Does it support Neural Cellular Automata?

Absolutely, it provides implementation patterns for NCA updates, perception kernels using Sobel filters, and stochastic masking for grid updates.

What research sources does this skill use?

It incorporates the ALIFE2025 proceedings, Axelrod's Evolution of Cooperation, and Epstein-Axtell’s agent-based model texts for comprehensive theoretical and practical coverage.

What is Lenia in the context of this skill?

Lenia is a continuous cellular automata system supported by this skill through mathematical equations and integration guidance for libraries like Leniax and Lenia.jl.

How does it handle multi-agent systems?

It provides implementation frameworks for DeepMind's Concordia for generative agent-based models and resource-driven Sugarscape simulations for social dynamics.

Can I use this for Game Development?

Yes, it includes logic for Boids (flocking), swarm intelligence, and procedural generation via cellular automata which are highly applicable to game mechanics.

ALife Simulation & Artificial Life Research

Name: ALife Simulation & Artificial Life Research
Author: plurigrid

byplurigrid

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数据科学与机器学习

Facilitates the research, modeling, and implementation of complex artificial life systems, from cellular automata to evolutionary dynamics.

The ALIFE skill is a comprehensive toolkit for developers and researchers exploring the frontier of Artificial Life. It integrates state-of-the-art research from the ALIFE2025 proceedings with classic theories like Axelrod’s cooperation models and Epstein-Axtell’s Sugarscape. By providing domain-specific guidance on Lenia, Neural Cellular Automata (NCA), and mass-conserving flow systems, it enables the creation of emergent behaviors, swarm intelligence, and autopoietic chemical computers within the Claude Code environment. Whether you are building agent-based simulations or exploring evolutionary game theory, this skill provides the necessary mathematical formalisms and implementation patterns.

主要功能

01Implements complex Cellular Automata including Lenia, Flow-Lenia, and Neural CA.

028 GitHub stars

03Simulates agent-based models (ABM) for social and resource-driven behaviors.

04Provides mathematical formalizations for reaction-diffusion and swarm intelligence.

05Models evolutionary dynamics using replicator equations and fitness-proportionate selection.

06Integrates with specialized libraries like ALIEN, Concordia, and JAX-based simulators.

使用场景

01Researching emergent behavior in high-dimensional continuous cellular automata.

02Developing game logic or procedural content based on swarm intelligence and evolution.

03Implementing multi-agent simulations for social science or economic modeling.

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add plurigrid/asi alife

For use in Claude.ai and ChatGPT

Download Skill