+0.30 Shannon Got AI This Far. Kolmogorov Shows Where It Stops

Name: HRCB Evaluation: Shannon Got AI This Far. Kolmogorov Shows Where It Stops
Item: Shannon Got AI This Far. Kolmogorov Shows Where It Stops
Rating: 0.11
Author: Human Rights Observatory

Alpha This system is experimental. Scores and classifications are early-stage research and may be unreliable. Methodology →

Model: @cf/meta/llama-4-scout-17b-16e-instruct lite ND @cf/meta/llama-4-scout-17b-16e-instruct lite 0.00 claude-haiku-4-5-20251001 +0.15 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 Compare

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	-0.19	Neutral	1.00	0.19	Technology AI
claude-haiku-4-5-20251001	+0.15	0.00	Mild positive	0.14	0.20	Free Expression & Information Access
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	ND	ND	—	0.73	—	—
@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	0.00	-0.20	Neutral	0.80	0.20	AI Development

Section	@cf/meta/llama-4-scout-17b-16e-instruct lite	@cf/meta/llama-4-scout-17b-16e-instruct lite	claude-haiku-4-5-20251001	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite	@cf/meta/llama-3.3-70b-instruct-fp8-fast lite
Preamble	ND	ND	ND	ND	ND
Article 1	ND	ND	ND	ND	ND
Article 2	ND	ND	ND	ND	ND
Article 3	ND	ND	ND	ND	ND
Article 4	ND	ND	ND	ND	ND
Article 5	ND	ND	ND	ND	ND
Article 6	ND	ND	ND	ND	ND
Article 7	ND	ND	ND	ND	ND
Article 8	ND	ND	ND	ND	ND
Article 9	ND	ND	ND	ND	ND
Article 10	ND	ND	ND	ND	ND
Article 11	ND	ND	ND	ND	ND
Article 12	ND	ND	ND	ND	ND
Article 13	ND	ND	ND	ND	ND
Article 14	ND	ND	ND	ND	ND
Article 15	ND	ND	ND	ND	ND
Article 16	ND	ND	ND	ND	ND
Article 17	ND	ND	ND	ND	ND
Article 18	ND	ND	ND	ND	ND
Article 19	ND	ND	0.12	ND	ND
Article 20	ND	ND	0.10	ND	ND
Article 21	ND	ND	ND	ND	ND
Article 22	ND	ND	ND	ND	ND
Article 23	ND	ND	ND	ND	ND
Article 24	ND	ND	ND	ND	ND
Article 25	ND	ND	ND	ND	ND
Article 26	ND	ND	ND	ND	ND
Article 27	ND	ND	ND	ND	ND
Article 28	ND	ND	ND	ND	ND
Article 29	ND	ND	ND	ND	ND
Article 30	ND	ND	ND	ND	ND

+0.30	Shannon Got AI This Far. Kolmogorov Shows Where It Stops (medium.com S:-0.05 )
	9 points by tosh 8 days ago \| 4 comments on HN \| Mild positive Moderate agreement (3 models) Editorial · v3.7 · 2026-03-15 23:48:27 0

Summary Free Expression & Scientific Discourse Acknowledges

This Medium article previews a podcast discussion on AI theoretical limits, examining how Shannon and Kolmogorov's information-theoretic frameworks bound algorithmic capability. The content engages positively with intellectual freedom and scientific inquiry, though platform tracking mechanisms collect user data without explicit consent, moderating the overall positive stance on privacy and autonomy rights.

Rights Tensions 1 pair

Art 19 ↔ Art 12 — Freedom to publish and share ideas (Article 19) on Medium platform is enabled, but privacy protections (Article 12) are compromised by tracking scripts deployed without explicit user consent.

Article Heatmap

Negative Neutral Positive No Data

Aggregates

+0.30

-0.05

Weighted Mean	+0.11	Unweighted Mean	+0.11
Max	+0.12 Article 19	Min	+0.10 Article 20
Signal	2	No Data	29
Volatility	0.01 (Low)
Negative	0	Channels	E: 0.6 S: 0.4
SETL ℹ	+0.32	Editorial-dominant
FW Ratio ℹ	50%	11 facts · 11 inferences
Agreement	Moderate	3 models · spread ±0.095

Evidence 6% coverage ℹ

  2M  5L  30 ND 

Theme Radar

Editorial Channel

What the content says

+0.20

Article 19 Freedom of Expression

Medium Advocacy

Editorial

+0.20

SETL

+0.20

Content publishes technical analysis and theoretical argument without censorship; author exercises freedom to express ideas about information theory and AI limitations. Publication on Medium represents exercise of freedom of expression. No evidence of suppression of opinion.

+0.10

Article 20 Assembly & Association

Medium Advocacy

Editorial

+0.10

SETL

Content discusses theoretical ideas without advocating violence or discrimination. No evidence of promotion of hatred or violence based on race, religion, national origin, or other protected characteristic.

Preamble Preamble

Medium

Content does not directly engage with Preamble principles about human dignity, equal rights, or peaceful coexistence.

Article 1 Freedom, Equality, Brotherhood

Content does not address human equality or inherent dignity.

Article 2 Non-Discrimination

Content does not discuss non-discrimination or equal rights.

Article 3 Life, Liberty, Security

Medium

Content does not directly engage with right to life, liberty, or security.

Article 4 No Slavery

Content does not address slavery or servitude.

Article 5 No Torture

Content does not discuss torture or cruel, inhuman, or degrading treatment.

Article 6 Legal Personhood

Content does not address right to recognition as a person before the law.

Article 7 Equality Before Law

Content does not discuss equality before the law or non-discrimination.

Article 8 Right to Remedy

Content does not address right to effective remedy for rights violations.

Article 9 No Arbitrary Detention

Content does not discuss freedom from arbitrary arrest or detention.

Article 10 Fair Hearing

Content does not address right to fair and public hearing by independent tribunal.

Article 11 Presumption of Innocence

Content does not discuss criminal liability or presumption of innocence.

Article 12 Privacy

Medium

Content does not address privacy, family, home, or correspondence.

Article 13 Freedom of Movement

Content does not discuss freedom of movement or right to leave.

Article 14 Asylum

Content does not address right to asylum or refugee status.

Article 15 Nationality

Content does not discuss nationality or right to change it.

Article 16 Marriage & Family

Content does not address marriage or family rights.

Article 17 Property

Content does not discuss property rights.

Article 18 Freedom of Thought

Content does not address freedom of thought, conscience, or religion.

Article 21 Political Participation

Content does not address participation in government or democratic process.

Article 22 Social Security

Content does not address social security, economic, social, or cultural rights.

Article 23 Work & Equal Pay

Content does not discuss right to work, just conditions, or fair wages.

Article 24 Rest & Leisure

Content does not address right to rest and leisure.

Article 25 Standard of Living

Content does not discuss standard of living, food, clothing, housing, or medical care.

Article 26 Education

Medium

Content does not explicitly engage with right to education.

Article 27 Cultural Participation

Medium

Content does not directly address cultural rights or participation in scientific progress.

Article 28 Social & International Order

Content does not address right to social and international order.

Article 29 Duties to Community

Content does not discuss duties to community or limitations on rights.

Article 30 No Destruction of Rights

Content does not address interpretation or prohibition on destruction of rights.

Structural Channel

What the site does

Domain Context Profile

Element	Modifier	Affects	Note
br_tracking	0.00	Preamble ¶5 Article 12 Article 19	2 tracker domain(s): www.googletagmanager.com, www.google-analytics.com
br_security	+0.05	Article 3 Article 12	Security headers: HTTPS, HSTS, CSP
br_accessibility	0.00	Article 26 Article 27 ¶1	Accessibility: lang attr, 100% alt text
br_consent	0.00	Article 12 Article 19 Article 20 ¶2	No cookie consent banner detected

0.00

Article 19 Freedom of Expression

Medium Advocacy

Structural

0.00

Context Modifier

0.00

SETL

+0.20

Tracking without consent mechanism present (Google Analytics, Google Tag Manager); no cookie consent banner. This practice may limit reader autonomy in controlling information about themselves, affecting the free formation of opinion. However, content itself remains publishable and visible.

Preamble Preamble

Medium

HTTPS and security headers present; tracking via Google Analytics and Google Tag Manager present without consent banner (structural modifier +0.05 for security infrastructure).

Article 1 Freedom, Equality, Brotherhood

No structural signals regarding equal treatment of users.

Article 2 Non-Discrimination

No observable structural practice regarding non-discrimination.

Article 3 Life, Liberty, Security

Medium

Security infrastructure (HTTPS, HSTS, CSP) supports Article 3 protections by securing user data transmission.

Article 4 No Slavery

No observable structural signals regarding servitude.

Article 5 No Torture

No observable structural signals regarding degrading treatment.

Article 6 Legal Personhood

No observable structural signals regarding legal personhood.

Article 7 Equality Before Law

No observable structural signals regarding legal equality.

Article 8 Right to Remedy

No observable structural signals regarding remedy mechanisms.

Article 9 No Arbitrary Detention

No observable structural signals regarding arrest or detention.

Article 10 Fair Hearing

No observable structural signals regarding judicial fairness.

Article 11 Presumption of Innocence

No observable structural signals regarding criminal procedure.

Article 12 Privacy

Medium

Tracking without explicit consent mechanism (Google Analytics, Google Tag Manager present; no cookie consent banner detected). Security headers provide some protection, but absence of consent signals disregard for Article 12 privacy expectations.

Article 13 Freedom of Movement

No observable structural signals regarding movement or travel.

Article 14 Asylum

No observable structural signals regarding asylum.

Article 15 Nationality

No observable structural signals regarding nationality.

Article 16 Marriage & Family

No observable structural signals regarding family or marriage.

Article 17 Property

No observable structural signals regarding property.

Article 18 Freedom of Thought

No observable structural signals regarding conscience or religion.

Article 20 Assembly & Association

Medium Advocacy

No structural signals regarding assembly or association.

Article 21 Political Participation

No observable structural signals regarding political participation.

Article 22 Social Security

No observable structural signals regarding social rights.

Article 23 Work & Equal Pay

No observable structural signals regarding labor rights.

Article 24 Rest & Leisure

No observable structural signals regarding rest or leisure.

Article 25 Standard of Living

No observable structural signals regarding standard of living.

Article 26 Education

Medium

Page implements full alt text for images and proper language attributes (accessibility modifier = 0, indicating baseline compliance without enhancement). Content is technically accessible but not specifically designed for educational purposes or inclusive learning.

Article 27 Cultural Participation

Medium

Page is accessible (alt text, language markup) but Medium's freemium model may create barriers for some users to access all educational content. Baseline accessibility present without enhancement.

Article 28 Social & International Order

No observable structural signals regarding international order or social framework.

Article 29 Duties to Community

No observable structural signals regarding duties or limitations.

Article 30 No Destruction of Rights

No observable structural signals regarding rights interpretation.

Psychological Safety

experimental

How safe this content is to read — independent from rights stance. Scores are ordinal (rank-order only). Learn more

PSQ

+0.2

Per-model PSQ

L4P +0.3 L3P +0.2

Supplementary Signals

How this content communicates, beyond directional lean. Learn more

Epistemic Quality ℹ

How well-sourced and evidence-based is this content?

0.68 medium claims

Sources		0.7
Evidence		0.6
Uncertainty		0.7
Purpose		0.8

Propaganda Flags ℹ

No manipulative rhetoric detected

0 techniques detected

Emotional Tone ℹ

Emotional character: positive/negative, intensity, authority

measured

Valence		+0.2
Arousal		0.3
Dominance		0.4

Transparency ℹ

Does the content identify its author and disclose interests?

0.50

✓ Author

More signals: context, framing & audience

Solution Orientation ℹ

Does this content offer solutions or only describe problems?

0.38 problem only

Reader Agency

0.3

Stakeholder Voice ℹ

Whose perspectives are represented in this content?

0.40 2 perspectives

Speaks: individuals

About: corporation

Temporal Framing ℹ

Is this content looking backward, at the present, or forward?

prospective long term

Geographic Scope ℹ

What geographic area does this content cover?

global

Complexity ℹ

How accessible is this content to a general audience?

technical medium jargon domain specific

Longitudinal 30 HN snapshots · 46 evals

Audit Trail 66 entries

2026-03-16 02:14	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-16 02:14	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-16 02:14	eval_success	Lite evaluated: Neutral (-0.07)	- -
2026-03-16 02:14	eval	Evaluated by llama-4-scout-wai: -0.07 (Neutral) 0.00
	reasoning Technical article on AI and Kolmogorov complexity, no explicit human rights discussion
2026-03-16 02:14	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 23:51	eval_success	Evaluated: Mild positive (0.11)	- -
2026-03-15 23:51	rater_validation_warn	Validation warnings for model claude-haiku-4-5-20251001: 0W 5R	- -
2026-03-15 23:51	eval	Evaluated by claude-haiku-4-5-20251001: +0.11 (Mild positive) 16,886 tokens -0.05
2026-03-15 23:48	eval_success	Evaluated: Mild positive (0.16)	- -
2026-03-15 23:48	rater_validation_warn	Validation warnings for model claude-haiku-4-5-20251001: 0W 30R	- -
2026-03-15 23:48	eval	Evaluated by claude-haiku-4-5-20251001: +0.16 (Mild positive) 16,768 tokens
2026-03-14 17:43	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-14 17:43	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-14 17:31	eval_success	Lite evaluated: Neutral (-0.07)	- -
2026-03-14 17:31	eval	Evaluated by llama-4-scout-wai: -0.07 (Neutral) +0.01
	reasoning Technical article on AI and Kolmogorov complexity, no explicit 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 00:07	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 00:07	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI and Kolmogorov complexity, no explicit human rights discussion
2026-03-08 00:07	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-08 00:06	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-08 00:06	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-08 00:06	eval_success	PSQ evaluated: g-PSQ=0.198 (3 dims)	- -
2026-03-08 00:06	eval	Evaluated by llama-3.3-70b-wai-psq: +0.20 (Mild positive) +0.00
2026-03-08 00:03	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-08 00:03	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral) 0.00
	reasoning Technical AI discussion
2026-03-08 00:03	rater_validation_warn	Lite validation warnings for model llama-3.3-70b-wai: 1W 0R	- -
2026-03-07 22:59	eval_success	Lite evaluated: Neutral (-0.08)	- -
2026-03-07 22:59	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-07 22:59	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral) 0.00
	reasoning Technical article on AI and Kolmogorov complexity, no explicit human rights discussion
2026-03-07 22:56	eval_success	PSQ evaluated: g-PSQ=0.194 (3 dims)	- -
2026-03-07 22:56	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive) 0.00
2026-03-07 22:56	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 22:56	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:54	eval	Evaluated by llama-4-scout-wai: -0.08 (Neutral)
	reasoning Technical article on AI and Kolmogorov complexity, no explicit human rights discussion
2026-03-07 22:54	eval	Evaluated by llama-3.3-70b-wai: -0.08 (Neutral)
	reasoning Technical AI discussion
2026-03-07 22:51	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:46	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:41	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:35	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:30	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:24	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:19	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:14	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:09	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 22:04	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:58	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:52	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:47	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:41	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:37	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:32	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:26	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:20	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:15	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:10	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 21:04	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:59	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:54	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:48	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:43	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:37	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:31	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:26	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:21	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 20:16	eval	Evaluated by llama-4-scout-wai-psq: +0.28 (Mild positive)
2026-03-07 20:16	eval	Evaluated by llama-3.3-70b-wai-psq: +0.19 (Mild positive)

build ee2b489+gzrb · deployed 2026-03-10 22:52 UTC · evaluated 2026-03-16 02:03:38 UTC