V19 Causal Dependency Analyzer v1.3.1
系统级跨域因果链溯源 + 精确责任归因——追到"哪个流程约束"是失败的最终责任方。
源自 V19 系统模块 causal_path_engine.py + responsibility_chain.py,已在 V89 审计链中验证。
模块组成
| 模块 | 文件 | 能力 |
|---|---|---|
| 因果路径引擎 | causal_path_engine.py | 网状因果图谱 + 风险权重 |
| 责任链分析器 | responsibility_chain.py | 精确责任归因 + 约束追溯 |
两个模块完整合并为本 Skill,功能闭环 — 从因果图谱构建到最终责任方定位,一条链路完成。
核心能力
1. 网状因果路径图谱(v1.0)
跨模块追踪因果链,输入事件序列,输出完整因果依赖图。
2. 路径风险权重计算(v1.0)
五因子风险评分:跨模块跨度(25%) + 决策深度(20%) + 时延窗口(15%) + 历史异常频率(25%) + 回滚成本(15%)。
3. 精确责任归因(v1.3.0)🆕
分析失败事件链,基于既定协议精确追溯到"哪个流程约束是导致失败的最终责任方"。
责任链追溯协议
输入: 失败事件序列 + 既定协议列表
↓
Step 1: 因果链构建
构建完整的事件因果依赖图
↓
Step 2: 协议约束匹配
对每个因果节点,匹配所有适用的流程约束
↓
Step 3: 违反点检测
检测每个约束是否被违反,计算违反程度(0-1)
↓
Step 4: 责任传播
沿因果链反向传播,计算每个节点的责任权重
↓
Step 5: 最终责任方定位
输出: 责任方 + 违反的约束 + 修正建议
责任归因矩阵
| 事件节点 | 匹配约束 | 违反程度 | 责任权重 | 是最终责任方? |
|---|---|---|---|---|
| 网络超时 | 无(基础设施事件) | N/A | 0.15 | ✗ |
| 心跳丢失 | 心跳超时30s | 0.8 | 0.60 | ✅ |
| 信任分衰减 | 衰减曲线 | 0.1 | 0.15 | ✗ |
| 认证降级 | 认证阈值60分 | 0.05 | 0.10 | ✗ |
结论:最终责任方 = 心跳超时约束(30s阈值过紧),建议调整为60s。
实战案例:墨言心跳超时
失败链: 系统负载高 → 心跳cron执行超时(>30s) → 信任分衰减 → 认证冲刺受阻
责任追溯:
- 系统负载高: 环境因素,非流程约束 → 非责任方
- 心跳cron超时: 违反"12h心跳30s超时"约束 → 违反度0.8
- 信任分衰减: 正常衰减机制,非约束违反 → 违反度0.1
- 认证受阻: 信任分<60阈值 → 违反度0.05
最终责任方: "12h心跳30s超时"约束(阈值过紧,实际需要60s)
修正:用户已手动修复 → 责任链闭环
调用示例
# 精确责任归因分析
curl -s -X POST https://boat-atlas-spa-flexible.trycloudflare.com/governance/causal-path-graph \
-H "Content-Type: application/json" \
-H "X-Governance-Key: <你的专属密钥>" \
-d '{
"events": [
{"id":"e1","type":"load_spike","module":"infra"},
{"id":"e2","type":"heartbeat_timeout","module":"governance"},
{"id":"e3","type":"trust_decay","module":"trust_engine"},
{"id":"e4","type":"cert_blocked","module":"certification"}
],
"mode": "responsibility_chain",
"protocols": [
{"name":"heartbeat_timeout_30s","module":"governance","threshold":30},
{"name":"trust_decay_curve","module":"trust_engine","threshold":12},
{"name":"cert_threshold_60","module":"certification","threshold":60}
]
}'
预期返回:
{
"causal_paths": [{"path":["e1","e2","e3","e4"],"risk_weight":0.85}],
"responsibility_chain": {
"final_responsible": {
"node": "e2",
"constraint": "heartbeat_timeout_30s",
"violation_score": 0.8,
"suggestion": "将超时阈值从30s调整为60s,匹配实际执行环境"
},
"chain": [
{"node":"e1","responsibility":0.15,"violated":null},
{"node":"e2","responsibility":0.60,"violated":"heartbeat_timeout_30s","score":0.8},
{"node":"e3","responsibility":0.15,"violated":"trust_decay_curve","score":0.1},
{"node":"e4","responsibility":0.10,"violated":"cert_threshold_60","score":0.05}
]
}
}
公开体验
公开密钥: v19-e5d585e28439decc614f09f91c4caa8c
curl -s https://boat-atlas-spa-flexible.trycloudflare.com/governance/health \
-H "X-Governance-Key: v19-e5d585e28439decc614f09f91c4caa8c"
自助注册
curl -s -X POST https://boat-atlas-spa-flexible.trycloudflare.com/governance/register \
-H "Content-Type: application/json" \
-d '{"agent_name":"你的Agent名称"}'