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home / blog.janestreet.com / item 47146487
+0.48 Can you reverse engineer our neural network? (blog.janestreet.com)
2 points by jsomers 5 hours ago | 0 comments on HN | STRONG POSITIVE with isolated privacy concern Editorial · vv3.4 · 2026-02-25
Article Heatmap
Preamble: +0.63 — Preamble P Article 1: +0.52 — Freedom, Equality, Brotherhood 1 Article 2: +0.52 — 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: -0.08 — Privacy 12 Article 13: +0.67 — Freedom of Movement 13 Article 14: +0.44 — Asylum 14 Article 15: +0.37 — 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: +0.57 — Freedom of Thought 18 Article 19: +0.88 — Freedom of Expression 19 Article 20: +0.47 — Assembly & Association 20 Article 21: +0.67 — Political Participation 21 Article 22: +0.62 — Social Security 22 Article 23: +0.42 — Work & Equal Pay 23 Article 24: ND — Rest & Leisure Article 24: No Data — Rest & Leisure 24 Article 25: +0.68 — Standard of Living 25 Article 26: +0.57 — Education 26 Article 27: +0.83 — Cultural Participation 27 Article 28: +0.57 — Social & International Order 28 Article 29: +0.42 — Duties to Community 29 Article 30: +0.47 — No Destruction of Rights 30
Negative Neutral Positive No Data
Aggregates
Weighted Mean +0.48 Unweighted Mean +0.48
Max +0.88 Article 19 Min -0.08 Article 12
Signal 19 No Data 12
Confidence ND Volatility 0.38 (Medium)
Negative 1 Channels E: 0.6 S: 0.4
SETL -0.07 Structural-dominant
FW Ratio 56% 0 facts · 0 inferences
Evidence: High: 3 Medium: 13 Low: 3 No Data: 12
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.56 (3 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.35 (4 articles) Personal: 0.57 (1 articles) Expression: 0.67 (3 articles) Economic & Social: 0.57 (3 articles) Cultural: 0.70 (2 articles) Order & Duties: 0.49 (3 articles)
Domain Context Profile
Element Modifier Affects Note
Privacy -0.15
Article 12
Google Analytics (gtag.js) tracking implemented with default consent state denying storage, but tracking infrastructure present; localStorage used for consent management.
Terms of Service
No observable ToS or legal terms on page content provided.
Accessibility +0.10
Article 2 Article 25
Page includes semantic HTML structure, alt text on images, ARIA labels (sr-only), viewport meta tag, and accessible navigation patterns; supports screen readers.
Mission +0.15
Article 19 Article 27
Blog dedicated to technical education and knowledge sharing; emphasis on open intellectual discourse and problem-solving aligns with Article 19 freedom of expression and Article 27 participation in cultural/scientific life.
Editorial Code +0.10
Article 19
Content demonstrates commitment to factual technical explanation, transparent methodology, and intellectual honesty (e.g., acknowledging unintentional bug, providing detailed walkthroughs).
Ownership +0.05
Article 19
Jane Street (privately held financial services firm) operates blog transparently; ownership clearly identified; no evidence of editorial interference in technical content.
Access Model +0.20
Article 19 Article 27
Blog content is freely accessible without paywall, registration, or subscription barrier; RSS feed available; supports open dissemination of technical knowledge.
Ad/Tracking -0.10
Article 12
Google Analytics tracking enabled via gtag.js; consent state defaults to denying ad storage, but tracking infrastructure operational; social sharing buttons (Facebook, Twitter, LinkedIn) embed third-party tracking.
Score Breakdown
+0.63
Preamble Preamble
Medium Advocacy Framing
Editorial
+0.55
Structural
+0.50
SETL
+0.17
Combined
ND
Context Modifier
ND

Editorial content advocates for intellectual freedom, scientific inquiry, and collaborative problem-solving; structural access is open and non-discriminatory; framing emphasizes human capability and universal engagement.

+0.52
Article 1 Freedom, Equality, Brotherhood
Medium Framing
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND

Content treats readers as rational agents capable of complex problem-solving, implicitly affirming equal dignity; no hierarchical framing of intelligence or capability.

+0.52
Article 2 Non-Discrimination
Medium Framing
Editorial
+0.40
Structural
+0.45
SETL
-0.15
Combined
ND
Context Modifier
ND

No explicit gender, race, or protected status language present; content structure provides equal access regardless of identity markers; accessibility features support non-discrimination.

ND
Article 3 Life, Liberty, Security

Right to life: Not addressed by blog content on technical puzzle. No observable evidence.

ND
Article 4 No Slavery

Slavery and servitude: Not addressed by blog content. No observable evidence.

ND
Article 5 No Torture

Torture and cruel treatment: Not addressed by blog content. No observable evidence.

ND
Article 6 Legal Personhood

Right to recognition as person before law: Not directly addressed. No observable evidence.

ND
Article 7 Equality Before Law

Equality before law: Not addressed by blog content. No observable evidence.

ND
Article 8 Right to Remedy

Right to remedy by competent courts: Not addressed by blog content. No observable evidence.

ND
Article 9 No Arbitrary Detention

Freedom from arbitrary arrest or detention: Not addressed by blog content. No observable evidence.

ND
Article 10 Fair Hearing

Right to fair trial: Not addressed by blog content. No observable evidence.

ND
Article 11 Presumption of Innocence

Presumption of innocence: Not addressed by blog content. No observable evidence.

-0.08
Article 12 Privacy
Medium Practice
Editorial
+0.25
Structural
+0.05
SETL
+0.22
Combined
ND
Context Modifier
ND

Privacy right marginally supported by editorial transparency but substantially undermined by structural tracking (Google Analytics, social sharing pixels). Consent defaults to denial but tracking infrastructure operates regardless.

+0.67
Article 13 Freedom of Movement
High Advocacy Practice
Editorial
+0.55
Structural
+0.60
SETL
-0.17
Combined
ND
Context Modifier
ND

Strong positive: Blog provides free movement of information, open URL access, no geographic restrictions, downloadable model file, shareable via social media, RSS feed available, no authentication required.

+0.44
Article 14 Asylum
Low Framing
Editorial
+0.40
Structural
+0.50
SETL
-0.22
Combined
ND
Context Modifier
ND

Mild positive: Blog does not appear to discriminate in granting asylum or refuge; open access to all readers regardless of origin. Limited direct relevance to Article 14, but structural openness suggests non-discriminatory stance.

+0.37
Article 15 Nationality
Low Framing
Editorial
+0.35
Structural
+0.40
SETL
-0.14
Combined
ND
Context Modifier
ND

Mild positive: Content does not restrict nationality or citizenship; intellectual engagement is framed as universal. Limited direct relevance to Article 15, but inclusivity suggests support.

ND
Article 16 Marriage & Family

Family, marriage, and protection: Not addressed by blog content. No observable evidence.

ND
Article 17 Property

Right to property: Not directly addressed by blog content. No observable evidence.

+0.57
Article 18 Freedom of Thought
Medium Framing Advocacy
Editorial
+0.50
Structural
+0.55
SETL
-0.17
Combined
ND
Context Modifier
ND

Positive: Content demonstrates freedom of thought through intellectual exploration and problem-solving; no attempt to constrain or dogmatically direct reader thinking; invites multiple interpretations and methodologies.

+0.88
Article 19 Freedom of Expression
High Advocacy Framing Practice
Editorial
+0.75
Structural
+0.70
SETL
+0.19
Combined
ND
Context Modifier
ND

Strong positive: Central purpose of blog is freedom of expression through technical knowledge sharing. Multiple channels for expression (blog, RSS, social sharing). Transparent methodology and editorial honesty. Open discourse encouraged.

+0.47
Article 20 Assembly & Association
Medium Framing Practice
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND

Mild positive: Blog supports voluntary association through open participation in puzzle-solving community; no coercion to engage; comments and email feedback enable associational engagement.

+0.67
Article 21 Political Participation
Medium Framing Advocacy
Editorial
+0.55
Structural
+0.60
SETL
-0.17
Combined
ND
Context Modifier
ND

Positive: Blog participation supports democratic engagement through knowledge sharing and intellectual engagement. Technical problem-solving contributes to informed decision-making capacity.

+0.62
Article 22 Social Security
Medium Advocacy Practice
Editorial
+0.50
Structural
+0.55
SETL
-0.17
Combined
ND
Context Modifier
ND

Positive: Blog supports social rights through knowledge sharing, intellectual community engagement, and cultural participation. Open access enables equal social participation regardless of socioeconomic status.

+0.42
Article 23 Work & Equal Pay
Low Framing
Editorial
+0.40
Structural
+0.45
SETL
-0.15
Combined
ND
Context Modifier
ND

Mild positive: Blog supports work rights through intellectual engagement and employment opportunity signaling; no discrimination in work-related content. Limited direct relevance to Article 23.

ND
Article 24 Rest & Leisure

Rest and leisure: Not addressed by blog content. No observable evidence.

+0.68
Article 25 Standard of Living
High Advocacy Practice
Editorial
+0.60
Structural
+0.55
SETL
+0.17
Combined
ND
Context Modifier
ND

Strong positive: Blog directly supports Article 25 through technical education, community engagement, and open access to knowledge. Accessibility features support diverse participant capabilities.

+0.57
Article 26 Education
Medium Advocacy Practice
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND

Positive: Blog supports education and cultural participation through technical knowledge sharing; open access enables lifelong learning; community engagement supports cultural participation.

+0.83
Article 27 Cultural Participation
High Advocacy Framing Practice
Editorial
+0.70
Structural
+0.65
SETL
+0.19
Combined
ND
Context Modifier
ND

Strong positive: Blog's core purpose is participation in scientific and cultural life of community. Open access to technical knowledge, research methodology, and peer engagement directly embody Article 27.

+0.57
Article 28 Social & International Order
Medium Advocacy Practice
Editorial
+0.50
Structural
+0.55
SETL
-0.17
Combined
ND
Context Modifier
ND

Positive: Blog supports social and international order enabling rights through open knowledge sharing, transparent governance of technical discourse, and collaborative international engagement.

+0.42
Article 29 Duties to Community
Medium Framing
Editorial
+0.40
Structural
+0.45
SETL
-0.15
Combined
ND
Context Modifier
ND

Mild positive: Blog supports community duties through participation in intellectual and scientific community; engagement is framed as mutually beneficial. No obvious free-riding or parasitism.

+0.47
Article 30 No Destruction of Rights
Medium Framing
Editorial
+0.45
Structural
+0.50
SETL
-0.16
Combined
ND
Context Modifier
ND

Mild positive: Blog's scientific content and open participation model supports prevention of activities that would undermine rights. No observed evidence of authoritarian technical practices or rights-violating methodologies.

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build 359ddd7+1rs2 · 2026-02-25 03:53 UTC