Bonus: The AI Productivity Paradox

Bonus: The AI Productivity Paradox

July 20, 2026 · 17 min

About this episode

Aoife O'Brien discusses insights on AI's impact on productivity and human judgment with Rebecca Hines.

In this bonus episode, Aoife O'Brien breaks down the key insights from her conversation with Rebecca Hines about AI, productivity, and human judgment at work. If you haven't caught the full interview yet, this is your highlight reel, and a great reason to go back and listen to our chat. What we Cover The AI Productivity Paradox Why individual productivity gains from AI aren't translating into gains at the team, department, or organisational level. "Bot-sitting" vs. "Bot-shitting" Individuals report gaining back roughly 11 hours a week from AI tools, but a large chunk of that time goes into "bot-sitting": feeding context, cleaning up outputs, and re-prompting. When fatigue sets in, bot-sitting can tip into "bot-shitting", shipping unchecked, unverified AI output (aka AI slop). What Should AI Actually Be Used For? A look at the "jagged frontier" of AI capability, where it can excel at complex tasks yet stumble on simple ones, and why testing the boundaries (including AI immersion weeks) helps clarify where it genuinely adds value. Your "Secret Sauce" Why doubling down on what you're uniquely capable of, your human judgment, expertise, and critical thinking, matters more as AI takes…

People in this episode

Host: Aoife O'Brien

Guest: Rebecca Hines

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