Why Did It Do That? Experts Warn That Speed, Opacity And Thin Training Erode Human Judgment In AI-Assisted Decisions

A WUNC report on October 5 quotes Paul Scharre of the Center for a New American Security on the opacity of AI systems: “Oftentimes, with AI systems, it’s like, why did it do that?” Retired Air Force Lt. Col. Joe Chapa of UMass Boston argues that everyone who touches an AI system needs baseline training in how statistical AI works. CSIS analysts say Maven helped identify targets at roughly ten times the previous speed in the first hours of the Iran war, and the report notes overreliance may have played a role in a strike that killed more than 160 people at an Iranian school. The military setting is extreme, but the behavioral mechanism applies to any high-tempo review process.

Reported by: WUNC / American Homefront Project

Norm's Take

If AI raises decision tempo, reviewers become the bottleneck and the temptation is to rubber-stamp. Set a minimum review time and a mandatory explanation standard for high-consequence AI recommendations in your own firm.

One story a day, and the decision it puts in front of you.

Get Norm's Daily Brief

Analysis and opinion, not investment or legal advice. © 2026 Norm Murray. All Rights Reserved.

Found this useful? Share on LinkedIn →
Norm Murray, CEO and Founder of Norm E. Murray
About the author
Norm Murray
AI Leadership Advisor · Psychologist · Economist
Norm advises CEOs, boards and senior leaders on the psychology and economics of AI adoption: what AI does to leaders and organizations, not just what it does. He has led global businesses across multiple continents and writes The Norm Report for executives navigating the AI shift.
More about Norm →

Get Norm's Daily Brief

One story a day, and the decision it puts in front of you. Free, in your inbox.

Free. One email a day. Unsubscribe anytime with one click.

If something in this analysis bears on a decision you're facing, don't sit on it.

More From Norm's Edge

Norm’s Edge is analysis and opinion intended for senior executive and board-level audiences. It does not constitute legal, financial, investment, compliance or regulatory advice. Stories are drawn from third-party reporting that may be unconfirmed. Readers should seek independent professional counsel before making decisions based on any content published here. Norm E. Murray does not accept any liability for actions taken in reliance on this analysis.

© 2026 Norm Murray. All rights reserved. No part of this publication may be reproduced, distributed or transmitted in any form without the prior written permission of the author.