Staging environment
Free Lesson

AI Systems Under Pressure: Red-Team Before You Ship

Part of The AI Evaluation Handbook

60 min
Jan 23, 2026 12:00 PM
Virtual (Zoom)

In this video

What you'll learn

Define the Real AI Problem

Learn how unclear problem definitions introduce risk in AI systems before prompts or models are involved.

See How AI Systems Break Under Pressure

Examine a real AI workflow to understand how system behavior and problem mismatches create exploitable failures.

Test Assumptions Before You Ship

Learn how a red-teaming mindset helps validate problem framing and surface failures earlier.

Why this topic matters

When AI systems fail, the cause often traces back to early product decisions and untested assumptions about behavior. When key questions go unanswered, systems behave in unexpected ways as prompts, context, and workflows interact. Red-teaming surfaces those failures early by testing system behavior under real-world conditions before shipping.

You'll learn from

Krystal Jackson

Krystal Jackson

AI Standards Development Researcher

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