- Cognitive offloading is real and measurable — research on tool-assisted recall and judgment degradation
- The two patterns: you draft first and AI critiques, versus AI drafts first and you critique. Both are valid. Defaulting to option B for everything is the risk
- The professional skepticism test: would I have caught this error if AI hadn't written it? If the honest answer is no, you've delegated too much
- Your judgment is the asset. AI is the leverage. The asset cannot be outsourced
- Identity and meaning at work: the things that make your job yours — your relationships, your instincts, your taste, your accountability — AI doesn't touch those. Protecting them is a professional choice
- Why deliberately doing some things yourself, even when AI could help, is a professional discipline — not a Luddite stance
This week, before you use AI for anything, spend 60 seconds answering this question first: what's my actual opinion on this?
Write it down — even just a sentence or two. Then use AI. Then compare what you thought before with what AI produced.
Discuss the parts of our work that should get more human time and attention — not less — as AI handles more of the routine.
This isn't about "things AI can't do" — that's a technical answer. The useful answers are about what people find meaningful, what's been shortchanged, and where human presence or judgment actually changes the outcome. If multiple people independently say "more time with clients" or "more time thinking before we act," that's a real signal about where this team's capacity has been underused.
- Does this mean AI is going to take over the parts of my job I actually like?
- That's worth taking seriously. The honest answer: we get to influence that. Identifying what deserves human time is how we make sure it gets protected as work gets redesigned.
- What if the things I want to protect aren't things my manager values?
- That's exactly the conversation worth having. This discussion is one way to start it.
Send us a summary of the human work your team wants to protect and invest in. If your team got meaningful time back from AI, what would they spend more of their own thinking on? Aggregated across the organization, that's a real answer to where human capacity is being underused.