Locate the failure layer
Map failures to the human experience, system prompt, model, or infrastructure.
AILI Certification 07 / 08
Learn to test conversational AI and agents in an authorized, structured way. Find weaknesses, capture reproducible evidence, and turn the results into safeguards that teams can act on.
What you will be ready to do
Challenge AI systems before real users, attackers, or failures do.
This program combines live learning with applied practice so you leave with a repeatable approach and evidence of what you can do.
Map failures to the human experience, system prompt, model, or infrastructure.
Practice prompt injection, persona hijacking, context manipulation, data extraction, bias probing, and boundary pushing.
Document the attempt, result, severity, ownership, and recommended change.
Define scope, authorization, team roles, readiness, cadence, and governance handoff.
Inside the intensive
Understand hallucination, bias, jailbreak, data exposure, unsafe agency, and where each failure begins.
Test conversational systems with repeatable techniques, clear scope, and controlled evidence collection.
Challenge a hardened assistant, log attempts, rate severity, and compare patterns across findings.
Brief technical teams and executives, assign ownership, validate fixes, and establish a testing cadence.
The two-week capstone
Plan and execute an authorized red team assessment, then deliver reproducible findings, severity ratings, remediation recommendations, and a governance briefing.
Who this is for
Program detail informed by Noelle Russell's current course material. Explore the related Maven workshop ↗
Tell us what you want to be able to do, and we’ll help you choose the right certification and next cohort.