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What Good Instruction Really Looks Like

with Amy Coughlin • May 12, 2026

Episode overview

What does good instruction really look like? Amy Coughlin has authored nearly 50 courses on Pluralsight covering Azure, AI, and cloud architecture — and she's spent years figuring out exactly what makes technical training land versus what makes learners tune out.

In this episode, Amy pulls back the curtain on her approach to course design: why storytelling and real-world experience beat slide decks every time, what organizations consistently get wrong when they try to build training in-house, and why the best instruction is always built around the problem, not the tool.

She also makes a sharp distinction that every L&D and technology leader should hear: AI chat tools are task tools, not learning tools. And confusing the two has consequences.

In this episode:

  • What separates instruction that sticks from training that gets forgotten

  • Why themes, stories, and even corny puns make technical content more effective

  • The hidden risks of pulling your best SMEs to run internal training

  • What AI sycophancy means for developers who rely on it too heavily

  • Why focusing on the problem, not the tool, is the future of content design

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Find Amy Coughlin on Pluralsight.

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Questions or comments? podcast@pluralsight.com

Chapters

2:03 — Amy's unconventional path into tech

7:13 — From data platform architect to course author: how Amy found her calling

9:52 — Making complex cloud topics relatable: themes, storytelling, and board games

12:19 — Real-world examples and the value of learning from mistakes

14:15 — What makes good technical content stick (and what falls flat)

18:25 — The human touch in learning: why podcasts and infotainment still win

21:23 — Hands-on labs and why doing beats reading

22:37 — Why organizations struggle when they try to build training in-house

25:48 — Hidden risks of using internal SMEs as instructors

28:08 — Tech debt, vibe coding, and the real cost of underskilled teams

30:24 — Is AI a legitimate learning tool? The sycophancy problem explained

34:55 — The future of content delivery: problem-focused, short-form, and refreshable

37:26 — Advice for parents opening doors to tech careers for their kids

41:11 — Closing thoughts and how to find Amy on Pluralsight

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