Generative AI 101

The Rework Tax: What AI Productivity Actually Costs

July 27, 2026·10 min
Episode Description from the Publisher

AI did not save you time, it moved the bill to someone else's desk. In this episode, host Emily Laird opens the ledger on the rework tax: the workslop arriving in inboxes that looks finished but is not, the 37 percent of "saved" hours burned on corrections and clarifications, and the jagged frontier that makes wrong output read exactly like right output. She walks through the METR trial where experienced developers came out 19 percent slower and still believed they were 20 percent faster. The reality check: the colleague quietly rebuilding your draft at eleven at night is never going to tell you about it.   🎯 JOIN THE AI WEEKLY MEETUPS https://www.uwstout.edu/ai-weekly-meetup   📩 EMAIL REMINDERS FOR THE MEETUPS https://app.e2ma.net/app2/audience/signup/2101263/1779703/   💬 CONNECT WITH EMILY LAIRD ON LINKEDIN http://www.linkedin.com/in/meet-emily-laird

Podzilla Summary coming soon

Sign up to get notified when the full AI-powered summary is ready.

Get Free Summaries →

Free forever for up to 3 podcasts. No credit card required.

Listen to This Episode

Get summaries like this every morning.

Free AI-powered recaps of Generative AI 101 and your other favorite podcasts, delivered to your inbox.

Get Free Summaries →

Free forever for up to 3 podcasts. No credit card required.