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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.

A golden cover of a notebook or journal featuring a circuit board-style illustration of a bird, possibly a robin, with space for writing on the right side.