import { AuditLog } from "../models/AuditLog.js"; import { extractFeatures } from "../security/featureExtractor.js"; import { isAnomaly } from "../security/anomalyEngine.js"; import { emitAdminAlert } from "../ws/adminWs.js"; export async function securityAudit(req, payload) { const log = await AuditLog.create({ ...payload, userId: req.user?.id, ip: req.ip, userAgent: req.headers["user-agent"], }); const features = await extractFeatures(log); if (isAnomaly(features)) { log.isAnomaly = true; await log.save(); emitAdminAlert({ type: "ML_ANOMALY", action: log.action }); } }