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+0.32 How to train your program verifier (risemsr.github.io)
79 points by matt_d 6 days ago | 16 comments on HN | Neutral Editorial · vv3.4 · 2026-02-24
Article Heatmap
Preamble: +0.33 — Preamble P Article 1: +0.15 — Freedom, Equality, Brotherhood 1 Article 2: +0.16 — 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: +0.05 — 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: +0.13 — Privacy 12 Article 13: +0.18 — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: +0.05 — 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: +0.48 — Freedom of Expression 19 Article 20: +0.34 — Assembly & Association 20 Article 21: +0.22 — Political Participation 21 Article 22: +0.33 — Social Security 22 Article 23: ND — Work & Equal Pay Article 23: No Data — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: ND — Standard of Living Article 25: No Data — Standard of Living 25 Article 26: +0.38 — Education 26 Article 27: +0.53 — Cultural Participation 27 Article 28: +0.45 — Social & International Order 28 Article 29: +0.18 — Duties to Community 29 Article 30: ND — No Destruction of Rights Article 30: No Data — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.32 Unweighted Mean +0.26
Max +0.53 Article 27 Min +0.05 Article 7
Signal 15 No Data 16
Confidence 21% Volatility 0.15 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL +0.10 Editorial-dominant
Evidence: High: 2 Medium: 5 Low: 8 No Data: 16
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.21 (3 articles) Security: 0.00 (0 articles) Legal: 0.05 (1 articles) Privacy & Movement: 0.12 (3 articles) Personal: 0.00 (0 articles) Expression: 0.35 (3 articles) Economic & Social: 0.33 (1 articles) Cultural: 0.46 (2 articles) Order & Duties: 0.32 (2 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy —
No on-domain privacy policy observed
Terms of Service —
No on-domain terms of service observed
Accessibility +0.05
Article 19 Article 21
Theme selection UI present; semantic HTML structure supports accessibility; no explicit accessibility statement
Mission +0.15
Article 27 Article 28 Article 29
Domain is RiSE MSR (Microsoft Research); academic/scientific research mission aligns with knowledge advancement and human development
Editorial Code —
No explicit editorial code observable
Ownership +0.10
Article 19 Article 20
Microsoft Research institutional backing; public-facing research blog supports transparency and academic freedom
Access Model +0.12
Article 19 Article 21 Article 27
Open access blog; no paywall; GitHub Pages hosting supports free information dissemination
Ad/Tracking —
No ad or tracking infrastructure observable on-domain
Score Breakdown
+0.33
Preamble Preamble
Medium A: advancing knowledge F: scientific progress as human development
Editorial
+0.25
Structural
+0.15
SETL
+0.16
Combined
ND
Context Modifier
ND

Content promotes scientific advancement and human capacity through formal methods; academic framing supports universal human dignity through knowledge

+0.15
Article 1 Freedom, Equality, Brotherhood
Low P: equitable research participation
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

Open access to research supports equal dignity; minimal direct evidence

+0.16
Article 2 Non-Discrimination
Low P: non-discriminatory access
Editorial
ND
Structural
+0.08
SETL
ND
Combined
ND
Context Modifier
ND

Open access without discrimination; no exclusion mechanisms observed

ND
Article 3 Life, Liberty, Security

No observable connection to security or liberty dimensions

ND
Article 4 No Slavery

No servitude or labor context

ND
Article 5 No Torture

No torture or cruel treatment content

ND
Article 6 Legal Personhood

No legal personality or recognition context

+0.05
Article 7 Equality Before Law
Low P: equitable institutional access
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

Open academic platform; no discriminatory gatekeeping in evidence

ND
Article 8 Right to Remedy

No observable remedy or legal recourse context

ND
Article 9 No Arbitrary Detention

No arbitrary detention or restriction content

ND
Article 10 Fair Hearing

No legal process or fair hearing context

ND
Article 11 Presumption of Innocence

No criminal liability or retroactive punishment context

+0.13
Article 12 Privacy
Low P: privacy in data collection
Editorial
ND
Structural
+0.08
SETL
ND
Combined
ND
Context Modifier
ND

Minimal privacy signals; open research platform does not expose private data; no tracking detected

+0.18
Article 13 Freedom of Movement
Low P: freedom of movement in information space
Editorial
ND
Structural
+0.10
SETL
ND
Combined
ND
Context Modifier
ND

Open access enables information mobility; no geographic or access restrictions observed

ND
Article 14 Asylum

No asylum or persecution context

+0.05
Article 15 Nationality
Low P: community participation through research
Editorial
ND
Structural
+0.05
SETL
ND
Combined
ND
Context Modifier
ND

Academic research community; limited direct community engagement signals

ND
Article 16 Marriage & Family

No family or marriage context

ND
Article 17 Property

No property rights context

ND
Article 18 Freedom of Thought

No conscience or religion context

+0.48
Article 19 Freedom of Expression
High A: scientific knowledge dissemination F: academic publishing as information freedom P: open access platform
Editorial
+0.35
Structural
+0.30
SETL
+0.13
Combined
ND
Context Modifier
ND

Core content: peer-reviewed research publication in open blog format; direct expression of scientific ideas; no censorship; institutional support for knowledge sharing

+0.34
Article 20 Assembly & Association
Medium A: scientific association P: research community participation
Editorial
+0.20
Structural
+0.25
SETL
-0.11
Combined
ND
Context Modifier
ND

Content represents organized scientific collaboration (RiSE MSR); open platform supports group expression; no restrictions on academic association

+0.22
Article 21 Political Participation
Low P: democratic participation in knowledge governance
Editorial
+0.15
Structural
+0.12
SETL
+0.07
Combined
ND
Context Modifier
ND

Academic institution structure; no direct evidence of democratic participation in governance; research-driven decision making

+0.33
Article 22 Social Security
Medium A: scientific development as social right P: institutional research support
Editorial
+0.25
Structural
+0.20
SETL
+0.11
Combined
ND
Context Modifier
ND

Research institution advancing human development through science; content directly supports social progress and scientific advancement

ND
Article 23 Work & Equal Pay

No work, employment, or labor context

ND
Article 24 Rest & Leisure

No rest or leisure context

ND
Article 25 Standard of Living

No food, health, or social services context

+0.38
Article 26 Education
Medium A: education through research dissemination F: knowledge advancement as educational benefit
Editorial
+0.30
Structural
+0.20
SETL
+0.17
Combined
ND
Context Modifier
ND

Content explicitly teaches program verification methodology; open educational resource; research serves educational development

+0.53
Article 27 Cultural Participation
High A: scientific and cultural participation F: technology development as cultural contribution P: open access to scientific culture
Editorial
+0.40
Structural
+0.35
SETL
+0.14
Combined
ND
Context Modifier
ND

Core mission: research institution advancing scientific culture; content contributes to shared human knowledge; tool availability supports participation

+0.45
Article 28 Social & International Order
Medium A: institutional order supporting research rights P: research infrastructure provision
Editorial
+0.35
Structural
+0.30
SETL
+0.13
Combined
ND
Context Modifier
ND

Represents institutional order enabling scientific rights; Microsoft Research provides infrastructure; content supports collective human welfare

+0.18
Article 29 Duties to Community
Low P: responsible scientific practice
Editorial
+0.15
Structural
+0.10
SETL
+0.09
Combined
ND
Context Modifier
ND

Research methodology emphasizes formal correctness; tool aims to improve code safety; limited direct evidence of community duties framing

ND
Article 30 No Destruction of Rights

No destruction of rights or freedoms context
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build fc56cf0+0q5s · 2026-02-25 01:32 UTC