@ExUtumno

Prince of probabilistic models, procgen messiah, tamer of Markov chains, the untrolled, necromancer of topics https://xitter.cf/t.co/yJanH6SL5X

 Helsinki
github.com/mxgmn
Joined December 2015
  • Tweets1.3K
  • Following1.2K
  • Followers10.3K
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Procedural generation from a single example by wave function collapse github.com/mxgmn/WaveFunctio…
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Geogaze@geogazeOct 21
Procedural terrain generation with Wave Function Collapse #AI #LLM #IndieDev #Voxel #indiegames #proceduralgeneration #GameDev
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bilge@bilgetbdSep 10
excited to announce my new game 'Maybe... I'll go to the beach' 🏖️ it's a small spatial programming puzzle game inspired by Cellular Automata, CellPond (TodePond), MarkovJunior(mxgmn) more info below <3
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Just the terrain from the Rampart-inspired game proto I posted earlier #ScreenshotSaturday #WaveFunctionCollapse #threejs
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New project: HexCastle 🔥Live: hexcastle.andriibabintsev.co… Wave Function Collapse is quite fun!
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Felix Turner
@felixturnerMar 9
I built a procedural medieval island map generator using Wave Function Collapse on hex grids. 4,100 cells, 900 possible states per cell, 60fps on mobile. Wrote up the whole process with lessons learned. Links below 👇 #threejs #webgpu
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Fennec@_Fennec_Xyz28 Apr 2025
Building a blazing fast ⚡ Wave Function Collapse solver for three.js Sharing some technical notes on how I’m squeezing performance out of every frame. (WIP 🚧 - but already interactive and ultra-fast!) #threejs #gamedev #WFC #creativecoding 🧵1/6
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Tommy Dräger
@mlsprwr5 Mar 2025
A while ago, I posted that browser-based editor that creates isometric maps using Wave Function Collapse (WFC). I forgot to share most important thing of all, the url😖!! apps.fenixfox-studios.com/wa… #WFC #isometric #pixelart #gamedev #gamedevelopment #indiedev
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algoritmic
@algoritmic23 Aug 2024
MarkovJunior is a probabilistic programming language where programs are combinations of rewrite rules and inference is performed via constraint propagation github.com/mxgmn/MarkovJunio…
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Tried porting the generator to Godot. No fancy tiles nor collapse heuristic, but a navigability flood-fill, placing trees at unreachable tiles.
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i still think about this program, definitely one of my favorites
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Cool work! Apparently, you can generate locally-similar shapes using graph grammars.
Paul Merrell@paul_merrell429 Aug 2023
For many years, I've been developing a new procedural modeling technique that overcomes many of the limitations of my PhD work on Model Synthesis and WFC. It's a completely new approach that uses graph grammars. It doesn't use tiles. I just presented it at SIGGRAPH!
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These structures are made of small tiles!
Élie Michel 🍪@exppad11 Jul 2023
Pleased to announce the publication of our #MesoGen paper at #SIGGRAPH2023! 🥳 Come and design rich #mesostructures thanks to our tile-based workflow! With @boubek 📔Webpage & paper: eliemichel.github.io/MesoGen ⚙️Open Source: github.com/eliemichel/MesoGe… 📽️Video: youtu.be/AXDTo-JkECc
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Marian@marian42_20 Jun 2023
New blog post: Generating an infinite world with the Wave Function Collapse algorithm >> marian42.de/article/infinite…
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Tommy Dräger
@mlsprwr30 Mar 2023
I Just developed a browser-based editor that creates beautiful isometric tile maps in pixel art style! Inspired by @OskSta's work I've started my own WFC project. Stay tuned - more improvements to come! #WFC #isometric #pixelart #gamedev #gamedevelopment #indiedev
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"A few tiles later".. rewrote the WFC algorithm, so now it has a good navigability heuristic and some other neat stuff. Maybe the next @BadNorthGame should take place in the forest, like this?
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I've never actually explained about DeBroglie/Tessera's path constraint, despite it being the most useful feature I've written. Basically, it's an enhancement for #wavefunctioncollapse procedural generation that can for the generation to be globally connected.🧵
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Added different rooms to my dungeon generator. The algorithm mostly relies on a find a replace routine. I want to try house generation next. Heavily inspired by work done by @ExUtumno #screenshotsaturday #gamedev #indiedev #indiegame #IndieGameDev #pixelart #voxels #raytracing
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Hans Chiu
@chiu_hans19 Nov 2022
Days 19-20: Hidden Dwelling 🏠 #nodevember #nodevember2022 #B3D #GeometryNodes
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Alasdair@lasdairmott13 Nov 2022
#procgen #wfc
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2D Wave function collapse with backtracking and freely adjustable socket rules, including exception tiles. Made with a free tile set from @KenneyNL #madewithunity #gamedev
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