Episode 12: Andrew DeGood and Liz Short on What Reasoning Is For

If reasoning does not change the verdict, what was the reasoning for?

Andrew DeGood and Liz Short take Episode 12 without a guest and start with two studies. One found that people rated GPT-4o's ethical advice slightly higher than advice from *The New York Times* column *The Ethicist*. Another found that turning on thinking mode did not materially change aggregate moral agreement across five frontier models, even though it changed some individual verdicts and often changed the framework used to justify them.

That sends the hosts into the human version of the same question. Does moral judgment begin with reason, or do we reach for reasons after intuition, culture, family, politics, and peer pressure have already set the answer?

The Turn comes when Andrew suggests GPT-4o won the advice comparison because it acts like an echo chamber. Liz pushes the argument further: AI may be showing us the group morality we already built.

What is Ghost in the Machine?

The AI conversation, without the noise.

Every week, Andrew DeGood and Liz Short sit down for a thirty-minute conversation about artificial intelligence. Andrew comes in as the optimist, a founder building AI products and betting his career on where this technology is headed. Liz brings the harder questions, the ones about what we lose, what we risk, and what we owe the people who didn't sign up for any of this.

They bring in the people actually shaping the field. Researchers, founders, ethicists, skeptics, builders. Real conversations about real implications. No hype cycles. No doom loops. Just two smart people and a guest trying to figure out what this moment actually means.

New episodes stream live every Thursday. Available on every podcast platform after.