Model Comparison
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-4-scout-17b-16e-instruct lite ND ND 0.80
@cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 -0.21 Neutral 1.00 0.21 consumer protection
claude-haiku-4-5-20251001 +0.37 -0.03 Mild positive 0.41 0.36 Consumer Fraud & Product Integrity
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 0.17
Article 1 ND ND 0.22
Article 2 ND ND 0.12
Article 3 ND ND 0.16
Article 4 ND ND ND
Article 5 ND ND ND
Article 6 ND ND ND
Article 7 ND ND 0.19
Article 8 ND ND ND
Article 9 ND ND ND
Article 10 ND ND ND
Article 11 ND ND 0.50
Article 12 ND ND -0.18
Article 13 ND ND 0.56
Article 14 ND ND ND
Article 15 ND ND ND
Article 16 ND ND ND
Article 17 ND ND 0.23
Article 18 ND ND ND
Article 19 ND ND 0.40
Article 20 ND ND 0.16
Article 21 ND ND ND
Article 22 ND ND 0.21
Article 23 ND ND 0.17
Article 24 ND ND ND
Article 25 ND ND 0.26
Article 26 ND ND 0.13
Article 27 ND ND 0.30
Article 28 ND ND 0.16
Article 29 ND ND 0.14
Article 30 ND ND 0.09
+0.37 CPU fraud, next round: Chuwi CoreBook Plus also affected (www.notebookcheck.net S:-0.03 )
7 points by bpierre 3 days ago | 0 comments on HN | Mild positive Moderate agreement (2 models) Editorial · v3.7 · 2026-03-16 00:57:05 0
Summary Consumer Fraud & Product Integrity Advocates
This investigative article reports on systematic CPU fraud in Chuwi laptop products, exposing consumer deception through product teardown and testing. The editorial content advocates strongly for consumer protection and manufacturer accountability, employing transparent investigative methodology and broad free distribution. However, structural signals undermine these consumer rights protections through extensive behavioral ad tracking, frequency-based ad serving, and surveillance without visible consent mechanisms or privacy transparency.
Rights Tensions 2 pairs
Art 12 Art 19 Privacy (Article 12) tension with Free Expression (Article 19): extensive behavioral tracking and ad targeting required to monetize free-access journalism creates surveillance that may chill reader privacy while enabling broad expression distribution.
Art 17 Art 12 Property Rights (Article 17) tension with Privacy (Article 12): consumer behavioral data collected and monetized as publisher property for ad targeting, subordinating user property interests in their own data to publisher revenue interests.
Article Heatmap
Preamble: +0.17 — Preamble P Article 1: +0.22 — Freedom, Equality, Brotherhood 1 Article 2: +0.12 — Non-Discrimination 2 Article 3: +0.16 — 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: +0.19 — 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: +0.50 — Presumption of Innocence 11 Article 12: -0.18 — Privacy 12 Article 13: +0.56 — 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: +0.23 — Property 17 Article 18: ND — Freedom of Thought Article 18: No Data — Freedom of Thought 18 Article 19: +0.40 — Freedom of Expression 19 Article 20: +0.16 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: +0.21 — Social Security 22 Article 23: +0.17 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.26 — Standard of Living 25 Article 26: +0.13 — Education 26 Article 27: +0.30 — Cultural Participation 27 Article 28: +0.16 — Social & International Order 28 Article 29: +0.14 — Duties to Community 29 Article 30: +0.09 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
E
+0.37
S
-0.03
Weighted Mean +0.22 Unweighted Mean +0.21
Max +0.56 Article 13 Min -0.18 Article 12
Signal 19 No Data 12
Volatility 0.15 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL +0.36 Editorial-dominant
FW Ratio 59% 61 facts · 42 inferences
Agreement Moderate 2 models · spread ±0.149
Evidence 41% coverage
5H 12M 2L 12 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.17 (3 articles) Security: 0.16 (1 articles) Legal: 0.34 (2 articles) Privacy & Movement: 0.19 (2 articles) Personal: 0.23 (1 articles) Expression: 0.28 (2 articles) Economic & Social: 0.21 (3 articles) Cultural: 0.21 (2 articles) Order & Duties: 0.13 (3 articles)
Editorial Channel
What the content says
+0.65
Article 19 Freedom of Expression
High A:free_expression_investigative_journalism P:access_without_paywall
Editorial
+0.65
SETL
+0.60

Article exemplifies freedom of expression through independent investigative journalism. Named author (J. Simon Leitner) and publisher (Notebookcheck) take responsibility for fraud allegations against commercial entities without evident censorship or advertiser pressure. Content presents factual investigation without editorial retraction visible.

+0.60
Article 13 Freedom of Movement
High A:freedom_of_movement_information P:unrestricted_access_news
Editorial
+0.60
SETL
+0.24

Article content freely accessible without paywalls, registration, or location restrictions. Investigative reporting on consumer fraud distributed globally without geographic barriers.

+0.50
Article 11 Presumption of Innocence
Medium A:presumption_of_innocence F:fraud_evidence
Editorial
+0.50
SETL
ND

Article presents investigative evidence (teardown, testing results implied) supporting fraud allegations against specific products. Text includes hedging language ('cheating', 'deceives') that distinguishes allegation from proven guilt, respecting presumption of innocence until evidence is presented.

+0.45
Article 17 Property
High A:consumer_property_protection F:fraud_against_property_rights
Editorial
+0.45
SETL
+0.50

Article directly addresses violation of consumer property rights through CPU fraud. Consumers purchased products believing they contained specific CPUs; fraud constitutes theft or misrepresentation of property value. Investigative reporting aims to protect property interests of defrauded consumers.

+0.40
Article 1 Freedom, Equality, Brotherhood
Medium A:equality_before_accountability F:equal_treatment_consumer_protection
Editorial
+0.40
SETL
+0.42

Article treats all consumers equally as victims of fraud regardless of status. Investigative approach applies same scrutiny to manufacturer deception across multiple product lines.

+0.40
Article 22 Social Security
Medium A:social_protection_consumer_welfare F:accountability_for_deception
Editorial
+0.40
SETL
+0.44

Article addresses consumer welfare by exposing systematic fraud that undermines economic security. Investigation supports social protection by holding manufacturers accountable for deception that damages consumer confidence and financial interests.

+0.40
Article 27 Cultural Participation
High A:cultural_participation_technology_access P:free_access_technological_information
Editorial
+0.40
SETL
+0.32

Article contributes to cultural participation by providing transparent technological information about hardware deception. Readers can access detailed product analysis and consumer protection information freely, enabling participation in technology consumer culture.

+0.35
Preamble Preamble
Medium A:consumer_protection F:fraud_investigation
Editorial
+0.35
SETL
+0.40

Content directly addresses dignity and rights of consumers deceived by product fraud. Article emphasizes systematic consumer deception and calls for accountability, aligning with Preamble's commitment to universal human dignity and fundamental freedoms.

+0.35
Article 7 Equality Before Law
Medium A:equal_protection_under_law F:accountability_for_consumer_fraud
Editorial
+0.35
SETL
+0.37

Article exposes systematic fraud without distinction by consumer class or status. Investigative framing implies manufacturers should face equal accountability before law regardless of brand prestige.

+0.35
Article 23 Work & Equal Pay
Low A:labor_conditions_consumer_fraud F:accountability_in_supply_chain
Editorial
+0.35
SETL
+0.40

Article does not directly address labor rights. However, exposure of CPU fraud in manufacturing supply chain indirectly supports labor protection by promoting transparency and accountability standards that incentivize ethical manufacturing practices.

+0.35
Article 25 Standard of Living
Medium A:consumer_health_safety F:product_integrity_protection
Editorial
+0.35
SETL
+0.35

Article addresses health and welfare indirectly by exposing product fraud that impacts consumer welfare and safety expectations. CPU performance mismatch could affect productivity, reliability, and economic welfare of users relying on specified performance levels.

+0.30
Article 3 Life, Liberty, Security
Low A:right_to_life_consumer_safety F:product_integrity
Editorial
+0.30
SETL
+0.32

CPU misidentification does not directly threaten physical life but undermines consumer autonomy and safety expectations for product performance. Fraud narrative implies breach of trust in product integrity.

+0.30
Article 20 Assembly & Association
Medium A:assembly_consumer_movements F:collective_action_fraud_awareness
Editorial
+0.30
SETL
+0.32

Article supports right to peaceful assembly and association by publicizing fraud information that enables consumer collective action. Exposure of 'systematic' fraud pattern empowers consumers to organize and demand accountability from manufacturers.

+0.30
Article 28 Social & International Order
Medium A:social_order_accountability F:transparency_fraud_exposure
Editorial
+0.30
SETL
+0.32

Article supports social order by exposing systematic fraud and demanding accountability from manufacturers. Investigative transparency and public disclosure strengthen social trust in product integrity and manufacturer responsibility.

+0.30
Article 29 Duties to Community
Medium A:community_responsibility_consumer_protection F:accountability_collective_welfare
Editorial
+0.30
SETL
+0.35

Article frames fraud exposure as responsibility to community. Investigation serves collective consumer welfare by exposing systematic deception that affects all market participants. Emphasis on 'systematic' pattern appeals to shared responsibility for protecting community from ongoing fraud.

+0.25
Article 2 Non-Discrimination
Medium A:consumer_rights_across_markets F:non_discrimination_product_safety
Editorial
+0.25
SETL
+0.29

Investigative reporting applies consumer protection equally regardless of brand or market position. Article title references 'next round' suggesting systematic coverage without favor.

+0.25
Article 26 Education
Medium A:education_consumer_protection F:transparency_product_information
Editorial
+0.25
SETL
+0.27

Article educates consumers about fraud patterns in hardware products. Investigation provides transparent information enabling readers to make informed purchasing decisions and understand deception risks.

+0.25
Article 30 No Destruction of Rights
Medium C:rights_restrictions_interpretation P:surveillance_without_explicit_consent
Editorial
+0.25
SETL
+0.32

Article content respects Article 30 by not seeking to destroy rights. Editorial approach strengthens consumer rights by exposing threats to property, information, and economic security.

+0.20
Article 12 Privacy
High C:privacy_violation P:surveillance_without_consent
Editorial
+0.20
SETL
+0.34

Content itself respects privacy by not disclosing personal information of consumers; however, editorial does not address privacy implications of consumer data collection by manufacturers (fraud subject).

ND
Article 4 No Slavery

No observable content addressing slavery or servitude.

ND
Article 5 No Torture

No observable content addressing torture or degrading treatment.

ND
Article 6 Legal Personhood

No observable content addressing recognition as person before law.

ND
Article 8 Right to Remedy

No observable content addressing right to effective judicial remedy.

ND
Article 9 No Arbitrary Detention

No observable content addressing arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No observable content addressing fair and public hearing before independent tribunal.

ND
Article 14 Asylum

No observable content addressing right to seek asylum.

ND
Article 15 Nationality

No observable content addressing right to nationality.

ND
Article 16 Marriage & Family

No observable content addressing marriage or family rights.

ND
Article 18 Freedom of Thought

No observable content addressing freedom of thought, conscience, or religion.

ND
Article 21 Political Participation

No observable content addressing right to participate in government.

ND
Article 24 Rest & Leisure

No observable content addressing right to rest and leisure.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy -0.05
Article 12
Page contains extensive ad tracking (Google Ads, Snigel, Google Analytics, error-reporting) with minimal transparency. No visible privacy policy link in provided content. Cookie targeting for ad frequency (nbc_call) without explicit consent UI shown.
Terms of Service
No terms of service content visible in provided page source.
Identity & Mission
Mission
No explicit mission statement provided in page content.
Editorial Code +0.02
Article 19
Article authored by named journalist (Andreas Osthoff) with schema markup identifying publisher (Notebookcheck), suggesting editorial accountability standards. No visible editorial ethics policy disclosed.
Ownership
Publisher identified as Notebookcheck organization, but no ownership structure disclosed.
Access & Distribution
Access Model +0.10
Article 19
Content freely accessible without paywall or registration evident. Ad-supported model allows broad access to information.
Ad/Tracking -0.15
Article 12 Article 19
Extensive ad ecosystem present: Google AdSense, Snigel Publisher ads, Google Analytics, error-report.com tracking, multiple ad slot configurations. Behavioral targeting ('pageuid', 'domain', 'language', 'pagetype', 'tag', 'pagecall' targeting) without transparent opt-out mechanism shown.
Accessibility +0.05
Article 25
Page includes responsive design indicators (media queries, adaptive layouts) suggesting accessibility consideration, though no explicit accessibility statement provided. Ad-dense structure may hinder usability for users with disabilities.
+0.50
Article 13 Freedom of Movement
High A:freedom_of_movement_information P:unrestricted_access_news
Structural
+0.50
Context Modifier
0.00
SETL
+0.24

Page is responsive across mobile/desktop viewports and accessible from any region/IP. No geoblocking detected. Free ad-supported model enables global access without subscription barriers.

+0.15
Article 27 Cultural Participation
High A:cultural_participation_technology_access P:free_access_technological_information
Structural
+0.15
Context Modifier
0.00
SETL
+0.32

Free, ad-supported access model enables broad cultural participation without subscription barriers. Responsive design across devices supports participation across economic tiers. However, ad targeting and frequency capping may create differentiated user experiences based on behavioral profiles.

+0.10
Article 19 Freedom of Expression
High A:free_expression_investigative_journalism P:access_without_paywall
Structural
+0.10
Context Modifier
-0.03
SETL
+0.60

Free access model (no paywall) and responsive design enable expression distribution to broad audience. However, ad tracking and behavioral frequency targeting may create implicit incentives to self-censor or slant reporting toward advertiser interests (Google, Snigel networks). No editorial ethics policy visible to protect editorial independence.

0.00
Article 25 Standard of Living
Medium A:consumer_health_safety F:product_integrity_protection
Structural
0.00
Context Modifier
+0.05
SETL
+0.35

Page includes responsive design adaptation for accessibility (media queries, adaptive ad layouts) suggesting consideration for users with disabilities, though ad-dense structure may hinder usability. No explicit accessibility statement visible.

-0.05
Article 1 Freedom, Equality, Brotherhood
Medium A:equality_before_accountability F:equal_treatment_consumer_protection
Structural
-0.05
Context Modifier
0.00
SETL
+0.42

Structural barriers (ad-dense layout, tracking cookies) may disproportionately affect users with limited bandwidth or privacy concerns, creating de facto inequality in access.

-0.05
Article 3 Life, Liberty, Security
Low A:right_to_life_consumer_safety F:product_integrity
Structural
-0.05
Context Modifier
0.00
SETL
+0.32

No direct structural impact on right to life; ad tracking poses minor privacy-related safety concerns for vulnerable users.

-0.05
Article 7 Equality Before Law
Medium A:equal_protection_under_law F:accountability_for_consumer_fraud
Structural
-0.05
Context Modifier
0.00
SETL
+0.37

Ad tracking differentiates users by behavioral frequency ('pagecall' cookie) without transparent equal protection standards; targeting parameters ('pageuid', 'domain', 'language', 'tag') may create asymmetric user treatment.

-0.05
Article 20 Assembly & Association
Medium A:assembly_consumer_movements F:collective_action_fraud_awareness
Structural
-0.05
Context Modifier
0.00
SETL
+0.32

No visible structural barriers to readers assembling or sharing article. However, ad tracking and behavioral frequency cookies may chill reader anonymity and association by creating surveillance of reader engagement patterns.

-0.05
Article 26 Education
Medium A:education_consumer_protection F:transparency_product_information
Structural
-0.05
Context Modifier
0.00
SETL
+0.27

Ad tracking and behavioral targeting may undermine education mission by prioritizing engagement/conversion over comprehensive consumer information. No visible disclosure of advertiser relationships (Google, Snigel) that could create educational bias.

-0.05
Article 28 Social & International Order
Medium A:social_order_accountability F:transparency_fraud_exposure
Structural
-0.05
Context Modifier
0.00
SETL
+0.32

Ad tracking infrastructure creates asymmetric data collection that undermines social trust principles. Behavioral frequency targeting without consent contradicts transparent social order ideal.

-0.08
Article 2 Non-Discrimination
Medium A:consumer_rights_across_markets F:non_discrimination_product_safety
Structural
-0.08
Context Modifier
0.00
SETL
+0.29

Site tracking ('pageuid', 'domain', 'language', 'tag' targeting) collects user data without visible discrimination policy; behavioral frequency capping (nbc_call) may be applied asymmetrically.

-0.08
Article 22 Social Security
Medium A:social_protection_consumer_welfare F:accountability_for_deception
Structural
-0.08
Context Modifier
0.00
SETL
+0.44

Site collects behavioral and engagement data without visible compensation or protection for user welfare. Ad-supported model prioritizes publisher revenue over user data welfare. No visible privacy protection or compensation mechanism for data collection.

-0.10
Preamble Preamble
Medium A:consumer_protection F:fraud_investigation
Structural
-0.10
Context Modifier
0.00
SETL
+0.40

Structural signals undermine this through pervasive ad tracking and behavioral targeting without transparent consent mechanisms, contradicting commitment to dignity and freedom from interference.

-0.10
Article 17 Property
High A:consumer_property_protection F:fraud_against_property_rights
Structural
-0.10
Context Modifier
0.00
SETL
+0.50

Ad tracking and behavioral frequency targeting treat consumer data as property for monetization without explicit consent or compensation, contradicting property rights principle.

-0.10
Article 23 Work & Equal Pay
Low A:labor_conditions_consumer_fraud F:accountability_in_supply_chain
Structural
-0.10
Context Modifier
0.00
SETL
+0.40

No direct structural labor-related signals. Ad ecosystem dependency may create implicit pressure toward cheaper content production practices; no visible author compensation transparency.

-0.10
Article 29 Duties to Community
Medium A:community_responsibility_consumer_protection F:accountability_collective_welfare
Structural
-0.10
Context Modifier
0.00
SETL
+0.35

Ad revenue dependency may create tension with community responsibility by monetizing reader engagement and behavioral data without community benefit-sharing. Ad targeting parameters prioritize publisher interest over community welfare.

-0.15
Article 30 No Destruction of Rights
Medium C:rights_restrictions_interpretation P:surveillance_without_explicit_consent
Structural
-0.15
Context Modifier
0.00
SETL
+0.32

Structural ad tracking and behavioral frequency targeting may violate Article 30 principle by restricting user privacy rights without explicit consent. Tracking infrastructure appears designed to monetize user behavior in ways that undermine privacy and autonomy rights.

-0.25
Article 12 Privacy
High C:privacy_violation P:surveillance_without_consent
Structural
-0.25
Context Modifier
-0.20
SETL
+0.34

Site deploys extensive ad tracking without transparent consent: Google Analytics (tracking ID G-XLBGPKWB3N), behavioral frequency cookies (nbc_call), Snigel ad network tracking, error-report.com monitoring, and granular targeting parameters ('pageuid', 'domain', 'language', 'tag', 'pagecall') all configured. No visible privacy consent UI or transparency disclosure provided on page.

ND
Article 4 No Slavery

No observable structural signals related to slavery or servitude.

ND
Article 5 No Torture

No observable structural signals related to torture or degrading treatment.

ND
Article 6 Legal Personhood

No observable structural signals related to legal personhood.

ND
Article 8 Right to Remedy

No observable structural signals related to judicial remedies.

ND
Article 9 No Arbitrary Detention

No observable structural signals related to arrest or detention.

ND
Article 10 Fair Hearing

No observable structural signals related to due process hearings.

ND
Article 11 Presumption of Innocence
Medium A:presumption_of_innocence F:fraud_evidence

No observable structural implications for Article 11.

ND
Article 14 Asylum

No observable structural signals related to asylum or refuge.

ND
Article 15 Nationality

No observable structural signals related to nationality.

ND
Article 16 Marriage & Family

No observable structural signals related to marriage or family.

ND
Article 18 Freedom of Thought

No observable structural signals that restrict thought, conscience, or religion.

ND
Article 21 Political Participation

No observable structural signals related to political participation or governance.

ND
Article 24 Rest & Leisure

No observable structural signals that restrict rest or leisure rights.

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.69 medium claims
Sources
0.7
Evidence
0.8
Uncertainty
0.7
Purpose
0.6
Propaganda Flags
2 manipulative rhetoric techniques found
2 techniques detected
loaded language
'Oops, they did it again!' characterizes serious fraud with colloquial dismissiveness, using repetition and casual tone to minimize severity.
exaggeration
'CPU fraud, next round' frames isolated product issue as systemic pattern; 'now seems to be becoming systematic' escalates from reported cases to assumed trend.
Emotional Tone
Emotional character: positive/negative, intensity, authority
urgent
Valence
-0.6
Arousal
0.7
Dominance
0.6
Transparency
Does the content identify its author and disclose interests?
0.33
✓ Author ✗ Conflicts ✗ Funding
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.41 problem only
Reader Agency
0.3
Stakeholder Voice
Whose perspectives are represented in this content?
0.45 3 perspectives
Speaks: individualsinstitution
About: corporationgovernment
Temporal Framing
Is this content looking backward, at the present, or forward?
present immediate
Geographic Scope
What geographic area does this content cover?
global
Chuwi market (China-based manufacture, global sales)
Complexity
How accessible is this content to a general audience?
moderate medium jargon general
Longitudinal 5 HN snapshots · 13 evals
+1 0 −1 HN
Audit Trail 33 entries
2026-03-16 03:36 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-16 03:36 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-16 03:35 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-16 03:35 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-03-16 03:35 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) -0.00
reasoning
tech review site with no explicit rights discussion
2026-03-16 03:35 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-16 00:57 eval_success Evaluated: Mild positive (0.22) - -
2026-03-16 00:57 model_divergence Cross-model spread 0.30 exceeds threshold (2 models) - -
2026-03-16 00:57 eval Evaluated by claude-haiku-4-5-20251001: +0.22 (Mild positive) 22,182 tokens
2026-03-16 00:57 rater_validation_warn Validation warnings for model claude-haiku-4-5-20251001: 12W 12R - -
2026-03-12 23:09 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 23:09 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 22:54 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 22:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
tech review site with no explicit rights discussion
2026-03-12 22:53 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 20:38 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 20:38 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 20:20 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 20:20 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
tech review site with no explicit rights discussion
2026-03-12 20:20 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 18:35 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 18:35 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 18:31 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 18:31 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
tech review site with no explicit rights discussion
2026-03-12 18:30 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 17:06 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 17:06 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-12 17:01 eval_success Lite evaluated: Neutral (-0.08) - -
2026-03-12 17:01 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
reasoning
tech review site with no explicit rights discussion
2026-03-12 17:00 rater_validation_warn Lite validation warnings for model llama-4-scout-wai: 1W 0R - -
2026-03-12 15:53 eval_success PSQ evaluated: g-PSQ=0.280 (3 dims) - -
2026-03-12 15:53 eval Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-12 15:53 eval Evaluated by llama-4-scout-wai: -0.08 (Neutral)
reasoning
tech review site with no explicit rights discussion