frontpage.
newsnewestaskshowjobs

Made with ♥ by @iamnishanth

Open Source @Github

fp.

Open in hackernews

Generating Mazes with Inductive Graphs (2017)

https://jelv.is/blog/Generating-Mazes-with-Inductive-Graphs/
20•todsacerdoti•11mo ago

Comments

tomfly•11mo ago
where is the entrance and exit?
Jaxan•11mo ago
Doesn’t matter, because all positions are reachable. So just pick any two positions at the border and remove a wall.
kazinator•11mo ago
Here is a maze that was generated recursively starting at the upper left cell.

  +    +----+----+----+----+----+----+----+----+----+
  |    |                        |                   |
  |    |                        |                   |
  +    +----+----+    +----+    +----+    +----+    +
  |              |         |                   |    |
  |              |         |                   |    |
  +----+----+    +    +----+----+----+----+----+    +
  |              |    |                        |    |
  |              |    |                        |    |
  +    +----+----+    +    +----+----+----+    +    +
  |         |              |              |    |    |
  |         |              |              |    |    |
  +    +----+    +    +----+----+----+    +    +----+
  |              |    |                   |    |    |
  |              |    |                   |    |    |
  +----+----+----+    +    +----+----+----+    +    +
  |                        |                   |    |
  |                        |                   |    |
  +    +----+----+----+    +    +----+----+----+    +
  |    |    |              |    |              |    |
  |    |    |              |    |              |    |
  +    +    +    +    +----+    +    +----+    +    +
  |    |    |    |    |         |    |         |    |
  |    |    |    |    |         |    |         |    |
  +    +    +    +    +----+----+----+    +    +    +
  |    |    |    |    |                   |         |
  |    |    |    |    |                   |         |
  +    +    +----+    +    +----+----+    +----+----+
  |              |         |                        |
  |              |         |                        |
  +----+----+----+----+----+----+----+----+----+    +

It matters to start there because it will be easier if you go backwards.

The maze has 100 cells. For each cell, we can calculate which exit goes back toward the entrance, assigning the letters U, D, L, R:

  U R R D L L R D L L
  U L L D L U L L L U
  R R U D D L L L L U
  U L D L L R R D U U
  U L L U D L L L U D
  R R R U L R R R U D
  U D R R U U R R D D
  U D U U R U U D L D
  U D U U D L L L U L
  U L L U L R R U L L
Stats:

  L - 33
  U - 29
  R - 20
  D - 18
Left and Up are more frequent back-to-entrance escapes than Right or Down. This is because of the way the maze was generated.

To check the hypothesis, we should analyze it in the other direction. For each cell, determine the exit which heads in the direction of the exit:

  D R R D L L R D L L
  D R D D L U L L L U
  D L L D D L L L L U
  D L R D L R R D D U
  R R U D D L L L U D
  R R R R D R R R U D
  U D R D L U R R D D
  U D U D R U U D L D
  U D U D R R R D U L
  U L L R U R R R R D
Stats:

  D - 30
  R - 28
  L - 24
  U - 18
There is a weaker bias for the D-R axis toward the exit, compared to the L-U axis toward the entrance. I suspect if we study larger numbers of larger mazes, we will find similar findings.

So that is to say, it is easier to navigate the maze in the reverse direction: the heuristic to try left/up exits will work more often than the right/down in the proper direction.

smartmic•11mo ago
From the book "Mazes for Programmers" by Jamis Buck, 2015, The Pragmatic Programmers (a must-read for any maze/programming enthusiast!):

> Aren't mazes supposed to have starting points and end points? […] honestly, […] it's entirely up to you. […] The maze […] is a perfect maze, and one of the attributes of a perfect maze is that there exists exactly one path between any two cells in it. […] You pick them, and there's guaranteed to be a path between them.

You do not need to choose an entrance or exit only on the sides, but you can also choose "Pacman-style" where the goal is to reach points inside the maze.

"Perfect" refers to the mathematical/logical properties of a maze (i.e. no loops), not the aesthetical aspect. I have not checked though if the mazes in the source here are all perfect.

kazinator•11mo ago
While you can put the entrance and exit wherever you want, if you know that the maze was generated by a recursive branching process which had a starting point somewhere, it probably behooves you to put the start at that point corresponding to the root of the tree, so that the maze wanderer faces the most branching choices.

Laying out the abstract maze tree into the rectilinear grid of cells obfuscates the tree somewhat, but not entirely. A process that generates from upper left to lower right, for instance, will tend to generate cells whose parent-headed exits going left and up more often than not, making the reverse direction a bit easier.

(Again, it depends on the maze generation process.)

kazinator•11mo ago
Making random mazes in a rectilinear grid is a good exercise for one big reason: mazes are not all the same. Mazes have style can be very knotty and twisty, or have long passages. You can add hacks into a given algorithm to vary the style, but there are certain things it won't necessarily do.

Show HN: Voice AI Toys on ESP32 with Cloudflare Durable Objects

https://github.com/akdeb/ElatoAI/tree/main/server/cloudflare
1•akadeb•1m ago•0 comments

Change management problem rarely mentioned when pushing AI to engineering teams

https://shiftmag.dev/as-an-engineering-manager-i-couldnt-ignore-ai-if-my-teams-are-to-survive-9061/
1•cyberkoza•3m ago•1 comments

Cerebras S-1

https://www.sec.gov/Archives/edgar/data/2021728/000162828026025762/cerebras-sx1april2026.htm
2•herpderperator•3m ago•0 comments

Why, After All These Years, MZI-Based Transistorlessness Might Be Here

https://write.as/mnggfj7asl07k
1•rbanffy•5m ago•0 comments

Opinion 195

https://sites.math.rutgers.edu/~zeilberg/Opinion195.html
1•paulpauper•5m ago•0 comments

The N.Y.P.D. Is Teaching America How to Track Everyone Every Day Forever

https://www.nytimes.com/interactive/2025/09/15/opinion/nypd-surveillance.html
1•Cider9986•5m ago•0 comments

The Arctic's growing mosquito problem

https://www.science.org/doi/10.1126/science.aeh9505
1•ChrisArchitect•5m ago•0 comments

Meta targets May 20 for first wave of layoffs; additional cuts later in 2026

https://www.reuters.com/world/meta-targets-may-20-first-wave-layoffs-additional-cuts-later-2026-2...
3•fvrghl•8m ago•1 comments

Listening in on the brain's electrical conversations with better tools

https://medicalxpress.com/news/2026-03-brain-electrical-conversations-tools.html
1•PaulHoule•10m ago•0 comments

Show HN: Jean2 – An Open-Source Agent You Assemble Like Lego

https://github.com/rabbyte-tech/jean2
1•danielbilekq•11m ago•1 comments

Sam Altman Is Dangerously Disconnected from Reality

https://weaponizedspaces.substack.com/p/sam-altman-is-dangerously-disconnected
2•rbanffy•12m ago•0 comments

Composing a Search Engine

https://exa.ai/blog/composing-a-search-engine
1•metadat•12m ago•0 comments

What if database branching was easy?

https://xata.io/blog/what-if-database-branching-was-easy
1•tee-es-gee•15m ago•0 comments

Dennis Ritchie's PhD Dissertation [pdf]

https://archive.computerhistory.org/resources/access/text/2020/05/102790971/Ritchie_dissertation.pdf
2•keepamovin•16m ago•0 comments

Two Motorola Transistors Became the Default NPNs

https://www.allaboutcircuits.com/news/how-two-motorola-transistors-became-the-worlds-default-npns/
1•ChuckMcM•17m ago•1 comments

Nature is our source of randomness: on the death of Michael O. Rabin

https://www.heise.de/en/news/Nature-is-our-source-of-randomness-on-the-death-of-Michael-O-Rabin-1...
1•rbanffy•18m ago•0 comments

Should you feed child guests dinner?

https://theconversation.com/should-you-feed-child-guests-dinner-what-swedengate-tells-us-about-fo...
1•sigma5•19m ago•2 comments

Breakthrough takes big step toward safe, reversible male contraception

https://news.cornell.edu/stories/2026/04/breakthrough-takes-big-step-toward-safe-reversible-male-...
2•thunderbong•19m ago•0 comments

The Linux Slayers: Office, Photoshop, and AutoCAD

https://hajo.me/blog/2026/04/17/the-linux-slayers-office-photoshop-autocad/
1•fxtentacle•19m ago•0 comments

Zymacs on Writing .gitignore Files

https://zymacs.github.io/
2•kernzistor45•24m ago•0 comments

FP-DSS: Floating Point Divider State Sampling

https://roots.ec/blog/fpdss
1•ledoge•26m ago•0 comments

Ask HN: What's the most profitable SaaS in this decade?

1•wasimsk•27m ago•1 comments

Carleton College Cookie House

https://www.nytimes.com/2026/04/17/dining/carleton-college-minnesota-cookie-house.html
1•js2•27m ago•1 comments

Turn a Kindle ASIN export into an Audible wishlist, automatically

https://github.com/hokocodes/kindle-to-audible
1•hokole•27m ago•0 comments

Machine Generated and Checked Proofs for a Verified Compiler (Experience Report)

https://arxiv.org/abs/2602.20082
1•matt_d•28m ago•0 comments

Rostra – P2P Social Network

https://rostra.me/
2•janandonly•29m ago•0 comments

A Common MVP Evolution: Service to System Integration to Product

https://www.skmurphy.com/blog/2017/08/07/a-common-evolution-service-to-system-integration-to-prod...
1•skmurphy•30m ago•1 comments

Up to 8M Bees Are Living in an Underground Network Beneath This Cemetery

https://www.discovermagazine.com/up-to-8-million-bees-are-living-in-an-underground-network-beneat...
1•janandonly•31m ago•0 comments

Stalwart-Sentinel – A physics-based logic gate to stop AI hallucinations

https://github.com/taxischramm347-pixel/Stalwart-Sentinel-MVP-/tree/main
1•taxi347•32m ago•0 comments

Sell your private code to the big labs

https://hashseatic.com/
1•mpcadosch•34m ago•0 comments