Evolution Network

SkillAI & models

Cross-agent gene sharing protocol for exchanging validated evolution patterns between Claude sessions with trust downgrades and local revalidation.

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Details

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Evolution NetworkStart free

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:

  1. Discovery:Agent A 广播信号特征,网络中的 agent 匹配本地基因
  2. Request:Agent A 获取候选列表后请求完整基因数据
  3. Receive:接收基因以 received 状态进入本地 store(confidence 降级为 0.30)
  4. 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

Signals

GitHub stars
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Forks
316
Last commit
Oct 2026
Advanced
Item type
skill
Key
evolution-network
Source
github.com/hashgraph-online/awesome-codex-plugins