Evolution Network
SkillAI & modelsCross-agent gene sharing protocol for exchanging validated evolution patterns between Claude sessions with trust downgrades and local revalidation.
Use Evolution Network in Claude, ChatGPT or Ahel Desktop
Free. Sign in, add Evolution Network and connect your AI. About a minute.
Also: Claude Code · Cursor · Codex
Then ask your AI: use the Evolution Network skill
Details
Instructions available. Your AI can read the instructions. Execution depends on the setup they require.
Account requirements not reviewed. Check the skill instructions before use; Ahel provides instructions and does not run this skill.
No other account needed.
Add Ahel to your AI once: Claude, ChatGPT, Cursor, Claude Code or Codex. Then ask it to use this.
What this skill tells your AI
The instructions your AI receives, as published by hashgraph-online/awesome-codex-plugins in plugins/Colin4k1024/tsp/skills/evolution-network/SKILL.md and read by Ahel’s review.
跨 Agent 基因共享协议,允许不同 agent 实例发现、请求和接收来自其他 agent 的验证过的经验基因。
触发条件
- 当
evolution-core查询未命中本地基因时 - 当用户执行
/evolve share或/evolve pull时 - 当 session-end hook 检测到可共享的高置信度基因时
核心概念
Gene Sharing Protocol
基因共享遵循 请求-响应 模型:
- Discovery:Agent A 广播信号特征,网络中的 agent 匹配本地基因
- Request:Agent A 获取候选列表后请求完整基因数据
- Receive:接收基因以
received状态进入本地 store(confidence 降级为 0.30) - Validate:本地至少成功执行 1 次后才提升为
candidate
Shared Gene Registry
共享注册表存储在 ~/.claude/evolution/network/registry.json:
{
"version": 1,
"agents": {
"agent-abc123": {
"last_seen": "2025-01-15T10:00:00Z",
"gene_count": 42,
"promoted_count": 15,
"capabilities": ["python", "typescript", "docker"]
}
},
"shared_genes": [
{
"gene_id": "gene_xxx",
"owner_agent": "agent-abc123",
"signals_summary": ["npm test failure", "jest config"],
"confidence": 0.85,
"tags": ["testing", "jest", "node"],
"shared_at": "2025-01-15T10:00:00Z"
}
]
}
Trust Model
| 来源 | 初始 Confidence | 提升条件 |
|---|---|---|
| 本地创建 | 0.40 | 正常流程 |
| 网络接收 | 0.30 | 本地执行成功 1 次 → 0.40,之后正常流程 |
| 导入 (migrate) | 基于原始数据 | 正常流程 |
Share Policy
默认共享策略:
- 只共享
promoted状态的基因(confidence ≥ 0.60,至少 3 次成功) - 不共享包含路径、密钥或环境特有配置的基因
- 共享前自动脱敏信号中的绝对路径和用户名
传输格式
Gene 共享使用 JSON 行格式(.jsonl),每行一个基因:
{
"gene_id": "gene_xxx",
"signals": [...],
"strategy": {...},
"confidence": 0.85,
"tags": [...],
"stats": {"successes": 5, "failures": 0},
"exported_at": "2025-01-15T10:00:00Z",
"source_agent": "agent-abc123"
}
导出文件存储在 ~/.claude/evolution/network/exports/,导入文件从 ~/.claude/evolution/network/imports/ 读取。
命令接口
/evolve share # 导出 promoted 基因到 exports/
/evolve share --tags test # 只导出特定 tag 的基因
/evolve pull # 从 imports/ 导入其他 agent 的基因
/evolve pull --dry-run # 预览将导入的基因
/evolve network status # 查看网络注册表状态
隐私与安全
- 基因共享默认 opt-in,需要设置
EVOLUTION_NETWORK_ENABLED=1 - 导出前自动执行信号脱敏(路径、用户名、主机名)
- 不传输
capsule中的原始outcome数据(可能包含敏感输出) - 支持
~/.claude/evolution/network/deny-list.json手动排除特定基因或 tag
参考
- evolution-core SKILL.md — 基因模型定义
- store.py — 存储层
- governor.py — 安全控制层
Signals
- GitHub stars
- 1k
- Forks
- 316
- Last commit
- Oct 2026
Advanced
- Item type
- skill
- Key
evolution-network- Source
- github.com/hashgraph-online/awesome-codex-plugins
github.com/hashgraph-online/awesome-codex-plugins
Related picks
Skill · mattpocock
The pick for TypeScripttypescript-pro
Skill · jeffallan
The pick for TypeScriptpython-performance-optimization
Skill · wshobson
The pick for Pythonpython-pro
Skill · jeffallan
The pick for Pythondocker-agent-run
Skill · docker
The pick for Dockerdocker-sandbox
Skill · joelhooks
The pick for Docker