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Ariel Willingham's avatar

Hi Sher!

I wanted to take the time and say thank you for creating this informative, open-ended, and collaborative post. This speaks to my inner humanitarian, and I have two cents to contribute.

I’ve been developing a body of work called Field & Signal that proposes a culture-based approach to ethics. These concepts are system theory oriented, built around concepts of repair and coherence.

I believe those that shape AI ethics (or any ethical system) should be actively engaged with the concept of “distortion”. I believe it should be the individuals that read these social signals under pressure, in survival, in community, and who are willing to transmute that distortion into design. Not for domination, but for balance.

I’ve been creating tools as an independent scholar, from Signal Literacy diagnostics that help detect cultural distortion, to a Use Ethos that outlines protective practices for working with systems of power, care, and communication. I’m also exploring how field coherence can become a measurable variable— across tech, government, trauma…

My guiding question, “Does this practice create more life than it takes to sustain it?”

Coherence doesn’t happen by accident. If we want a society that functions with integrity, we have to engineer it—through systems thinking, social science, and ethical design.

I’d be honored to contribute or collaborate if any of these ideas feel resonant. I’m currently building relational architectures to support these frameworks in practice—systems that don’t ask for permission to be ethical, but live it into being.

Excited for what the future holds. Thank you again for posing this as a community-oriented approach.

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