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+0.07 OsmAnd's Faster Offline Navigation (osmand.net)
95 points by todsacerdoti 4 hours ago | 24 comments on HN | Neutral Editorial · v3.7 ·
Summary Offline Digital Access Acknowledges
This is a technical blog post explaining OsmAnd's new Highway Hierarchy routing algorithm, which delivers 100x speed improvement for offline navigation through novel cluster-based pathfinding. While the article is purely technical in framing, the offline-first design structurally supports privacy (no route tracking) and information access (works without internet), producing mild positive signals for privacy and information freedom.
Article Heatmap
Preamble: ND — Preamble Preamble: No Data — Preamble P Article 1: ND — Freedom, Equality, Brotherhood Article 1: No Data — Freedom, Equality, Brotherhood 1 Article 2: ND — Non-Discrimination Article 2: No Data — 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: ND — Freedom of Movement Article 13: No Data — Freedom of Movement 13 Article 14: ND — Asylum Article 14: No Data — Asylum 14 Article 15: ND — Nationality Article 15: No Data — 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: +0.06 — Freedom of Expression 19 Article 20: ND — Assembly & Association Article 20: No Data — Assembly & Association 20 Article 21: ND — Political Participation Article 21: No Data — Political Participation 21 Article 22: ND — Social Security Article 22: No Data — 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: ND — Education Article 26: No Data — Education 26 Article 27: ND — Cultural Participation Article 27: No Data — Cultural Participation 27 Article 28: ND — Social & International Order Article 28: No Data — Social & International Order 28 Article 29: ND — Duties to Community Article 29: No Data — 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 +0.07 Unweighted Mean +0.07
Max +0.08 Article 12 Min +0.06 Article 19
Signal 2 No Data 29
Confidence 1% Volatility 0.01 (Low)
Negative 0 Channels E: 0.6 S: 0.4
SETL -0.17 Structural-dominant
FW Ratio 60% 6 facts · 4 inferences
Evidence: High: 0 Medium: 0 Low: 2 No Data: 29
Theme Radar
Foundation Security Legal Privacy & Movement Personal Expression Economic & Social Cultural Order & Duties Foundation: 0.00 (0 articles) Security: 0.00 (0 articles) Legal: 0.00 (0 articles) Privacy & Movement: 0.08 (1 articles) Personal: 0.00 (0 articles) Expression: 0.06 (1 articles) Economic & Social: 0.00 (0 articles) Cultural: 0.00 (0 articles) Order & Duties: 0.00 (0 articles)
HN Discussion 4 top-level · 4 replies
tencentshill 2026-02-26 18:43 UTC link
Did they add any form of functional nautical navigation? It always jumps to the nearest road on LAND. The feature should be removed if it doesn't work.
teddyh 2026-02-26 19:22 UTC link
(2025)
XorNot 2026-02-26 20:22 UTC link
At this point I prefer OsmAnd navigation over Google maps.

Maps reliably does stupid things like route through winding residential streets because it thinks that's faster and can obviously be done at the full posted speed limit.

OsmAnd on the other hand builds routes I would build: get on the main road and get close, then get to the destination.

pavon 2026-02-26 20:43 UTC link
A while back I was using OsmAnd on a ~700 mile route, and it was taking over 10 minutes despite most of the route ending up being on a single highway. I tried that same route just now and it took 7 seconds. Such a great improvement!
wtallis 2026-02-26 19:27 UTC link
I've had the nautical navigation work fine when canoeing on rivers and streams where you're following linear features on the map. What it lacks is the ability to plot a sensible course across a polygon of open water.
pwg 2026-02-26 19:29 UTC link
Any chance the profile you were using had the "snap to nearest road" option turned on? If that option was on for the profile then that would be why it jumped to the nearest road.
greenavocado 2026-02-26 20:33 UTC link
If you lower max speed for your chosen transportation method osmand will alter your routing very significantly
brendyn 2026-02-26 20:34 UTC link
I use osmand for privacy but I think it just emphasises main roads. In Melbourne it always suggests turning off cemetery road west because it doesn't know it's congested and will get me stuck for 20 minutes. And there are some missing slip roads. And navigation constantly fails to start. I wonder, how difficult is it to make minor edits to the map data?
Editorial Channel
What the content says
0.00
Article 12 Privacy
Low Practice
Editorial
0.00
SETL
-0.20

Article does not explicitly discuss privacy rights or privacy as a human right concern.

0.00
Article 19 Freedom of Expression
Low Practice
Editorial
0.00
SETL
-0.15

Article does not discuss freedom of expression or right to seek and receive information.

ND
Preamble Preamble

Article does not engage with universal human rights principles or the foundations of dignity and equality.

ND
Article 1 Freedom, Equality, Brotherhood

No discussion of equal and inalienable rights.

ND
Article 2 Non-Discrimination

No discussion of non-discrimination.

ND
Article 3 Life, Liberty, Security

No discussion of right to life.

ND
Article 4 No Slavery

No discussion of freedom from slavery.

ND
Article 5 No Torture

No discussion of freedom from torture or cruel treatment.

ND
Article 6 Legal Personhood

No discussion of right to recognition as a person before the law.

ND
Article 7 Equality Before Law

No discussion of equality before the law.

ND
Article 8 Right to Remedy

No discussion of right to remedy for violations.

ND
Article 9 No Arbitrary Detention

No discussion of freedom from arbitrary arrest or detention.

ND
Article 10 Fair Hearing

No discussion of right to fair and public hearing.

ND
Article 11 Presumption of Innocence

No discussion of presumption of innocence.

ND
Article 13 Freedom of Movement

No discussion of freedom of movement as a right.

ND
Article 14 Asylum

No discussion of right to seek asylum.

ND
Article 15 Nationality

No discussion of right to nationality.

ND
Article 16 Marriage & Family

No discussion of marriage rights.

ND
Article 17 Property

No discussion of property rights.

ND
Article 18 Freedom of Thought

No discussion of freedom of conscience or religion.

ND
Article 20 Assembly & Association

No discussion of freedom of peaceful assembly.

ND
Article 21 Political Participation

No discussion of right to political participation.

ND
Article 22 Social Security

No discussion of social and economic rights.

ND
Article 23 Work & Equal Pay

No discussion of right to work.

ND
Article 24 Rest & Leisure

No discussion of right to rest and leisure.

ND
Article 25 Standard of Living

No discussion of right to adequate living standard.

ND
Article 26 Education

No discussion of right to education.

ND
Article 27 Cultural Participation

No discussion of right to participate in cultural life.

ND
Article 28 Social & International Order

No discussion of right to just and free world order.

ND
Article 29 Duties to Community

No discussion of community duties or responsibilities.

ND
Article 30 No Destruction of Rights

No discussion of prohibition of abuse of rights.

Structural Channel
What the site does
+0.20
Article 12 Privacy
Low Practice
Structural
+0.20
Context Modifier
ND
SETL
-0.20

Offline-first routing architecture structurally prevents server-side collection and storage of route data, supporting privacy protection. All route calculations occur locally on the user's device without data transmission to external servers.

+0.15
Article 19 Freedom of Expression
Low Practice
Structural
+0.15
Context Modifier
ND
SETL
-0.15

Offline map system structurally enables access to detailed geographic information independent of internet infrastructure or external information gatekeepers. Users can download and access comprehensive navigational data locally.

ND
Preamble Preamble

Blog post does not structurally embody or exemplify preamble-level human rights values.

ND
Article 1 Freedom, Equality, Brotherhood

Not observable at URL level.

ND
Article 2 Non-Discrimination

Not observable at URL level.

ND
Article 3 Life, Liberty, Security

Not observable at URL level.

ND
Article 4 No Slavery

Not observable at URL level.

ND
Article 5 No Torture

Not observable at URL level.

ND
Article 6 Legal Personhood

Not observable at URL level.

ND
Article 7 Equality Before Law

Not observable at URL level.

ND
Article 8 Right to Remedy

Not observable at URL level.

ND
Article 9 No Arbitrary Detention

Not observable at URL level.

ND
Article 10 Fair Hearing

Not observable at URL level.

ND
Article 11 Presumption of Innocence

Not observable at URL level.

ND
Article 13 Freedom of Movement

Not observable at URL level; tool is technically neutral regarding movement.

ND
Article 14 Asylum

Not observable at URL level.

ND
Article 15 Nationality

Not observable at URL level.

ND
Article 16 Marriage & Family

Not observable at URL level.

ND
Article 17 Property

Not observable at URL level.

ND
Article 18 Freedom of Thought

Not observable at URL level.

ND
Article 20 Assembly & Association

Not observable at URL level.

ND
Article 21 Political Participation

Not observable at URL level.

ND
Article 22 Social Security

Not observable at URL level.

ND
Article 23 Work & Equal Pay

Not observable at URL level.

ND
Article 24 Rest & Leisure

Not observable at URL level.

ND
Article 25 Standard of Living

Not observable at URL level.

ND
Article 26 Education

Not observable at URL level.

ND
Article 27 Cultural Participation

Not observable at URL level.

ND
Article 28 Social & International Order

Not observable at URL level.

ND
Article 29 Duties to Community

Not observable at URL level.

ND
Article 30 No Destruction of Rights

Not observable at URL level.

Supplementary Signals
Epistemic Quality
0.58
Propaganda Flags
0 techniques detected
Solution Orientation
No data
Emotional Tone
No data
Stakeholder Voice
No data
Temporal Framing
No data
Geographic Scope
No data
Complexity
No data
Transparency
No data
Event Timeline 10 events
2026-02-26 22:38 eval_success Light evaluated: Neutral (0.00) - -
2026-02-26 22:07 dlq Dead-lettered after 1 attempts: OsmAnd's Faster Offline Navigation - -
2026-02-26 22:07 rater_validation_warn Validation warnings for model llama-4-scout-wai: 31W 31R - -
2026-02-26 22:07 eval_failure Evaluation failed: Error: D1_TYPE_ERROR: Type 'undefined' not supported for value 'undefined' - -
2026-02-26 22:06 eval_failure Evaluation failed: Error: D1_TYPE_ERROR: Type 'undefined' not supported for value 'undefined' - -
2026-02-26 22:06 rater_validation_warn Validation warnings for model llama-4-scout-wai: 31W 31R - -
2026-02-26 21:21 dlq Dead-lettered after 1 attempts: OsmAnd's Faster Offline Navigation - -
2026-02-26 21:19 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 21:18 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
2026-02-26 21:17 rate_limit OpenRouter rate limited (429) model=llama-3.3-70b - -
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build d633cd0+ahgg · deployed 2026-02-26 22:27 UTC · evaluated 2026-02-26 22:10:52 UTC