In my recent article for the Australian Institute of Training & Development, I used my 5-Step Creative Process to help Learning & Development practitioners redesign learning workflows around human judgment.

If you’ve never seen my 5-Step Creative Process before, it goes like this:

  1. 🗑️ Collect
  2. 🗂️ Sort
  3. 🛠️ Craft
  4. ✨ Polish
  5. 📖 Publish

When AI makes creation cheap, that means judgment becomes more valuable. This was the focus of the article I wrote for AITD:

AI makes bad judgment scale faster

Discernment is becoming a scarce skill as educators are powered by AI.

The question is no longer “How do we create more content?” It’s
​“How do we decide what’s worth keeping?”

Here’s the shift I’m seeing in high-performing teams:

  • AI handles the Collect and Craft stages at speed
  • Humans focus on Sort and Polish, where quality is decided

When creating educational content gets faster, that doesn’t mean that learning gets better. Because better learning comes from:

  • sharper judgment
  • stronger context
  • clearer intent

Not more slides. Not more tools. More discernment.

Here’s a replay of my free webinar , Prompt Like A Pro: Practical AI Techniques

You won’t just learn how to prompt. You’ll learn how to think with AI—and decide what actually deserves to be polished.

If you’d like to read my full article on the AITD website, click below. It’s a good read for educators, leaders, and L&D professionals.

Read Caelan’s article Human-First AI:
Redesigning Learning Workflows Around What Matters Most

 

👓 What I’m Reading

  • AI ROI: 2026 Benchmarks by Unframe​
  • 5 Key Trends Affecting CIO by Info-Tech​
  • The Scaffolded AI Literacy (SAIL) Framework for Education by AcademyEX.  ​

 

gerry tan