Model Comparison 83% sign agreement
Model Editorial Structural Class Conf SETL Theme
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 ND Neutral 0.80 0.00 Tech critique
@cf/meta/llama-4-scout-17b-16e-instruct lite -0.30 ND Mild negative 0.80 0.00 AI Ethics
deepseek/deepseek-v3.2-20251201 +0.03 ND Neutral 0.04 Corporate Accountability
claude-haiku-4-5-20251001 +0.23 +0.01 Mild positive 0.26 0.21 Corporate Accountability & Free Expression
meta-llama/llama-3.3-70b-instruct:free ND ND
Section @cf/meta/llama-3.3-70b-instruct-fp8-fast lite @cf/meta/llama-4-scout-17b-16e-instruct lite deepseek/deepseek-v3.2-20251201 claude-haiku-4-5-20251001 meta-llama/llama-3.3-70b-instruct:free
Preamble ND ND 0.20 0.35 ND
Article 1 ND ND 0.00 0.25 ND
Article 2 ND ND 0.05 -0.04 ND
Article 3 ND ND 0.00 ND ND
Article 4 ND ND 0.00 ND ND
Article 5 ND ND 0.00 ND ND
Article 6 ND ND 0.00 ND ND
Article 7 ND ND 0.00 ND ND
Article 8 ND ND 0.00 ND ND
Article 9 ND ND 0.00 ND ND
Article 10 ND ND 0.00 ND ND
Article 11 ND ND 0.00 ND ND
Article 12 ND ND 0.10 ND ND
Article 13 ND ND 0.00 ND ND
Article 14 ND ND 0.00 ND ND
Article 15 ND ND 0.00 ND ND
Article 16 ND ND 0.00 ND ND
Article 17 ND ND 0.00 ND ND
Article 18 ND ND 0.00 ND ND
Article 19 ND ND 0.50 0.39 ND
Article 20 ND ND 0.10 0.42 ND
Article 21 ND ND 0.00 ND ND
Article 22 ND ND 0.00 0.08 ND
Article 23 ND ND 0.20 0.16 ND
Article 24 ND ND 0.00 ND ND
Article 25 ND ND 0.15 0.18 ND
Article 26 ND ND 0.00 ND ND
Article 27 ND ND 0.20 0.28 ND
Article 28 ND ND 0.00 0.28 ND
Article 29 ND ND 0.00 -0.12 ND
Article 30 ND ND 0.00 0.25 ND
+0.23 The Hater's Guide to Anthropic (www.wheresyoured.at S:+0.01 )
36 points by gradus_ad 4 days ago | 8 comments on HN | Mild positive Contested Editorial · v3.7 · 2026-02-26 02:14:57 0
Summary Corporate Accountability & Free Expression Advocates
This investigative article by Edward Zitron advocates for accountability and truthfulness in corporate AI development, critiquing Anthropic leadership's false claims about AI capabilities and safety commitments. The content champions freedom of expression and information access while using sarcastic, loaded language to expose corporate deception, though paywall distribution limits reach and contradicts equity principles it implicitly supports.
Article Heatmap
Preamble: +0.35 — Preamble P Article 1: +0.25 — Freedom, Equality, Brotherhood 1 Article 2: -0.04 — 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: +0.39 — Freedom of Expression 19 Article 20: +0.42 — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: +0.08 — Social Security 22 Article 23: +0.16 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.18 — Standard of Living 25 Article 26: ND — Education Article 26: No Data — Education 26 Article 27: +0.28 — Cultural Participation 27 Article 28: +0.28 — Social & International Order 28 Article 29: -0.12 — Duties to Community 29 Article 30: +0.25 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Editorial Mean +0.23 Structural Mean +0.01
Weighted Mean +0.22 Unweighted Mean +0.21
Max +0.42 Article 20 Min -0.12 Article 29
Signal 12 No Data 19
Volatility 0.16 (Medium)
Negative 2 Channels E: 0.6 S: 0.4
SETL +0.21 Editorial-dominant
FW Ratio 49% 27 facts · 28 inferences
Evidence 26% coverage
2H 10M 19 ND
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.19 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.00 (0 articles) Personal: 0.00 (0 articles) Expression: 0.41 (2 articles) Economic & Social: 0.14 (3 articles) Cultural: 0.28 (1 articles) Order & Duties: 0.14 (3 articles)
HN Discussion 4 top-level · 2 replies
mccoyb 2026-02-26 02:16 UTC link
Can’t say I disagree — listening to Dario bounce between “cure all diseases” and “revenue” on Dwarkesh made it pretty clear what sort of jive turkey we’re dealing with
leoqa 2026-02-26 02:30 UTC link
Seems like a lot of energy dissecting C-suite news clippings. The reality is that no one cares about alignment and it’s only controversial for the naive or the dramatic among us.

Claude is useful for software engineers. It’ll be useful until something is better-enough and then we’ll all move on to that.

Most folks are using both Claude/Codex together anyways, undermining the idea that Anthropics corporate strategy mattered in the market.

georgemcbay 2026-02-26 03:25 UTC link
> Dario Amodei Is An Even Bigger Liar Than Sam Altman

Oh, I don't know about that. That's a very big claim.

I don't trust either of them but I have a different reading of their motivations. Altman comes off to me like a ruthless sociopath who lies as easily as he breathes and Amodei comes off to me as more of an over-enthusiastic goober who is a bit high on his own supply.

CSSer 2026-02-26 05:19 UTC link
I'm mostly interested in how the article more or less accidentally highlights the central problem of the whole industry. Training needs to be solved for these businesses to be viable and sustainable. These products are obviously valuable and monetizable but not at the burn rate we're seeing, and knowledge doesn't stand still. In fact, if the usefulness of these tools is to be believed, it's accelerating. So how do you shorten that feedback cycle without obliterating margin? Software is a largely attractive business because your margins expand dramatically once it's stable, and it's winner-take-all the majority of the time. From an investment perspective, we're looking at something that is not that. And we're supposed to pretend that's acceptable because if we squint really hard we forget it's still a mechanical turk? This ain't a scene, it's an arms race...
f3ffgg 2026-02-26 02:51 UTC link
His body language was more entertaining than what came out his mouth.

Was absolutely comical to watch.

metal_coffin 2026-02-26 04:31 UTC link
So one fooled you and one didn't? The one that fooled you is the better liar.
Editorial Channel
What the content says
+0.55
Article 19 Freedom of Expression
High Advocacy Framing Coverage
Editorial
+0.55
SETL
+0.47

Content exemplifies freedom of opinion and expression through investigative critique of corporate leadership. Author presents opinion-driven analysis with sourced claims, demonstrating commitment to scrutinizing power. Sarcastic, loaded language ('full of shit') reflects editorial freedom but may blur fact-opinion boundary.

+0.40
Article 20 Assembly & Association
High Advocacy Framing
Editorial
+0.40
SETL
+0.28

Content advocates for scrutiny of corporate power and information transparency through investigative reporting. Implicitly defends right to peaceful assembly and association through critique of corporate structures. Does not directly address political organization.

+0.40
Article 28 Social & International Order
Medium Advocacy Framing
Editorial
+0.40
SETL
+0.35

Content advocates for social and international order based on truthfulness and accountability. Implicitly argues that misleading corporate claims undermine just order.

+0.35
Preamble Preamble
Medium Advocacy Framing
Editorial
+0.35
SETL
ND

Content implicitly affirms human dignity and equality through critique of corporate power imbalances and deceptive practices by AI company leadership. Emphasis on truthfulness and accountability aligns with preamble values of justice and accountability.

+0.35
Article 30 No Destruction of Rights
Medium Framing
Editorial
+0.35
SETL
+0.30

Content advocates against misuse of rights through detailed critique of corporate deception and misleading claims. Implicitly argues that corporate power should not be used to suppress truth or accountability.

+0.30
Article 23 Work & Equal Pay
Medium Framing Coverage
Editorial
+0.30
SETL
+0.32

Content addresses labor market dynamics, particularly coding work. Criticizes how developer psychology and corporate incentives shape labor conditions. Details how developers defend products beyond merit and overestimate capabilities.

+0.25
Article 1 Freedom, Equality, Brotherhood
Medium Framing
Editorial
+0.25
SETL
ND

Content critiques unequal power dynamics and deception within corporate hierarchy, implying that human dignity is violated when leaders mislead stakeholders. Does not explicitly theorize equality but demonstrates concern for fair treatment.

+0.20
Article 22 Social Security
Medium Framing
Editorial
+0.20
SETL
+0.24

Content critiques corporate structures that may undermine social and economic welfare. Highlights how developer psychology and corporate incentives create information asymmetries that may disadvantage workers and consumers.

+0.20
Article 27 Cultural Participation
Medium Framing
Editorial
+0.20
SETL
+0.24

Content implicitly addresses cultural participation by engaging with technology development as cultural/economic participation. Does not explicitly theorize cultural rights.

+0.15
Article 25 Standard of Living
Medium Framing
Editorial
+0.15
SETL
+0.21

Content indirectly addresses health and welfare by critiquing misleading claims about AI productivity that may affect worker wellbeing. Does not explicitly engage health/welfare rights.

-0.15
Article 2 Non-Discrimination
Medium Framing
Editorial
-0.15
SETL
-0.15

Content does not address discrimination explicitly. Paywall structure (noted in DCP) creates access barriers that may disproportionately affect lower-income readers, potentially contradicting non-discrimination principles.

-0.20
Article 29 Duties to Community
Medium Framing
Editorial
-0.20
SETL
-0.20

Content advocates robust freedom of expression and critique but uses loaded language and sarcasm that may reduce accessibility of substantive arguments. Balances community critique with individual expression freedom.

ND
Article 3 Life, Liberty, Security

No observable content addressing right to life.

ND
Article 4 No Slavery

No observable content addressing slavery or servitude.

ND
Article 5 No Torture

No observable content addressing torture or cruel treatment.

ND
Article 6 Legal Personhood

No observable content addressing legal personhood.

ND
Article 7 Equality Before Law

No observable content addressing legal equality before law.

ND
Article 8 Right to Remedy

No observable content addressing legal remedy.

ND
Article 9 No Arbitrary Detention

No observable content addressing arbitrary arrest.

ND
Article 10 Fair Hearing

No observable content addressing fair trial.

ND
Article 11 Presumption of Innocence

No observable content addressing presumption of innocence.

ND
Article 12 Privacy

No observable content addressing privacy.

ND
Article 13 Freedom of Movement

No observable content addressing freedom of movement.

ND
Article 14 Asylum

No observable content addressing asylum.

ND
Article 15 Nationality

No observable content addressing nationality.

ND
Article 16 Marriage & Family

No observable content addressing marriage or family.

ND
Article 17 Property

No observable content addressing property rights.

ND
Article 18 Freedom of Thought

No observable content addressing freedom of thought and religion.

ND
Article 21 Political Participation

No observable content addressing political participation.

ND
Article 24 Rest & Leisure

No observable content addressing rest and leisure.

ND
Article 26 Education

No observable content addressing education rights.

Structural Channel
What the site does
Element Modifier Affects Note
Legal & Terms
Privacy
No privacy policy or data handling statement visible on page.
Terms of Service
No terms of service visible in provided content.
Identity & Mission
Mission +0.10
Article 19 Article 20
Site appears to focus on critical commentary and investigative analysis of tech companies, aligning with free expression and informational autonomy values.
Editorial Code -0.10
Article 19
Content adopts strongly opinionated, sarcastic tone with loaded language ('full of shit'), which may signal editorial independence but also potential partisan framing.
Ownership
Author Edward Zitron is identified; independent publication structure evident.
Access & Distribution
Access Model +0.15
Article 27 Article 25
Content behind paywall ('Premium' designation), creating tiered access that may limit information dissemination to those with resources.
Ad/Tracking
No explicit ad or tracking mechanisms visible in provided content excerpt.
Accessibility +0.05
Article 2 Article 27
Page includes semantic HTML and schema.org markup, suggesting accessibility consideration, though color contrast and keyboard navigation not fully assessed from provided content.
+0.20
Article 20 Assembly & Association
High Advocacy Framing
Structural
+0.20
Context Modifier
+0.10
SETL
+0.28

Site structure enables formation of critical community around investigative content. Paywall model may limit association opportunities for those without resources.

+0.15
Article 19 Freedom of Expression
High Advocacy Framing Coverage
Structural
+0.15
Context Modifier
0.00
SETL
+0.47

Site structure enables publication of critical content; schema.org markup ensures discoverability. Paywall structure (noted in DCP) limits distribution reach, moderating structural support for information dissemination.

+0.10
Article 28 Social & International Order
Medium Advocacy Framing
Structural
+0.10
Context Modifier
0.00
SETL
+0.35

Publication structure enables contribution to social order through accountability journalism.

+0.10
Article 30 No Destruction of Rights
Medium Framing
Structural
+0.10
Context Modifier
0.00
SETL
+0.30

Publication platform enables defense against corporate narrative domination.

0.00
Article 2 Non-Discrimination
Medium Framing
Structural
0.00
Context Modifier
+0.05
SETL
-0.15

Premium paywall restricts access to full content, creating economic barrier that may affect equal access to information.

0.00
Article 29 Duties to Community
Medium Framing
Structural
0.00
Context Modifier
0.00
SETL
-0.20

Site structure enables individual expression and community engagement.

-0.05
Article 23 Work & Equal Pay
Medium Framing Coverage
Structural
-0.05
Context Modifier
0.00
SETL
+0.32

Paywall model restricts access to labor market analysis that could inform worker organizing and bargaining.

-0.10
Article 22 Social Security
Medium Framing
Structural
-0.10
Context Modifier
0.00
SETL
+0.24

Paywall restricts access to content that could inform social welfare understanding, creating structural barrier to informed social participation.

-0.10
Article 27 Cultural Participation
Medium Framing
Structural
-0.10
Context Modifier
+0.20
SETL
+0.24

Paywall restricts access to content about tech industry participation. DCP notes accessibility modifier of 0.05 affects Article 27.

-0.15
Article 25 Standard of Living
Medium Framing
Structural
-0.15
Context Modifier
+0.15
SETL
+0.21

Paywall structure restricts access to information about corporate practices affecting worker health/welfare. DCP notes access_model modifier of 0.15 affects Article 25.

ND
Preamble Preamble
Medium Advocacy Framing

N/A

ND
Article 1 Freedom, Equality, Brotherhood
Medium Framing

N/A

ND
Article 3 Life, Liberty, Security

N/A

ND
Article 4 No Slavery

N/A

ND
Article 5 No Torture

N/A

ND
Article 6 Legal Personhood

N/A

ND
Article 7 Equality Before Law

N/A

ND
Article 8 Right to Remedy

N/A

ND
Article 9 No Arbitrary Detention

N/A

ND
Article 10 Fair Hearing

N/A

ND
Article 11 Presumption of Innocence

N/A

ND
Article 12 Privacy

N/A

ND
Article 13 Freedom of Movement

N/A

ND
Article 14 Asylum

N/A

ND
Article 15 Nationality

N/A

ND
Article 16 Marriage & Family

N/A

ND
Article 17 Property

N/A

ND
Article 18 Freedom of Thought

N/A

ND
Article 21 Political Participation

N/A

ND
Article 24 Rest & Leisure

N/A

ND
Article 26 Education

N/A

Supplementary Signals
How this content communicates, beyond directional lean. Learn more
Epistemic Quality
How well-sourced and evidence-based is this content?
0.68 high claims
Sources
0.7
Evidence
0.7
Uncertainty
0.6
Purpose
0.8
Propaganda Flags
4 manipulative rhetoric techniques found
4 techniques detected
loaded language
Characterizations such as 'full of shit', 'dimwitted c-suite executives', 'single-most-annoying Large Language Model company of all time' are used throughout to frame corporate actors.
name calling
Dario Amodei described as 'Even Bigger Liar Than Sam Altman' and characterized as dishonest without allowing substantive counterargument.
causal oversimplification
Developer overestimation of LLM productivity linked solely to corporate incentives without acknowledging potential legitimacy of tool benefits or individual variation.
exaggeration
References to 'trillions of lines of open source code', hyperbolic characterizations of developer behavior ('will at times overestimate' presented as universal pattern).
Emotional Tone
Emotional character: positive/negative, intensity, authority
confrontational
Valence
-0.6
Arousal
0.8
Dominance
0.7
Transparency
Does the content identify its author and disclose interests?
0.33
✓ Author
More signals: context, framing & audience
Solution Orientation
Does this content offer solutions or only describe problems?
0.35 problem only
Reader Agency
0.3
Stakeholder Voice
Whose perspectives are represented in this content?
0.42 4 perspectives
Speaks: corporationindividualsinstitution
About: governmentworkersmarginalized
Temporal Framing
Is this content looking backward, at the present, or forward?
mixed short term
Geographic Scope
What geographic area does this content cover?
global
United States, Delaware, California
Complexity
How accessible is this content to a general audience?
moderate medium jargon domain specific
Longitudinal 185 HN snapshots · 10 evals
+1 0 −1 HN
Audit Trail 30 entries
2026-02-28 13:58 model_divergence Cross-model spread 0.52 exceeds threshold (4 models) - -
2026-02-28 13:58 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 13:58 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral) 0.00
reasoning
Editorial tech critique
2026-02-28 13:53 eval_success Lite evaluated: Neutral (0.00) - -
2026-02-28 13:53 model_divergence Cross-model spread 0.52 exceeds threshold (4 models) - -
2026-02-28 13:53 eval Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
reasoning
Editorial tech critique
2026-02-26 23:18 eval_success Light evaluated: Mild negative (-0.30) - -
2026-02-26 23:18 eval Evaluated by llama-4-scout-wai: -0.30 (Mild negative)
2026-02-26 20:26 dlq Dead-lettered after 1 attempts: The Hater's Guide to Anthropic - -
2026-02-26 20:24 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:23 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 20:22 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:47 dlq Dead-lettered after 1 attempts: The Hater's Guide to Anthropic - -
2026-02-26 17:45 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:44 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 17:43 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 10:34 eval_success Evaluated: Neutral (0.06) - -
2026-02-26 10:34 eval Evaluated by deepseek-v3.2: +0.06 (Neutral) 12,113 tokens
2026-02-26 10:34 rater_validation_warn Validation warnings for model deepseek-v3.2: 27W 58R - -
2026-02-26 09:20 dlq Dead-lettered after 1 attempts: The Hater's Guide to Anthropic - -
2026-02-26 09:19 dlq Dead-lettered after 1 attempts: The Hater's Guide to Anthropic - -
2026-02-26 09:18 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - -
2026-02-26 09:17 rate_limit OpenRouter rate limited (429) model=mistral-small-3.1 - -
2026-02-26 09:17 rate_limit OpenRouter rate limited (429) model=hermes-3-405b - -
2026-02-26 02:14 eval Evaluated by claude-haiku-4-5-20251001: +0.22 (Mild positive) 15,502 tokens -0.14
2026-02-26 02:13 eval Evaluated by claude-haiku-4-5-20251001: +0.36 (Neutral) 15,041 tokens +0.03
2026-02-26 02:13 eval Evaluated by claude-haiku-4-5-20251001: +0.33 (Neutral) 15,706 tokens -0.12
2026-02-26 02:10 eval Evaluated by claude-haiku-4-5-20251001: +0.45 (Moderate positive) 17,751 tokens +0.24
2026-02-26 02:08 eval Evaluated by claude-haiku-4-5-20251001: +0.21 (Mild positive) 16,509 tokens -0.09
2026-02-26 02:06 eval Evaluated by claude-haiku-4-5-20251001: +0.30 (Mild positive) 16,962 tokens