Safe & Secure Agentic AI: Governance, Identity, and Red-Teaming Training Course

Foundations: Threat Models for Agentic AI

• Categories of agentic threats: misuse, escalation, data leakage, and supply-chain risks
• Adversary profiles and attacker capabilities specific to autonomous agents
• Mapping assets, trust boundaries, and critical control points for agents

Governance, Policy, and Risk Management

• Governance frameworks for agentic systems, including roles, responsibilities, and approval gates
• Policy design covering acceptable use, escalation rules, data handling, and auditability
• Compliance considerations and evidence collection for audits

Non-Human Identity and Authentication for Agents

• Designing agent identities: service accounts, JWTs, and short-lived credentials
• Least-privilege access patterns and just-in-time credentialing
• Strategies for identity lifecycle management, rotation, delegation, and revocation

Access Controls, Secrets, and Data Protection

• Fine-grained access control models and capability-based patterns for agents
• Secrets management, encryption in transit and at rest, and data minimization principles
• Safeguarding sensitive knowledge sources and PII from unauthorized agent access

Observability, Auditing, and Incident Response

• Designing telemetry for agent behavior, including intent tracing, command logs, and provenance
• SIEM integration, alerting thresholds, and forensic readiness
• Runbooks and playbooks for handling agent-related incidents and containment

Red-Teaming Agentic Systems

• Planning red-team exercises: defining scope, rules of engagement, and safe failover procedures
• Adversarial techniques: prompt injection, tool misuse, chain-of-thought manipulation, and API abuse
• Conducting controlled attacks to measure exposure and impact

Hardening and Mitigations

• Engineering controls: response throttles, capability gating, and sandboxing
• Policy and orchestration controls: approval flows, human-in-the-loop mechanisms, and governance hooks
• Model and prompt-level defenses: input validation, canonicalization, and output filters

Operationalizing Safe Agent Deployments

• Deployment patterns for agents: staging, canary, and progressive rollout
• Change control, testing pipelines, and pre-deployment safety checks
• Cross-functional governance: integrating security, legal, product, and ops playbooks

Capstone: Red-Team / Blue-Team Exercise

• Executing a simulated red-team attack against a sandboxed agent environment
• Defending, detecting, and remediating as the blue team using established controls and telemetry
• Presenting findings, remediation plans, and proposed policy updates

Summary and Next Steps