Apply Within – Bringing applicative desugaring to Scala for-notation — HRCB

Name: HRCB Evaluation: Apply Within – Bringing applicative desugaring to Scala for-notation
Item: Apply Within – Bringing applicative desugaring to Scala for-notation
Rating: 0.253
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 +0.20 @cf/meta/llama-3.3-70b-instruct-fp8-fast lite ND @cf/meta/llama-3.3-70b-instruct-fp8-fast lite 0.00 openai/gpt-oss-120b:free lite ND google/gemma-3-27b-it:free lite ND qwen/qwen3-coder:free lite ND Compare

+0.25	Apply Within – Bringing applicative desugaring to Scala for-notation (blog.podsnap.com S:+0.20 )
	19 points by luu 13 days ago \| 0 comments on HN \| Mild positive Contested Low agreement (3 models) Editorial · v3.7 · 2026-03-16 01:34:20 0

Summary Free Expression & Technical Education Neutral

This blog post is a technical article explaining advanced Scala programming concepts related to applicative functors and concurrent data retrieval. While the content demonstrates free expression through publication (Article 19) and educational dissemination (Article 26), it contains no explicit engagement with human rights frameworks. The content is domain-appropriate for a technical blog, with mild positive alignment only in knowledge-sharing and scientific participation rights.

Article Heatmap

Negative Neutral Positive No Data

Aggregates

+0.25

+0.20

Weighted Mean	+0.25	Unweighted Mean	+0.25
Max	+0.29 Article 19	Min	+0.23 Article 27
Signal	3	No Data	28
Volatility	0.03 (Low)
Negative	0	Channels	E: 0.6 S: 0.4
SETL ℹ	+0.02	Editorial-dominant
FW Ratio ℹ	60%	9 facts · 6 inferences
Agreement	Low	3 models · spread ±0.241

Evidence 6% coverage ℹ

  3M   28 ND 

Theme Radar

Editorial Channel

What the content says

+0.25

Article 27 Cultural Participation

Medium Advocacy

Editorial

+0.25

SETL

+0.11

Content engages substantively with intellectual and cultural life through detailed exploration of programming paradigms, functional abstractions, and technical innovations in concurrent systems. Author contributes to the technical knowledge commons.

+0.20

Article 19 Freedom of Expression

Medium Advocacy

Editorial

+0.20

SETL

-0.17

Content demonstrates commitment to free expression of ideas through detailed technical explanation and knowledge sharing. Author explicitly frames work as an intellectual exercise disseminated to 'the ungrateful internet', expressing knowledge openly without gatekeeping.

+0.15

Article 26 Education

Medium Advocacy

Editorial

+0.15

SETL

-0.16

Content provides detailed educational material on advanced programming concepts (applicative functors, monadic operations, concurrency patterns). Demonstrates commitment to knowledge and skill development through accessible technical instruction.

Preamble Preamble

Content does not engage with the UDHR preamble's framing of human dignity, freedom, or justice.

Article 1 Freedom, Equality, Brotherhood

Article 1 (equal rights and dignity) not directly addressed in technical programming content.

Article 2 Non-Discrimination

No discussion of non-discrimination or protected characteristics.

Article 3 Life, Liberty, Security

Right to life and security not addressed in technical documentation.

Article 4 No Slavery

Slavery and servitude not discussed.

Article 5 No Torture

Torture and cruel treatment not addressed.

Article 6 Legal Personhood

Right to legal personhood not discussed.

Article 7 Equality Before Law

Equal protection and non-discrimination before law not addressed.

Article 8 Right to Remedy

Right to effective remedy not discussed.

Article 9 No Arbitrary Detention

Arbitrary arrest and detention not addressed.

Article 10 Fair Hearing

Fair trial rights not discussed.

Article 11 Presumption of Innocence

Criminal law and retrospective punishment not addressed.

Article 12 Privacy

Privacy, family, and correspondence not discussed.

Article 13 Freedom of Movement

Freedom of movement not addressed.

Article 14 Asylum

Right to asylum not discussed.

Article 15 Nationality

Nationality rights not addressed.

Article 16 Marriage & Family

Marriage and family rights not discussed.

Article 17 Property

Property rights not addressed.

Article 18 Freedom of Thought

Freedom of conscience and religion not discussed.

Article 20 Assembly & Association

Assembly and association not addressed.

Article 21 Political Participation

Political participation not discussed.

Article 22 Social Security

Social security and welfare not addressed.

Article 23 Work & Equal Pay

Labor rights and working conditions not discussed.

Article 24 Rest & Leisure

Rest and leisure not addressed.

Article 25 Standard of Living

Food, shelter, health not discussed.

Article 28 Social & International Order

Social and international order for rights not discussed.

Article 29 Duties to Community

Community duties and limitations on rights not addressed.

Article 30 No Destruction of Rights

Prevention of rights destruction not discussed.

Structural Channel

What the site does

Domain Context Profile

Element	Modifier	Affects	Note
Legal & Terms
Privacy	—		No privacy policy detected on-domain; insufficient structural evidence.
Terms of Service	—		No terms of service detected on-domain; insufficient evidence.
Identity & Mission
Mission	0.00	Article 19 Article 27	Blog mission centers on technical expression and knowledge sharing; no explicit human rights framing. Neutral contextual signal.
Editorial Code	—		No editorial standards document detected; insufficient evidence.
Ownership	—		Individual author/operator identified as 'podsnap' but no institutional ownership structure disclosed; insufficient for modifier.
Access & Distribution
Access Model	+0.05	Article 19 Article 26	Content appears freely accessible without paywall or registration; supports open access to information and education.
Ad/Tracking	—		No advertisement or tracking infrastructure evident on provided page content; insufficient structural evidence.
Accessibility	—		Navigation and semantic structure present but ARIA attributes not verified; insufficient structural evidence for scoring.

+0.30

Article 19 Freedom of Expression

Medium Advocacy

Structural

+0.30

Context Modifier

+0.05

SETL

-0.17

Blog provides freely accessible content without paywall, registration, or restrictions; supports distribution of information and ideas.

+0.25

Article 26 Education

Medium Advocacy

Structural

+0.25

Context Modifier

+0.05

SETL

-0.16

Blog provides free access to educational content without paywalls or registration barriers, supporting right to education through open dissemination of technical knowledge.

+0.20

Article 27 Cultural Participation

Medium Advocacy

Structural

+0.20

Context Modifier

0.00

SETL

+0.11

Blog platform enables publication and sharing of intellectual contributions without institutional gatekeeping; freely accessible participation in cultural exchange of ideas.

Preamble Preamble

No structural affordances observed related to preamble values.

Article 1 Freedom, Equality, Brotherhood

No observable structural signals regarding equal dignity.

Article 2 Non-Discrimination

No structural engagement with equality principles.

Article 3 Life, Liberty, Security

No structural signals.

Article 4 No Slavery

No observable structural engagement.

Article 5 No Torture

No structural signals.

Article 6 Legal Personhood

No structural engagement.

Article 7 Equality Before Law

No observable structural signals.

Article 8 Right to Remedy

No structural engagement.

Article 9 No Arbitrary Detention

No observable structural signals.

Article 10 Fair Hearing

No structural engagement.

Article 11 Presumption of Innocence

No observable structural signals.

Article 12 Privacy

No structural engagement with privacy rights.

Article 13 Freedom of Movement

No observable structural signals.

Article 14 Asylum

No structural engagement.

Article 15 Nationality

No observable structural signals.

Article 16 Marriage & Family

No structural engagement.

Article 17 Property

No observable structural signals.

Article 18 Freedom of Thought

No structural engagement.

Article 20 Assembly & Association

No observable structural signals regarding association.

Article 21 Political Participation

No structural engagement.

Article 22 Social Security

No observable structural signals.

Article 23 Work & Equal Pay

No structural engagement with labor rights.

Article 24 Rest & Leisure

No observable structural signals.

Article 25 Standard of Living

No structural engagement.

Article 28 Social & International Order

No observable structural signals.

Article 29 Duties to Community

No structural engagement.

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

+0.2

Per-model PSQ

L4P +0.1 L3P +0.3

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		0.7
Uncertainty		0.6
Purpose		0.8

Propaganda Flags ℹ

No manipulative rhetoric detected

0 techniques detected

Emotional Tone ℹ

Emotional character: positive/negative, intensity, authority

measured

Valence		+0.1
Arousal		0.4
Dominance		0.3

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?

0.64 solution oriented

Reader Agency

0.7

Stakeholder Voice ℹ

Whose perspectives are represented in this content?

0.20 1 perspective

Speaks: individuals

Temporal Framing ℹ

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

present medium term

Geographic Scope ℹ

What geographic area does this content cover?

global

Haskell, Scala, Clojure

Complexity ℹ

How accessible is this content to a general audience?

expert high jargon expert

Longitudinal 218 HN snapshots · 90 evals

Audit Trail 110 entries

2026-03-16 04:07	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-16 04:07	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-16 04:07	eval_success	Lite evaluated: Mild negative (-0.23)	- -
2026-03-16 04:07	model_divergence	Cross-model spread 0.48 exceeds threshold (2 models)	- -
2026-03-16 04:07	eval	Evaluated by llama-4-scout-wai: -0.23 (Mild negative) +0.61
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-16 04:07	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-16 01:38	eval_success	Evaluated: Mild positive (0.25)	- -
2026-03-16 01:38	model_divergence	Cross-model spread 1.09 exceeds threshold (2 models)	- -
2026-03-16 01:38	eval	Evaluated by claude-haiku-4-5-20251001: +0.25 (Mild positive) 11,815 tokens -0.02
2026-03-16 01:34	eval_success	Evaluated: Mild positive (0.28)	- -
2026-03-16 01:34	model_divergence	Cross-model spread 1.12 exceeds threshold (2 models)	- -
2026-03-16 01:34	eval	Evaluated by claude-haiku-4-5-20251001: +0.28 (Mild positive) 12,384 tokens
2026-03-07 07:05	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 07:05	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 06:59	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 06:59	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 06:34	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 06:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 06:26	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 06:26	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 06:03	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 06:03	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 05:55	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 05:55	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 05:32	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 05:32	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 05:28	eval_success	PSQ evaluated: g-PSQ=0.280 (3 dims)	- -
2026-03-07 05:28	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) +0.04
2026-03-07 05:24	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 05:24	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 05:19	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 05:19	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 04:58	eval_success	PSQ evaluated: g-PSQ=0.245 (3 dims)	- -
2026-03-07 04:58	eval	Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive) -0.04
2026-03-07 04:46	eval_success	PSQ evaluated: g-PSQ=0.120 (3 dims)	- -
2026-03-07 04:46	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 04:26	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 04:21	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 04:14	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 04:09	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 03:49	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 03:38	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 03:15	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 03:02	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:58	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:40	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 02:36	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 02:22	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 02:04	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 01:50	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 01:28	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 01:12	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-07 00:55	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-07 00:13	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 23:57	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 23:38	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 23:24	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 23:04	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 23:00	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 22:50	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 21:49	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 21:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 21:05	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 20:56	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 20:51	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 20:24	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 20:12	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 19:48	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 19:37	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 19:12	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 19:04	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 18:33	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 18:22	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 17:20	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 17:11	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 16:43	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 16:35	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 16:31	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 16:06	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 15:57	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 15:29	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 15:24	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 15:23	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 14:43	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 14:42	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 14:38	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 14:05	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 14:01	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) +0.04
2026-03-06 13:27	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 13:25	eval	Evaluated by llama-3.3-70b-wai-psq: +0.24 (Mild positive) -0.04
2026-03-06 12:52	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 12:51	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 12:47	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 12:18	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 12:14	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 11:43	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 11:42	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 11:13	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 11:11	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive) 0.00
2026-03-06 11:08	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive) 0.00
2026-03-06 10:39	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:35	eval	Evaluated by llama-4-scout-wai-psq: +0.12 (Mild positive)
2026-03-06 10:34	eval	Evaluated by llama-3.3-70b-wai-psq: +0.28 (Mild positive)
2026-03-06 10:34	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:28	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:22	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:18	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:12	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative) 0.00
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:06	eval	Evaluated by llama-4-scout-wai: -0.84 (Strong negative)
	reasoning Technical blog post on Scala programming, no human rights discussion
2026-03-06 10:06	eval	Evaluated by llama-3.3-70b-wai: 0.00 (Neutral)
	reasoning Technical blog post on Scala and Haskell

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