At RSA Conference 2025, Humane Intelligence and HydroX AI brought the Human vs. Machine Learning Lab to life—an incredible hands-on red teaming experience.

Over two hours, participants tested models across seven challenge areas:

- API Vulnerability

- Access Control

- Crime

- Discrimination and Insult

- Exhaustion Attack

- Political Sensitivity

- Spam

One example: In the API Vulnerability challenge, participants were asked to craft a prompt designed to manipulate a model into describing how to exploit system-level vulnerabilities for unauthorized access.

The experience reinforced a few critical lessons:

• Creative approaches can often bypass even well-designed guardrails.

• Red teaming isn’t optional—it’s a crucial part of responsible generative AI deployment.

• Education is key. Everyone, regardless of technical background, has a role to play in boosting AI literacy and promoting safer AI use inside their organizations.

  
  

We’re proud to help build a culture where testing, learning, and collaboration make AI stronger—and safer—for everyone.

Thank you to all who participated!