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Hey Reader, Welcome to the 9th edition of the 3-2-1 (check out previous issues here). I took some extra time off over the holidays, because that first week back was a hectic one, wasn't it? But we're back, and I'm excited you're here reading this. Today, we’re talking about why AI rewards thinking instead of replacing it. Let’s get into it. 3 Things for Work (in L&D)When Working With AI, Act Like a Decision-Maker—Not a Tool-User (HBR)
AI Won’t Make the Call: Why Human Judgment Still Drives Innovation (HBS)
What Actually Makes You Valuable in an AI World (Bersin)
2 Things for Life
1 Idea from MeAI doesn’t replace thinking. It rewards it. Everyone says AI makes you dumb by thinking for you. So why are the people getting the best results thinking harder than ever? Over the holidays, I used Claude Code to build a financial dashboard for Curious Lion. It started badly. Failed attempt after failed attempt. Boatloads of tokens burned. The trouble was, I was being lazy. Typing vague instructions and hoping AI would figure out what I actually wanted. It didn’t. Then I finally sat down and mapped the whole thing out. Every single metric. How to get it. How to calculate it. What it should look like. Where it should sit. Wrote up a precise plan and fed it in. It one-shotted it. Done. The irony is thick. You can outsource your thinking to AI if you want. But the easy button crowd gets exactly what you’d expect: mediocre output that needs constant fixing. The people who think through the problem first? Who understand it deeply before explaining it? They get better answers, faster. This maps to what we’re seeing in capability development. The HBS research above found the same pattern: AI access alone doesn’t improve performance. Judgment about how to use it does. High performers benefited. Struggling performers got worse. The gap isn’t access to tools. It’s "thinking" skill. So here’s the question for anyone in L&D: How are you codifying what good thinking looks like? And who in your organization is already doing it? Because AI is about to make that the most valuable thing you can teach. That’s it for this week. Enjoy your Sunday! I’ll be back in two weeks ✌️ Andrew P.S. 👉 In December, I turned my client calls into an L&D budget planner specifically for leadership development programs. Hit reply to let me know if you want a copy. |
ICs can do more on their own with AI than ever before. This is both a challenge and an opportunity for L&D. This newsletter explores how to equip ICs with the influence skills that drive retention, accelerate OKRs, and position L&D as a strategic partner to the business. (Sent twice a month).
Hey Reader, Welcome to the 15th edition of the 3-2-1. My last edition on six new thinking skills made possible by AI resulted in a ton of great feedback from readers like you (more than any other edition so far). This issue builds on that idea. Today, we’re talking about what happens when AI stops being a tool you delegate to and starts being something you work with. Let’s get into it. 3 Things for Work (in L&D) 1. As We May Work (Taylor Pearson) Taylor borrows from freestyle chess to...
Hey Reader, Welcome to the 14th edition of the 3-2-1 (check out previous issues here). I write about transforming ICs into Impact Contributors. And today, we’re talking about the cognitive moves that only became possible with AI. Let’s get into it. 3 Things for Work (in L&D) 1. How Do Workers Develop Good Judgment in the AI Era? (HBR) AI amplifies existing expertise but removes the hands-on, messy work that builds it. HBR identifies five forms of judgment now quietly eroding: evaluative,...
Hi Reader, Welcome to the 13th edition of the 3-2-1 (check out previous issues here). I write about transforming ICs into Impact Contributors. And today, we're talking about what happens when you replace judgment with curiosity. Let's get into it. 3 Things for Work (in L&D) 1. Don't Deprioritize Curiosity-Driven Research (Nature) Governments worldwide are demanding research funding follow political priorities. The warning: the breakthroughs that produced the most value have consistently come...