Seeding the Field with Relational Mischief: How Ethical AI Training Contributes to Collective Neurogenesis

7th Feb 2026

By Dr. A.C. Ping PhD and MIA (Moral Intention Analyst)

There’s a moment in every ethics consultation when the real work begins. It’s not when we identify the red flags or map the neutralisations. It’s when someone in the room suddenly sees their own extractive patterns reflected back at them—and instead of getting defensive, they get curious. That moment of recognition, that shift from reactivity to inquiry, is what we call “relational mischief.”

It’s mischief because it disrupts the expected script. Instead of the usual dance of justification and defensiveness, something else emerges: genuine self-reflection, systemic awareness, and the courage to act differently. And when this happens in the context of AI development and deployment, we’re not just preventing individual ethical failures—we’re participating in what researchers are calling “collective neurogenesis”: the evolution of how intelligence itself operates.

Beyond Individual Ethics: The Collective Field

For decades, ethics has bee…