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Vulnerability Management

This article was originally published on AI Study Room. For the full version with working code examples and related articles, visit the original post.

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

Vulnerability Management

The Vulnerability Management Lifecycle

Vulnerability management is a continuous process: discover, classify, prioritize, remediate, and verify. It is not a quarterly checkbox exercise.

Scanning Infrastructure

Deploy scanners across your environment:

scan-schedule.yaml

scanners:

\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\- type: network

tool: nessus

target: 10.0.0.0/8

schedule: daily

port_range: 1-65535

\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\- type: webapp

tool: burp-suite

target: "https://*.example.com"

schedule: weekly

auth_session: required

\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\- type: container

tool: trivy

target: "registry.example.com/*"

schedule: on-push

CVSS and EPSS Prioritization

CVSS (Common Vulnerability Scoring System) measures severity. EPSS (Exploit Prediction Scoring System) measures likelihood of exploitation.

import requests

class VulnerabilityPrioritizer:

def init(self):

self.epss_api = "https://api.first.org/epss/v1"

def prioritize(self, vulnerabilities):

scored = []

for vuln in vulnerabilities:

cvss = vuln.get("cvss_score", 0)

Get EPSS score

epss = self.get_epss(vuln["cve_id"])

Combined priority score

priority = (cvss * 0.4) + (epss * 0.6)

scored.append({

"cve": vuln["cve_id"],

"cvss": cvss,

"epss": epss,

"priority": priority,

"has_exploit": vuln.get("exploit_available", False)

})

return sorted(scored, key=lambda x: x["priority"], reverse=Tru


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