Workflows, Artifacts & the G-I-A Risk Framework
Audit autonomous AI agents the way they are actually built. Learn how agentic workflows work, the Agent Development Lifecycle that produces audit evidence, and the Generation / Integration / Amplification (G-I-A) risk framework — then learn to pull the right artifacts out of dev, test, and release to give assurance over each risk layer.
Certificate Paths
These stages map to Network+, Security+, ISC² CC, and CySA+ exam domains →
Anthropic HQ
Anatomy of an Agentic Workflow
GitHub Universe
The Agent Development Lifecycle
EY Global
Generation, Integration, Amplification
Stanford HAI
Auditing the Generative Layer
OWASP Foundation
Auditing the Integration Layer
Bank of England
Auditing the Amplification Layer
NIST
The Artifact & Evidence Trail
GitLab
Getting the Artifacts Out of the Pipeline
ISACA Global HQ
The Baseline Control Catalog
The Audit Committee
Running a Baseline Agentic Audit