Neural Particle Automata

Hacker News

Neural CAs model self-organizing pattern formation on grids. Now the grid is gone. Each cell is an agentic particle that can move freely in space and change its state. While each particle follows a simple shared rule, many together can grow complex morphologies or form intricate patterns. The resulting particle system as a whole can regenerate from damage and exhibits surprising emergent behavior. Try cutting the lizard and watch it heal itself!

Visit product View on Hacker NewsJun 23, 2026

Share card

Actual performance

88points

19comments

Made the leaderboard

Launch Intel predictions

Analyze your own launch →

Hacker NewsStrong engagement from HN community · Strong signals: io · Missing: https docs, excited, just released

59%59% predicted probability of success on Hacker News, based on ML models trained on real launch data.

nativeThis product was originally launched on this platform.

Product HuntOn track for Day 1 leaderboard · Strong signals: agent, model, agentic · Missing: mac, agents, macos

52%52% predicted probability of success on Product Hunt, based on ML models trained on real launch data.

AppSumoMay struggle as an AppSumo deal · Missing: plus, platform, intuitive

49%49% predicted probability of success on AppSumo, based on ML models trained on real launch data.

Indie HackersIH features products with proven revenue · Missing: supports, reddit linkedin, podcasting

42%42% predicted probability of success on Indie Hackers, based on ML models trained on real launch data.

TrustMRRLess likely to generate early MRR · Missing: mobile apps, ios, personal

39%39% predicted probability of success on TrustMRR, based on ML models trained on real launch data.

Acquire.comPre-revenue stage for this audience · Missing: arr, mrr, revenue

18%18% predicted probability of success on Acquire.com, based on ML models trained on real launch data.

BetaListMay not resonate with beta-testers · Missing: web3, chat, crypto

13%13% predicted probability of success on BetaList, based on ML models trained on real launch data.

Correct prediction on native model

Similar products

Neural ALU Implemented in X86 Assembly75%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Neural ALU Implemented in X86 Assembly

Hacker News1

Neural-hash-collider – Find target hash collisions for NeuralHash53%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Neural-hash-collider – Find target hash collisions for NeuralHash

Hacker News623

Jixp, a Lisp DSL for describing Jax neural nets59%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Jixp, a Lisp DSL for describing Jax neural nets

Hacker News6

Fast Newton's Method for Neural Nets, with Finite Difference43%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Fast Newton's Method for Neural Nets, with Finite Difference

Hacker News3

Mertonon – Neural Organizational Management44%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Mertonon – Neural Organizational Management

Hacker News2

Neural Hive40%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Neural Hive — Building the Internet of AI

Indie Hackerscommitment-full-time

netttt: evolving neural nets to play tic tac toe47%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

netttt: evolving neural nets to play tic tac toe

Hacker News1

Mertonon, Neural organizational management (Neural economic planning)45%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Mertonon, Neural organizational management (Neural economic planning)

Hacker News2

Neural network that impersonates writers71%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Neural network that impersonates writers

Hacker News48

Morphing Somatic Quasicrystal Neural Network54%Launch Intel prediction score: how likely this product is to succeed on its source platform, based on its name, tagline, and description.

Morphing Somatic Quasicrystal Neural Network

Hacker News3

Browse all products Analyze your launch