Periagoge
Scenario

Why Your Criminal Justice AI Mirrors Your Personal Biases

My AI system for parole decisions is statistically fair but it recommended longer sentences for defendants who remind me of my brother and I do not know if that is coincidence.

More people experience this than they realize.

What we've seen

Algorithmic objectivity becomes impossible when training data and design decisions inevitably encode the creator's own social position and unconscious prejudices.

Your guide for this
Aurelius
Aurelius works with people navigating exactly this kind of situation.
Ideas that help explain it
Worth thinking about

“Where Are You with Physical AI, Robotics & Automation?”

Peri

Peri can explain why this happens, help you decide if this is the right situation for you, and point toward the right journey or coach.

If this sounds familiar, the Library can help you find the bigger picture.