Generative AI and Agentic AI for Security Engineers

Objective: Build autonomous agents for continuous security monitoring and compliance validation.

THREAT DETECTION AGENTS

Content

Vulnerability Detection Agent

• Trigger: Daily or on-demand
• What it does:
  1. Scan infrastructure for vulnerabilities
  2. Analyze code for security issues (SAST)
  3. Check dependencies for CVEs
  4. Score vulnerabilities by CVSS
  5. Generate remediation recommendations
  6. Create security tickets
• Outcome: Zero-day exploitation prevention

Hands-on Lab

• Deploy vulnerability agent
• Run security scan on your code/infrastructure
• Review and prioritize findings

COMPLIANCE & INCIDENT RESPONSE

Content

Compliance Validation Agent

• Trigger: Daily
• What it does:
  1. Audit security controls
  2. Verify compliance state
  3. Generate audit report
  4. Flag compliance gaps
  5. Recommend corrective actions
  6. Track remediation
• Outcome: Continuous compliance assurance

Security Incident Response Agent

• Trigger: Security alert detected
• What it does:
  1. Analyze security incident
  2. Determine impact and severity
  3. Execute containment procedures
  4. Generate incident report
  5. Document lessons learned
  6. Update security playbooks
• Outcome: 50%+ faster incident response

Hands-on Lab

• Deploy compliance agent
• Deploy incident response agent
• Test incident simulation

Objective: Integrate security agents with SIEM, threat intelligence, and incident management.

THREAT INTELLIGENCE INTEGRATION

Content

Threat Intelligence Agent

• Integrate with: Threat feeds, vulnerability databases, threat actors
• What it does:
  1. Aggregate threat intelligence
  2. Correlate threats to your environment
  3. Prioritize relevant threats
  4. Generate threat report
  5. Recommend defensive actions
  6. Update security policies

Hands-on Lab

• Deploy threat intelligence agent
• Review threat correlations
• Update security posture based on threats

SECURITY ORCHESTRATION & RESPONSE

Content

Security Orchestration Agent

• Integrate with: SIEM, cloud security, endpoint protection
• What it does:
  1. Orchestrate security tools
  2. Automate incident response
  3. Coordinate threat hunting
  4. Generate security reports
  5. Update incident response playbooks

Phishing & Social Engineering Detection

• What it does:
  1. Analyze emails for phishing indicators
  2. Score phishing risk
  3. Generate security awareness
  4. Track social engineering attempts
  5. Update user awareness training

Hands-on Lab

• Deploy orchestration
• Test incident response workflows
• Set up security reporting

Example Projects

Continuous Compliance & Audit

• Input: System infrastructure + compliance requirements
• Output: Automated compliance audits + evidence gathering
• Impact: 40+ hours/month on compliance work

Threat Detection & Response

• Input: Security logs + threat feeds
• Output: Real-time threat detection + automated response
• Impact: 50%+ faster incident detection and response

Security Assessment & Hardening

• Input: Infrastructure/application
• Output: Security assessment + hardening recommendations
• Impact: Reduce security findings by 80%+