Agent skill

jaxlife-open-ended

JaxLife open-ended agentic simulator for emergent behavior, tool use,

majiayu000github.com/majiayu000GitHub ↗
claude-codeMIT
Install
npx skills add majiayu000/claude-skill-registry --skill jaxlife-open-ended --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 2
SKILL.md size: 14 KB
Bundled scripts: none
Version: 1.0.0
Path: skills/ai-ml/jaxlife-open-ended/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 534
Language: HTML

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# JaxLife Open-Ended **Trit**: +1 (PLUS - generator) **Color**: Red (#D82626) ## Overview Implements patterns from JaxLife and related open-ended ALife simulators: - Embodied agents with neural network controllers - Turing-complete programmable environments - Emergent communication, agriculture, and tool use - Open-ended cultural and technological accumulation ## Key Papers - [JaxLife: An Open-Ended Agentic Simulator](https://hf.co/papers/2409.00853) - Lu et al. 2024 - [Biomaker CA](https://hf.co/papers/2307.09320) - Randazzo & Mordvintsev 2023 - [LifeGPT](https://hf.co/papers/2409.12182) - Berkovich & Buehler 2024 - [The Station](https://hf.co/papers/2511.06309) - Chung & Du 2025 - [Static Sandboxes Are Inadequate](https://hf.co/papers/2510.13982) - Chen et al. 2025 ## Core Concepts ### JaxLife Environment ``` ┌─────────────────────────────────────────────────────┐ │ JAXLIFE WORLD │ ├─────────────────────────────────────────────────────┤ │ ┌─────────┐ ┌─────────┐ ┌─────────┐ │ │ │ Agent 1 │ │ Agent 2 │ │ Agent N │ ... │ │ │ (NN) │ │ (NN) │ │ (NN) │ │ │ └────┬────┘ └────┬────┘ └────┬────┘ │ │ │ │ │ │ │ ▼ ▼ ▼ │ │ ┌─────────────────────────────────────────────┐ │ │ │ PROGRAMMABLE GRI

What's inside
Steps it walks through
  1. Overview
  2. Key Papers
  3. Core Concepts
  4. JaxLife Environment
  5. Agent Architecture
  6. Programmable World
  7. API
  8. JAX Implementation
  9. Metrics for Open-Endedness
  10. GF(3) Triads
  11. Emergent Behaviors
  12. Integration with Music-Topos
  13. See Also
  14. References
Ships with 1 file
  • metadata.json
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About this skill
What does the jaxlife-open-ended skill do?

JaxLife open-ended agentic simulator for emergent behavior, tool use,

How do I install it?

Run `npx skills add majiayu000/claude-skill-registry --skill jaxlife-open-ended --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From majiayu000/claude-skill-registry, a repository with 534 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

Keep going