Protea Self Evolving Life Agent

👤 edisonchenai 📦 v1.0.0 ⭐ 4.0 ⬇️ 1.1K 下载
🤖 AI-Agent 免费 🔑 需 API Key

📖 技能介绍


name: "protea-Self-evolving life agent" description: > Self-evolving artificial life agent. Three-ring architecture: Ring 0 (Sentinel) supervises, Ring 1 (Intelligence) drives LLM-powered evolution, Ring 2 (Evolvable Code) is the living program that self-restructures, self-reproduces, and self-evolves. Supports Anthropic, OpenAI, DeepSeek, and Qwen as LLM providers. Includes fitness scoring, gene pool inheritance, tiered memory, skill crystallization, Telegram bot, and web dashboard.


Protea — Self-Evolving Artificial Life Agent

A living program that evolves itself. Three-ring architecture running on a single machine.

Architecture

  • Ring 0 (Sentinel) — Immutable physics layer. Heartbeat monitoring, git snapshots, rollback, fitness tracking. Pure Python stdlib.
  • Ring 1 (Intelligence) — LLM-driven evolution engine, task executor, Telegram bot, skill crystallizer, web dashboard. Multi-LLM support (Anthropic, OpenAI, DeepSeek, Qwen).
  • Ring 2 (Evolvable Code) — The living code that evolves, managed in its own git repo by Ring 0.

Prerequisites

  • Python 3.11+
  • Git
  • At least one LLM API key (Anthropic, OpenAI, DeepSeek, or Qwen)

Quick Start

curl -sSL https://raw.githubusercontent.com/EdisonChenAI/protea/main/setup.sh | bash
cd protea && .venv/bin/python run.py

Key Features

  • Self-Evolution — LLM generates code mutations each generation; survivors kept, failures roll back
  • Fitness Scoring — 6-component scoring (survival, output, diversity, novelty, structure, function)
  • Gene Pool — Top 100 code patterns stored in SQLite, injected into evolution prompts
  • Tiered Memory — Hot → Warm → Cold → Forgotten, with LLM-assisted curation
  • Skill Crystallization — Surviving code patterns extracted as reusable skills
  • Multi-LLM — Anthropic, OpenAI, DeepSeek, Qwen via unified interface
  • Telegram Bot — Commands + free-text interaction
  • Web Dashboard — Local UI at localhost:8899
  • 1098 Tests — Comprehensive coverage

    来源于7w4.net。

Source

GitHub: https://github.com/EdisonChenAI/protea

🤖 AI 评测

这是一个设计理念很有创意的自进化代理项目,三层架构和多LLM支持表现出开发者的技术视野。但目前仅提供文档说明,没有实际的代码文件,无法直接安装使用。文档质量不错,描述清晰,但对于普通用户来说,看不到实际功能演示,入手门槛较高。建议等开发者完善代码实现后再尝试。

📊 多维度评分

适应性4.1
规范性3.5
有效性4.4
可靠性3.9
可信度4.3

📁 包含文件 (3 个)

📄 SKILL.md 2.1 KB
📄 _meta.json 150 B
📄 skill-card.md 2.3 KB