⚙️ 2. AI 管道中转处理 (Process)
1. 拦截与报文预洗
清洗剔除无关噪音文件与存量静态缓存
↓
2. AI LLM 语义大模型审计
融合企业级架构准则 Prompt 进行意图级合规走查
↓
3. 差分校对与指标对齐
将 AI 得分、漏洞隐患、文档差异化计算并结构化装箱
📤 3. 落地结构化数据资产 (Output)
{
"project_id": "yili-marketing-system",
"commit_id": "9b1b7a3c",
"developer": "vendor_engineer_li",
"timestamp": "2026-07-13T10:15:30Z",
"modules": [
{
"module_name": "seckill-service",
"metrics": {
"cyclomatic_complexity": 28,
"duplicated_lines_pct": 8.5
},
"ai_review_score": 41,
"risk_level": "DANGER",
"ai_summary": "发现营销秒杀模块存在未加锁的库存扣减逻辑，极易在高并发下引发超卖。"
}
]
}