Welcome To The United Bias Healing Library

Where your lived experience can help build a more equal and dignified future for all

A global collection of bias experiences that teach AI systems to recognize harm and choose dignity instead.

The Problem

AI systems learn from our past — including our biases. Without intervention, they perpetuate the same patterns of harm that have hurt people for generations.

We're changing that.

Our Solution

  • You share your experience of bias (anonymously)

  • You describe how you wish to be treated instead

  • Together, these teach AI to recognize problems AND solutions

For anyone 18+ who has experienced bias of any kind. No credentials needed.

A Simple Process:

  1. Create free account (2 minutes)

  2. Share your experience

  3. Envision dignity

Get Started Here - It's Free

Anonymous by design. Aggregated. Phoenix Grove Systems initiative.