+0.10 Refinement Modeling and Verification of RISC-V Assembly Using Knuckledragger

Name: HRCB Evaluation: Refinement Modeling and Verification of RISC-V Assembly Using Knuckledragger
Item: Refinement Modeling and Verification of RISC-V Assembly Using Knuckledragger
Rating: 0.09
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 +0.10 Compare

+0.10	Refinement Modeling and Verification of RISC-V Assembly Using Knuckledragger (www.philipzucker.com S:+0.14 )
	8 points by matt_d 4 days ago \| 0 comments on HN \| Neutral High agreement (2 models) Editorial · v3.7 · 2026-03-15 23:05:20 0

Summary Free Expression & Education Access Acknowledges

This technical blog post on assembly verification demonstrates limited but present engagement with human rights, primarily through Article 19 (free expression and information sharing) and Article 26-27 (education and scientific participation). The content freely publishes specialized knowledge, provides open-source tooling, and enables attribution. However, structural implementation of tracking without visible consent mechanisms creates a mild privacy concern under Article 12, and the dominant focus remains technical rather than rights-oriented.

Article Heatmap

Negative Neutral Positive No Data

Aggregates

+0.10

+0.14

Weighted Mean	+0.09	Unweighted Mean	+0.09
Max	+0.25 Article 27	Min	-0.30 Article 12
Signal	4	No Data	27
Volatility	0.23 (Medium)
Negative	1	Channels	E: 0.6 S: 0.4
SETL ℹ	-0.07	Structural-dominant
FW Ratio ℹ	57%	12 facts · 9 inferences
Agreement	High	2 models · spread ±0.045

Evidence 8% coverage ℹ

  4M  1L  27 ND 

Theme Radar

Editorial Channel

What the content says

+0.25

Article 27 Cultural Participation

Medium Advocacy Framing

Editorial

+0.25

SETL

0.00

Content represents original technical work and intellectual contribution. Author demonstrates right to participate in scientific and cultural life through development of novel verification tooling and publication of findings.

+0.20

Article 19 Freedom of Expression

Medium Advocacy Practice

Editorial

+0.20

SETL

-0.17

Content openly shares technical knowledge, methods, and code. Author demonstrates freedom to publish detailed technical documentation and discussion of assembly verification techniques.

+0.15

Article 26 Education

Medium Advocacy Framing Practice

Editorial

+0.15

SETL

-0.10

Content advances technical education and knowledge sharing. Detailed tutorials, code examples, and references to educational resources (video walkthrough, linked materials) support skill development.

-0.20

Article 12 Privacy

Medium Practice

Editorial

-0.20

SETL

0.00

Content does not discuss privacy or data protection. No editorial engagement with personal privacy concerns.

Preamble Preamble

Content does not engage with preamble themes of human dignity, justice, or universal rights.

Article 1 Freedom, Equality, Brotherhood

Content addresses technical subjects (assembly verification) without reference to equality or dignity.

Article 2 Non-Discrimination

No discussion of discrimination or protected characteristics.

Article 3 Life, Liberty, Security

Technical blog does not engage with right to life, liberty, or personal security.

Article 4 No Slavery

No content related to slavery or servitude.

Article 5 No Torture

No discussion of torture or cruel treatment.

Article 6 Legal Personhood

Technical documentation does not address right to recognition as a person.

Article 7 Equality Before Law

Content does not address equality before law or legal discrimination.

Article 8 Right to Remedy

No discussion of legal remedy or access to justice systems.

Article 9 No Arbitrary Detention

Content does not address arbitrary detention.

Article 10 Fair Hearing

No discussion of fair trial or due process rights.

Article 11 Presumption of Innocence

Content does not address criminal liability or presumption of innocence.

Article 13 Freedom of Movement

Content does not address freedom of movement or residency.

Article 14 Asylum

No discussion of asylum or refuge rights.

Article 15 Nationality

Content does not address nationality or state membership.

Article 16 Marriage & Family

No discussion of family, marriage, or family protection rights.

Article 17 Property

Content does not address property rights or ownership.

Article 18 Freedom of Thought

No discussion of freedom of thought, conscience, or religion.

Article 20 Assembly & Association

Low Practice

Content does not explicitly discuss freedom of assembly or association.

Article 21 Political Participation

Content does not address participation in public affairs or democratic governance.

Article 22 Social Security

No discussion of social security or economic rights.

Article 23 Work & Equal Pay

Content does not address labor rights, employment, or fair compensation.

Article 24 Rest & Leisure

No discussion of rest, leisure, or working time limitations.

Article 25 Standard of Living

No discussion of adequate standard of living, food, clothing, housing, or healthcare.

Article 28 Social & International Order

No discussion of social and international order or frameworks.

Article 29 Duties to Community

No discussion of community duties or limitations on rights.

Article 30 No Destruction of Rights

No discussion of prohibition on misuse of rights or state power.

Structural Channel

What the site does

Domain Context Profile

Element	Modifier	Affects	Note
Legal & Terms
Privacy	-0.05	Article 12	Google Analytics tracking (gtag) configured without explicit opt-in disclosure visible in page content.
Terms of Service	—		No Terms of Service or usage policy observable on-domain in provided content.
Identity & Mission
Mission	0.00		Personal blog/technical documentation site; no explicit mission statement in provided content.
Editorial Code	0.00		No editorial guidelines or conflict-of-interest policy observed.
Ownership	0.00		Individual author (Philip Zucker) identified; no institutional affiliation disclosed in provided content.
Access & Distribution
Access Model	0.00		Content appears publicly accessible; no paywall or registration barrier.
Ad/Tracking	-0.05	Article 12	Google Analytics integration without visible privacy notice or tracking disclosure in page.
Accessibility	0.00		MathJax configuration suggests technical accessibility support; no WCAG compliance statements observed.

+0.30

Article 19 Freedom of Expression

Medium Advocacy Practice

Structural

+0.30

Context Modifier

0.00

SETL

-0.17

Site structure enables free publication: no editorial gatekeeping, censorship, or content filters. Code and documentation are publicly accessible. Cite functionality (copy-to-clipboard bibtex) supports dissemination and attribution.

+0.25

Article 27 Cultural Participation

Medium Advocacy Framing

Structural

+0.25

Context Modifier

0.00

SETL

0.00

Site enables participation in scientific community: GitHub link allows code contribution, formal methods research is advanced through publication, open-source model enables others to build on the work. Bibtex citation support demonstrates respect for intellectual attribution.

+0.20

Article 26 Education

Medium Advocacy Framing Practice

Structural

+0.20

Context Modifier

0.00

SETL

-0.10

Site structure removes barriers to education: free access, no paywall, open-source tooling, publicly available code. MathJax support enables clear mathematical/technical communication. Blog format enables progressive learning and knowledge building.

-0.20

Article 12 Privacy

Medium Practice

Structural

-0.20

Context Modifier

-0.10

SETL

0.00

Google Analytics tracking embedded (gtag config G-EBC4529QNG) without visible privacy notice or user consent mechanism in page. Tracking occurs without transparent disclosure.

Preamble Preamble

No structural features designed to promote human rights awareness or dignity.

Article 1 Freedom, Equality, Brotherhood

No structural elements promote equal human dignity.

Article 2 Non-Discrimination

Content accessible to general audience without apparent barriers based on protected status.

Article 3 Life, Liberty, Security

No structural features address personal security or bodily integrity.

Article 4 No Slavery

No structural elements enforce or reference involuntary servitude.

Article 5 No Torture

No observable structural features that promote torture or degradation.

Article 6 Legal Personhood

No structural barriers to legal personhood.

Article 7 Equality Before Law

No observable structural discrimination in access or presentation.

Article 8 Right to Remedy

No structural features enabling or blocking legal recourse.

Article 9 No Arbitrary Detention

No structural elements related to detention or arrest.

Article 10 Fair Hearing

No judicial or quasi-judicial procedures evident.

Article 11 Presumption of Innocence

No structural elements related to criminal law.

Article 13 Freedom of Movement

No structural features restrict or enable movement or residency.

Article 14 Asylum

No structural features relate to asylum or refugee status.

Article 15 Nationality

No structural elements govern nationality or citizenship.

Article 16 Marriage & Family

No structural features address family law or marriage.

Article 17 Property

No structural mechanisms govern property protection.

Article 18 Freedom of Thought

No structural barriers to thought or conscience.

Article 20 Assembly & Association

Low Practice

Site structure is permissive and non-restrictive; no observable features suppress assembly or association. Open-source software model (GitHub link) implicitly supports collaborative association.

Article 21 Political Participation

No structural elements govern political participation.

Article 22 Social Security

No structural provision of social security or welfare services.

Article 23 Work & Equal Pay

No structural features govern labor conditions or employment.

Article 24 Rest & Leisure

No structural features address work hours or rest periods.

Article 25 Standard of Living

No structural provision of welfare services or health resources.

Article 28 Social & International Order

No structural engagement with international legal frameworks.

Article 29 Duties to Community

No structural enforcement of community duties.

Article 30 No Destruction of Rights

No observable structural elements that would permit state misuse of rights.

Supplementary Signals

How this content communicates, beyond directional lean. Learn more

Epistemic Quality ℹ

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

0.69 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		+0.3
Arousal		0.3
Dominance		0.5

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?

0.70 solution oriented

Reader Agency

0.8

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 unspecified

Geographic Scope ℹ

What geographic area does this content cover?

global

Complexity ℹ

How accessible is this content to a general audience?

expert high jargon expert

Longitudinal 183 HN snapshots · 50 evals

Audit Trail 70 entries

2026-03-16 01:09	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-16 01:09	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-16 00:50	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-16 00:50	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-16 00:50	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 23:05	eval_success	Evaluated: Neutral (0.09)	- -
2026-03-15 23:05	rater_validation_warn	Validation warnings for model claude-haiku-4-5-20251001: 0W 1R	- -
2026-03-15 23:05	eval	Evaluated by claude-haiku-4-5-20251001: +0.09 (Neutral) 13,366 tokens
2026-03-15 22:40	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 22:40	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 22:01	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 22:01	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 22:01	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 21:00	credit_exhausted	Credit balance too low, pausing provider for 30 min	- -
2026-03-15 18:36	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 18:36	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 18:36	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 18:23	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 18:23	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 17:21	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 17:21	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 17:21	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 17:11	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 17:11	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 16:09	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 16:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 16:09	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 15:58	eval_success	PSQ evaluated: g-PSQ=0.440 (3 dims)	- -
2026-03-15 15:58	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 15:34	eval_success	Lite evaluated: Neutral (0.00)	- -
2026-03-15 15:34	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 15:34	rater_validation_warn	Lite validation warnings for model llama-4-scout-wai: 1W 0R	- -
2026-03-15 15:20	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 14:57	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 14:43	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 14:22	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 14:02	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 13:45	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 13:24	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 13:07	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 12:42	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 12:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 12:02	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 11:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 11:22	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 11:12	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 10:39	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 10:31	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 09:58	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 09:52	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 09:15	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 09:09	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 08:33	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 08:29	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 07:50	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 07:46	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 07:07	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 07:04	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 06:32	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 06:30	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 05:57	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 05:54	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 05:22	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 05:19	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 04:47	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 04:44	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 04:12	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive) 0.00
2026-03-15 04:10	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral) 0.00
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion
2026-03-15 03:36	eval	Evaluated by llama-4-scout-wai-psq: +0.44 (Moderate positive)
2026-03-15 03:35	eval	Evaluated by llama-4-scout-wai: 0.00 (Neutral)
	reasoning Technical blog post on binary verification and RISC-V assembly, no explicit human rights discussion

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