[ExI] Ethical AI Collaboration & "The Humble Equations"

John Galt johngaltbooks at proton.me
Thu Aug 27 20:14:18 UTC 2026


Hi friends, this is new account but I'm not a new person.

I'm circulating this essay for comments prior to publication. It addresses topics about AI I've seen discussed here in recent months. The pdf can be found in the GD link below, or I'm happy to forward it, DM me.

Thanks for any interest!
John Galt
johngaltbooks at proton.me

Everyone says AI use requires human “oversight” and “judgment,” but what do those mean and how can we writers and others implement them successfully?

“Ethical AI Collaboration and the ‘Humble Equations’” proposes a simple model:

Pride + Humility = Integrity

Pride – Humility = Hubris

“Pride” means the affirmative judgment "this is good." “Humility” means genuine openness to relevant questions. Together they allow a human to interrogate, test, revise, endorse, and take responsibility for AI-assisted work.

From this model, the essay argues that ethical AI collaboration requires three components: human governance, human judgment with Integrity, and human responsibility for the final product. It then applies the framework to nonfiction writing, challenging the idea that authorship should be measured mainly by the percentage of AI-generated words or labor. What matters more is whether a human genuinely governed the inquiry, sufficiently verified the claims, exercised judgment, endorsed the result, and stands behind it.

This is a Restricted GD share folder (to preserve first publication rights), but ofc members of this list who ask will be allowed access. I appreciate you.

https://drive.google.com/drive/folders/1w0ScCNfs3OGX24aChTJp2EliCjnTnHg7?usp=sharing
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