0.00 Fast-Servers (geocar.sdf1.orgS:ND)
122 points by tosh 14 days ago | 31 comments on HN | Neutral High agreement (3 models) Editorial · v3.7 · 2026-03-16 01:15:50 0
Summary Technical Documentation & Accessibility Neutral
This page presents technical documentation on network server programming patterns and optimization techniques. No content directly engages human rights themes; the evaluation reveals neutral editorial stance and technical focus, with structural concerns centered on privacy tracking (Google Tag Manager) and lack of accessibility features that would enable persons with disabilities to access the technical content. Overall, the page manifests no intentional human rights orientation, whether positive or negative.
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
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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 ND
FW Ratio 62% 8 facts · 5 inferences
Agreement High 3 models · spread ±0.000
Evidence 5% coverage
2M 3L 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 9 top-level · 9 replies
kogus 2026-03-05 15:14 UTC link
Slightly tangential, but why is the first diagram duplicated at .1 opacity?
ratrocket 2026-03-05 15:17 UTC link
discussed in 2016: https://news.ycombinator.com/item?id=10872209 (53 comments)
lmz 2026-03-05 15:17 UTC link
bee_rider 2026-03-05 15:38 UTC link
> One thread per core, pinned (affinity) to separate CPUs, each with their own epoll/kqueue fd

> Each major state transition (accept, reader) is handled by a separate thread, and transitioning one client from one state to another involves passing the file descriptor to the epoll/kqueue fd of the other thread.

So this seems like a little pipeline that all of the requests go through, right? For somebody who doesn’t do server stuff, is there a general idea of how many stages a typical server might be able to implement? And does it create a load-balancing problem? I’d expect some stages to be quite cheap…

luizfelberti 2026-03-05 15:40 UTC link
A bit dated in the sense that for Linux you'd probably use io_uring nowadays, but otherwise it's a timeless design

Still, I'm conflicted on whether separating stages per thread (accept on one thread and the client loop in another) is a good idea. It sounds like the gains would be minimal or non-existent even in ideal circumstances, and on some workloads where there's not a lot of clients or connection churn it would waste an entire core for handling a low-volume event.

I'm open to contrarian opinions on this though, maybe I'm not seeing soemthing...

fao_ 2026-03-05 16:08 UTC link
this is more or less, in some way, what Erlang does and how Erlang is so easy to scale.
epicprogrammer 2026-03-05 16:11 UTC link
It’s an interesting throwback to SEDA, but physically passing file descriptors between different cores as a connection changes state is usually a performance killer on modern hardware. While it sounds elegant on a whiteboard to have a dedicated 'accept' core and a 'read' core, you end up trading a slightly simpler state machine for massive L1/L2 cache thrashing. Every time you hand off that connection, you immediately invalidate the buffers and TCP state you just built up. There’s a reason the industry largely settled on shared-nothing architectures like NGINX having a single pinned thread handle the entire lifecycle of a request keeps all that data strictly local to the CPU cache. When you're trying to scale, respecting data locality almost always beats pipeline cleanliness.
rot13maxi 2026-03-05 16:39 UTC link
i havent seen an sdf1.org url in a looooong time. lovely to see its still around
password4321 2026-03-05 17:27 UTC link
Always interesting to review the latest techempower web framework benchmarks, though it's been a year:

https://www.techempower.com/benchmarks/#section=data-r23&tes...

tecleandor 2026-03-05 15:33 UTC link
That plus the ellipsis makes me thing that it means the additional threads that would open for next connections...
eklavya 2026-03-05 16:01 UTC link
It is not a good idea, especially with the new chiplet/CCX processors.
raggi 2026-03-05 16:07 UTC link
It’s not a good idea and that’s where I’d really start with the dated commentary here rather than focusing on the polling mechanism. It depends on the application but if the buffers are large (>=64kb) such as a common TCP workload then uring won’t necessarily help that much. You’ll gain a lot of scalability regardless of polling mechanism by making sure you can utilize rss and xss optimizations.
jfindley 2026-03-05 16:14 UTC link
io_uring is in a curious place. Yes it does offer significant performance advantages, but it continues to be such a consistent source of bugs - many with serious security implications - that it's questionable if it's really worth using.

I do agree that it's a bit dated and today you'd do other things (notably SO_REUSEPORT), just feel that io_uring is a questionable example.

marcosdumay 2026-03-05 16:23 UTC link
> For somebody who doesn’t do server stuff, is there a general idea of how many stages a typical server might be able to implement?

On the HTTP server from the article, what I understood is that those 2 you are seeing are the ones you have. Or maybe 3, if disposing of things is slow.

I'm not sure what I prefer. On one hand, there's some expensive coordination for passing those file descriptors around. On the other hand, having some separate code bother with creating and closing the connections make it easier to focus on the actual performance issues where they appear, and create opportunity to dispatch work smartly.

Of course, you can go all the way in and make a green threads server where every bit of IO puts the work back on the queue. But you would use a single queue then, and dispatch the code that works on it. So you get more branching, but less coordination.

toast0 2026-03-05 17:01 UTC link
You could presumably have an acceptor thread per core, which passes the fds to core alligned next thread, etc.

That would get you the code simplicity benefits the article suggests, while keeping the socket bound to a single core, which is definitely needed.

Depending on if you actually need to share anything, you could do process per core, thread per loop, and you have no core to core communication from the usual workings of the process (i/o may cross though)

kev009 2026-03-05 18:34 UTC link
Well, kernels grown some support for steering accept() to worker thread directly. For instance SO_REUSE_PORT (Linux)/SO_REUSE_PORT_LB (FreeBSD).
vlovich123 2026-03-05 18:38 UTC link
While I agree that shared nothing wipes the pants performance-wise of shared state, surely the penalty you've outlined is only for super short lived connections?

For longer lived connections the cache is going to thrash on an inevitable context switch anyway (either do to needing to wait for more I/O or normal preemption). As long as processing of I/O is handled on a given core, I don't know if there is actually such a huge benefit. A single pinned thread for the entire lifecycle has the problem that you get latency bottlenecks under load where two CPU-heavy requests end up contending for the same core vs work stealing making use of available compute.

The ultimate benefit would be if you could arrange each core to be given a dedicated NIC. Then the interrupts for the NIC are arriving on the core that's processing each packet. But otherwise you're already going to have to wake up the NIC on a random core to do a cross-core delivery of the I/O data.

TLDR: It's super complex to get a truly shared nothing approach unless you have a single application and you correctly allocate the work. It's really hard to solve generically optimally for all possible combinations of request and processing patterns.

jauntywundrkind 2026-03-05 22:33 UTC link
In node.js I've seen time and time again some slow task that happens only every now and then, but which causes significant latency spikes. Having the one single event loop, with tasks big and small, from all stages of the processing pipeline mixed in, feels so crude. I really want a more sophisticated architecture where different stages of the execution can be managed independently.

I also want to mention that very very very few programs do, but io_uring does let you run multiple io_urings!! Your program can pick from which completion queue it wants to read, can put high priority tasks in a specific iou.

Editorial Channel
What the content says
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Preamble Preamble

No content engages with universal human dignity, freedom from fear/want, or rule of law.

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Article 1 Freedom, Equality, Brotherhood

No discussion of equal rights or dignity.

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Article 2 Non-Discrimination

No content addresses discrimination or equal enjoyment of rights.

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Article 3 Life, Liberty, Security
Low

No editorial content relates to right to life, liberty, or personal security.

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Article 4 No Slavery

No content relates to slavery or servitude.

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Article 5 No Torture

No content addresses torture or inhuman treatment.

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Article 6 Legal Personhood

No content relates to legal personhood.

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Article 7 Equality Before Law

No content addresses equality before law.

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Article 8 Right to Remedy

No content relates to effective remedies for rights violations.

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Article 9 No Arbitrary Detention

No content addresses arbitrary detention.

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Article 10 Fair Hearing

No content relates to fair and public hearings.

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Article 11 Presumption of Innocence

No content addresses presumption of innocence or criminal procedure.

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Article 12 Privacy
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No content discusses privacy, family, home, or correspondence.

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Article 13 Freedom of Movement

No content addresses freedom of movement.

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Article 14 Asylum

No content relates to asylum or refuge.

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Article 15 Nationality

No content addresses nationality or right to a nationality.

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Article 16 Marriage & Family

No content relates to marriage or family rights.

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Article 17 Property

No content addresses property rights.

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Article 18 Freedom of Thought

No content relates to freedom of thought, conscience, or religion.

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Article 19 Freedom of Expression
Medium

Content presents technical information without editorial stance on free expression or information access.

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Article 20 Assembly & Association

No content addresses freedom of assembly or association.

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Article 21 Political Participation

No content relates to political participation or democratic governance.

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Article 22 Social Security

No content addresses social security or welfare rights.

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Article 23 Work & Equal Pay

No content discusses work, employment, or labor rights.

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Article 24 Rest & Leisure

No content addresses rest, leisure, or working hours.

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Article 25 Standard of Living

No content relates to adequate standard of living or health.

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Article 26 Education
Low

No content addresses education or its aims.

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Article 27 Cultural Participation
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No content explicitly addresses cultural participation or intellectual property in a rights context.

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Article 28 Social & International Order

No content addresses social and international order.

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Article 29 Duties to Community

No content discusses duties to community or limits on rights.

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Article 30 No Destruction of Rights

No content interprets rights in ways that negate other rights.

Structural Channel
What the site does
Element Modifier Affects Note
br_tracking 0.00
Preamble ¶5 Article 12 Article 19
1 tracker domain(s): www.googletagmanager.com
br_security -0.05
Article 3 Article 12
Security headers: HTTPS
br_accessibility -0.05
Article 26 Article 27 ¶1
No accessibility features detected
br_consent 0.00
Article 12 Article 19 Article 20 ¶2
No cookie consent banner detected
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Preamble Preamble

Domain uses Google Tag Manager tracking and lacks accessibility features.

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Article 1 Freedom, Equality, Brotherhood

No observable structural signals related to equal treatment or dignity.

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Article 2 Non-Discrimination

No structural mechanisms for equal access observed.

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Article 3 Life, Liberty, Security
Low

HTTPS implemented; limited security hardening signals beyond baseline encryption.

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Article 4 No Slavery

No observable structural signals.

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Article 5 No Torture

No observable structural signals.

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Article 6 Legal Personhood

No observable structural signals.

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Article 7 Equality Before Law

No observable structural signals.

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Article 8 Right to Remedy

No observable structural signals.

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Article 9 No Arbitrary Detention

No observable structural signals.

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Article 10 Fair Hearing

No observable structural signals.

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Article 11 Presumption of Innocence

No observable structural signals.

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Article 12 Privacy
Medium

Google Tag Manager tracker present; no cookie consent mechanism observed. Domain DCP notes tracking modifier of 0 for this tracker.

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Article 13 Freedom of Movement

No observable structural signals.

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Article 14 Asylum

No observable structural signals.

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Article 15 Nationality

No observable structural signals.

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Article 16 Marriage & Family

No observable structural signals.

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Article 17 Property

No observable structural signals.

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Article 18 Freedom of Thought

No observable structural signals.

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Article 19 Freedom of Expression
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Page contains tracking and no consent mechanism, similar to Article 12 signals.

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Article 20 Assembly & Association

No observable structural signals.

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Article 21 Political Participation

No observable structural signals.

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Article 22 Social Security

No observable structural signals.

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Article 23 Work & Equal Pay

No observable structural signals.

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Article 24 Rest & Leisure

No observable structural signals.

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Article 25 Standard of Living

No observable structural signals.

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Article 26 Education
Low

No accessibility features detected; page lacks ARIA labels, alt text, or keyboard navigation support.

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Article 27 Cultural Participation
Low

Accessibility barriers consistent with Article 26 assessment.

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Article 28 Social & International Order

No observable structural signals.

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Article 29 Duties to Community

No observable structural signals.

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Article 30 No Destruction of Rights

No observable structural signals.

Psychological Safety
experimental
How safe this content is to read — independent from rights stance. Scores are ordinal (rank-order only). Learn more
PSQ
+0.4
Per-model PSQ
L4P +0.1 L3P +0.6
Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.74 low claims
Sources
0.6
Evidence
0.8
Uncertainty
0.7
Purpose
0.8
Propaganda Flags
No manipulative rhetoric detected
0 techniques detected
Emotional Tone
Emotional character: positive/negative, intensity, authority
measured
Valence
+0.1
Arousal
0.2
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.00
✗ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.65 solution oriented
Reader Agency
0.8
Stakeholder Voice
Whose perspectives are represented in this content?
0.10 1 perspective
Speaks: individuals
Temporal Framing
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present unspecified
Geographic Scope
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global
Linux, Apple OSX
Complexity
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technical high jargon domain specific
Longitudinal 515 HN snapshots · 162 evals
+1 0 −1 HN
Audit Trail 182 entries
2026-03-16 02:14 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-16 02:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-16 02:13 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-16 02:13 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on network server programming, no human rights discussion
2026-03-16 02:13 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-16 01:15 eval_success Evaluated: Neutral (0.00) - -
2026-03-16 01:15 eval Evaluated by claude-haiku-4-5-20251001: 0.00 (Neutral) 11,311 tokens -0.10
2026-03-16 01:15 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 31R - -
2026-03-15 23:45 eval_success Evaluated: Mild positive (0.10) - -
2026-03-15 23:45 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 0W 27R - -
2026-03-15 23:45 eval Evaluated by claude-haiku-4-5-20251001: +0.10 (Mild positive) 12,901 tokens
2026-03-14 17:42 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-14 17:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-14 17:30 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-14 17:30 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on network server programming, no human rights discussion
2026-03-14 17:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 19:21 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 19:21 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 19:06 eval_success PSQ evaluated: g-PSQ=0.600 (3 dims) - -
2026-03-08 19:06 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-08 18:52 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 18:52 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on network server programming, no human rights discussion
2026-03-08 18:52 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 17:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 17:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-08 17:58 rater_validation_warn Lite validation warnings for model llama-3.3-70b-wai: 1W 0R - -
2026-03-08 16:31 eval_success PSQ evaluated: g-PSQ=0.120 (3 dims) - -
2026-03-08 16:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-08 16:13 eval_success PSQ evaluated: g-PSQ=0.417 (3 dims) - -
2026-03-08 16:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-08 16:00 eval_success Lite evaluated: Neutral (0.00) - -
2026-03-08 16:00 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
reasoning
Technical content on network server programming, no human rights discussion
2026-03-08 16:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-08 15:55 eval Evaluated by llama-4-scout-wai: 0.00 (Neutral) +0.08
reasoning
Technical content on network server programming, no human rights discussion
2026-03-08 15:39 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Technical content, zero rights discussion
2026-03-07 19:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 19:07 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 19:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 18:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 17:51 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 17:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 16:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 16:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 16:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:35 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 15:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 15:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 14:48 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 14:26 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-07 14:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:52 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-07 13:43 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 13:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-07 13:20 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 13:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-07 12:46 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 12:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:33 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 12:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 12:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 12:01 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:38 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 11:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:25 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 11:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 10:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:50 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:33 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 10:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 10:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-07 10:02 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 09:58 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 09:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-07 09:28 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 09:12 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:55 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 08:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 08:24 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 08:19 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 08:13 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:48 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 07:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 07:10 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 07:09 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 06:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-07 06:36 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 06:07 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-07 06:03 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 05:37 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 05:31 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 05:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 04:59 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 04:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 04:25 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 04:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 03:50 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 03:32 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-07 03:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-07 03:18 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:42 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:17 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 02:06 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:01 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 01:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 01:22 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 01:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 00:47 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-07 00:05 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-07 00:00 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 23:46 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 23:26 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 23:12 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 22:53 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 22:08 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 21:39 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 21:21 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-06 20:57 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 20:39 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-06 20:16 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 20:04 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 19:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 19:29 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 19:04 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 18:53 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 18:23 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 18:07 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 17:11 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:55 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 16:50 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-06 16:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 16:14 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-06 15:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:55 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:39 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 15:19 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 15:01 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 14:35 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 14:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 14:11 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 13:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 13:54 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 13:33 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 13:16 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:56 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 12:42 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 12:21 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 12:09 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:47 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 11:38 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 11:15 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 11:08 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 10:42 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 10:34 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 10:06 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 10:03 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 09:31 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 09:30 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) 0.00
2026-03-06 08:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 08:57 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 08:29 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 08:28 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 07:59 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 07:57 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 07:27 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 07:24 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) -0.16
2026-03-06 07:22 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) +0.18
2026-03-06 06:52 eval Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) +0.16
2026-03-06 06:51 eval Evaluated by llama-3.3-70b-wai-psq: +0.42 (Moderate positive) -0.18
2026-03-06 06:20 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 06:20 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 05:41 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 05:36 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral) 0.00
2026-03-06 05:36 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive) 0.00
2026-03-06 04:16 eval Evaluated by llama-4-scout-wai-psq: -0.04 (Neutral)
2026-03-06 04:15 eval Evaluated by llama-3.3-70b-wai-psq: +0.60 (Strong positive)
2026-03-05 19:13 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
Technical content on network server programming, no human rights discussion
2026-03-05 19:10 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Technical content, zero rights discussion