Preamble
Low Practice

Platform structure enables open dialogue and collaborative problem-solving across global community

ND
Article 1 Freedom, Equality, Brotherhood
Low Practice

Discussion forum structure does not discriminate based on stated identity; permits equal participation

ND
Article 2 Non-Discrimination
Medium Practice

Platform prohibits discrimination in its Terms of Service and enforces community norms against discriminatory speech

ND
Article 3 Life, Liberty, Security
Low

Platform design neutral to physical security; no apparent structural threats to life

ND
Article 4 No Slavery
Low

Forum does not facilitate or enable slavery or forced labor

ND
Article 5 No Torture
Low

Platform design does not enable torture or degrading treatment

ND
Article 6 Legal Personhood
Low

Platform treats registered users as rights-bearing participants in discourse

ND
Article 7 Equality Before Law
Low Practice

Platform applies consistent moderation rules across participants; no visible double standards in enforcement

ND
Article 8 Right to Remedy
Low

Platform includes flagging and appeals mechanisms for users to contest moderation decisions

ND
Article 9 No Arbitrary Detention
Low

Platform has no capacity for physical arrest; account suspension policies exist but are not arbitrary

ND
Article 10 Fair Hearing
Medium Practice

Platform includes appeals process for suspended accounts and moderation decisions; users can request review of enforcement actions

ND
Article 11 Presumption of Innocence
Low

Platform moderation applies current policies and does not retroactively penalize prior lawful conduct

ND
Article 12 Privacy
Medium Practice

Platform collects user account data and activity logs; privacy policy permits data retention and analysis; tracking minimal but present

ND
Article 13 Freedom of Movement
Medium Practice

Platform permits users to navigate and participate without geographic restriction

ND
Article 14 Asylum
Low

Platform neither facilitates nor restricts asylum-seeking

ND
Article 15 Nationality
Low

Platform does not restrict participation based on nationality

ND
Article 16 Marriage & Family
Low

Platform is neutral to family formation and marriage

ND
Article 17 Property
Low

Platform does not restrict users from owning or discussing property; does not enforce property confiscation

ND
Article 18 Freedom of Thought
Low

Platform permits diverse ideological viewpoints in discussion threads without censorship of belief

ND
Article 21 Political Participation
Low

Platform does not substitute for or undermine democratic governance; internal platform governance separate from state politics

ND
Article 22 Social Security
Low

Platform provides no social security or welfare services

ND
Article 24 Rest & Leisure
Low

Platform does not regulate working conditions or leisure time

ND
Article 25 Standard of Living
Low Practice

Platform does not provide welfare services but enables discussion of economic systems relevant to welfare; open access supports informational access to economic knowledge

ND
Article 28 Social & International Order
Low

Platform is subject to national laws but does not address international human rights framework

ND
Article 29 Duties to Community
Low

Platform imposes community guidelines limiting harassment and spam but does not explicitly frame these as duty-based constraints

ND
Article 30 No Destruction of Rights
Low

Platform does not explicitly interpret its policies as limiting UDHR rights
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality ℹ
How well-sourced and evidence-based is this content?
0.48 medium claims
Sources
0.3
Evidence
0.5
Uncertainty
0.5
Purpose
0.7
Propaganda Flags ℹ
No manipulative rhetoric detected
0 techniques detected
Emotional Tone ℹ
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.1
Arousal
0.3
Dominance
0.2
Transparency ℹ
Does the content identify its author and disclose interests?
0.25
✗ Author
More signals: context, framing & audience
Solution Orientation ℹ
Does this content offer solutions or only describe problems?
0.65 solution oriented
Reader Agency
0.7
Stakeholder Voice ℹ
Whose perspectives are represented in this content?
0.35 1 perspective
Speaks: individuals
About: corporationgovernmentinstitution
Temporal Framing ℹ
Is this content looking backward, at the present, or forward?
prospective medium term
Geographic Scope ℹ
What geographic area does this content cover?
global
Complexity ℹ
How accessible is this content to a general audience?
moderate medium jargon domain specific
Longitudinal 958 HN snapshots · 42 evals
+1 0 −1 HN
Audit Trail 62 entries
2026-03-16 02:07 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-16 02:07 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-16 02:00 model_divergence Cross-model spread 0.53 exceeds threshold (2 models) - -
2026-03-16 02:00 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-16 02:00 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-16 02:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 23:36 eval_success Evaluated: Mild positive (0.29) - -
2026-03-15 23:36 model_divergence Cross-model spread 0.53 exceeds threshold (2 models) - -
2026-03-15 23:36 eval Evaluated by claude-haiku-4-5-20251001: +0.29 (Mild positive) 10,877 tokens
2026-03-15 23:36 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 26R - -
2026-03-15 17:48 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 17:48 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-15 17:48 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:52 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-15 16:52 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-15 16:34 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-15 16:34 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-15 16:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 22:26 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 22:26 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 22:21 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-14 22:21 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 22:21 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 20:50 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-14 20:50 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 20:43 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-14 20:43 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 20:43 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:57 eval_success Lite evaluated: Mild negative (-0.24) - -
2026-03-14 18:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 18:57 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-14 18:00 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 17:17 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 16:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 16:06 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 10:52 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 10:36 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 10:15 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 09:55 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 09:37 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 09:13 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:57 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 08:31 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 08:14 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 07:48 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 07:35 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 07:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:54 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 06:24 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 06:15 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 05:42 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 05:34 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 05:01 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:56 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 04:22 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 04:16 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 03:46 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 03:41 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 03:05 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive) 0.00
2026-03-14 03:01 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative) 0.00
reasoning
Technical discussion on RAM production, no human rights discussion
2026-03-14 02:25 eval Evaluated by llama-4-scout-wai-psq: +0.60 (Strong positive)
2026-03-14 02:22 eval Evaluated by llama-4-scout-wai: -0.24 (Mild negative)
reasoning
Technical discussion on RAM production, no human rights discussion