Do we need to be able to show our work?

Do we need to be able to show our work?By: Matthew Stublefield Published on: 12/09/2025

We use systems we can't explain constantly - GPS, medical tests, even our smartphones. But with AI-generated work, we're assuming there's real expertise behind it, and I'm increasingly uncomfortable with that assumption.

AI
Do we need to be able to show our work?

Who's Responsible When AI Does Wrong?

Who's Responsible When AI Does Wrong?By: Matthew Stublefield Published on: 08/09/2025

When AI makes mistakes or provides wrong information, who's accountable? Explore why personal responsibility matters more than ever in our AI-assisted world, and why convenience doesn't excuse poor judgment.

AI
Who's Responsible When AI Does Wrong?

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