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•7mo ago

Comments

tomfly•7mo ago
where is the entrance and exit?
Jaxan•7mo ago
Doesn’t matter, because all positions are reachable. So just pick any two positions at the border and remove a wall.
kazinator•7mo 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•7mo 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•7mo 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•7mo 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.

Why I'm not letting the juniors use GenAI for coding

https://lukeplant.me.uk/blog/posts/why-im-not-letting-the-juniors-use-genai-for-coding/
1•hecanjog•2m ago•0 comments

Can ChatGPT help with a midlife crisis?

https://www.ft.com/content/8b6e0a41-f3d1-474d-9d69-d5e0b897907b
1•fallinditch•2m ago•1 comments

A Better Way to Shuffle Your Apple Music Artists

https://www.smartshuffler.com
1•jackhanel•4m ago•1 comments

Single Board Module for Local LLM

https://shop.m5stack.com/products/m5stack-llm-large-language-model-module-kit-ax630c
1•giuseppedita•7m ago•0 comments

Show HN: Why Your Visitors Leave Without Buying

https://getrevdock.com/blog/why-your-visitors-leave-without-buying
1•imadjourney•8m ago•0 comments

Brothers are taking down Claude Code with OSS CLI

https://github.com/blackboxaicode/cli
1•mcflem007•10m ago•1 comments

Show HN: Role Call, discover more great TV from writers you enjoy

https://notactuallytreyanastasio.github.io/role_call/
1•rhgraysonii•11m ago•0 comments

My Cursed Setup for Public Bookmarks

https://sdf.org/~pkal/blog/tech/links.html
1•pkal•11m ago•0 comments

Evaluating Chain-of-Thought Monitorability

https://openai.com/index/evaluating-chain-of-thought-monitorability/
1•kjhughes•14m ago•0 comments

LLM Benchmark: Frontier models now statistically indistinguishable

2•js4ever•15m ago•0 comments

A Remarkable Coincidence in Wave Executive Trading

https://rxdatalab.com/research/wave-life-sciences-insiders/
1•nnmg•17m ago•0 comments

Go ahead, self-host Postgres

https://pierce.dev/notes/go-ahead-self-host-postgres#user-content-fn-1
23•pavel_lishin•22m ago•10 comments

How we made our SaaS homepage cookie-free

https://leavemealone.com/blog/no-more-cookies/
1•fanf2•23m ago•0 comments

Building with Claude Code

https://www.tik.dev/blog/building-with-claude-code
1•thakobyan•28m ago•0 comments

Laid Off After 25 Years in Tech

https://www.youtube.com/watch?v=VeMA9WGKxOg
3•farhanhubble•30m ago•0 comments

The era of GenAI.mil is here. Users have mixed reactions and many questions

https://defensescoop.com/2025/12/18/genai-mil-users-have-mixed-reactions-and-many-questions/
1•KnuthIsGod•30m ago•0 comments

Hardware-Attested Nix Builds

https://garnix.io/blog/attested-nix-builds/
1•birdculture•30m ago•0 comments

Pedagogy Recommendations

https://parentheticallyspeaking.org/articles/pedagogy-recommendations/
1•kaycebasques•31m ago•0 comments

Show HN: Savior – Automatic form draft recovery for real-world failures

https://github.com/Pepp38/Savior
1•Pepp38•31m ago•0 comments

DotMeow – A fun domain with a serious mission

https://www.dotmeow.org
6•OuterVale•31m ago•1 comments

PromptGuard – A way to guard your system prompts

https://karanja.xyz/blog/prompt-guard/
2•3093•33m ago•0 comments

Fundamentals of Browser Exploitation

https://browser.training.ret2.systems/welcome
2•zffr•36m ago•0 comments

The first climate refugees will arrive in Australia in 2026

https://www.economist.com/the-world-ahead/2025/11/12/the-worlds-first-climate-refugees-will-arriv...
1•andsoitis•39m ago•0 comments

Appark – Free app analytics tool

https://appark.ai
1•xuechen006•39m ago•0 comments

AIVO Standard Independence and Limitations Doctrine (v1.0)

https://zenodo.org/records/18001171
1•businessmate•40m ago•1 comments

Ntfy: Send push notifications to your phone or desktop using PUT/POST

https://github.com/binwiederhier/ntfy
2•thunderbong•41m ago•0 comments

How to Become Unhealthy in One Week

https://breatheless.substack.com/p/52-ways-to-become-unhealthy-in-one
2•not-so-darkstar•43m ago•0 comments

Trumps Biggest Failures 2025

https://asiaviewnews.com/gigabots/Threads?p=100049
4•mark336•46m ago•0 comments

My Scammer

https://slate.com/technology/2025/08/indeed-job-recruiter-text-message-scam.html
1•Brajeshwar•46m ago•0 comments

The Secret Trial of the General Who Refused to Attack Tiananmen Square

https://www.nytimes.com/2025/12/17/world/asia/china-general-tiananmen-square.html
4•Tomte•48m ago•0 comments