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Nerd Out

Education, Design and Philosophy

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There Is No Such Thing as a "Learner"

Ditch outdated L&D metrics and courseware. Learn how to speak business data, treat L&D as a product, and drive real performance enablement.

Stop Framing AI as Your New Coworker

Stop treating AI like a coworker. Unpack the hidden "verification tax" burning out employees and how L&D leaders can build smarter enablement workflows.

Build buy or rent: elearning on a budget

Stop order-taking in L&D. Learn the real math of build vs. buy eLearning, why intake forms fail, and how to deliver scrappy, high-impact learning design.

Mania for deskilling

Explore how generative AI impacts job performance, the threat of skill erosion, and how L&D can leverage AI to solve the Subject Matter Expert problem.

Postcard from Sicily

Just a quick postcard while I'm on summer vacation.

The Mother Skill of the AI Era: Cognitive Task Analysis

Your SMEs forgot how they do their jobs. Cognitive Task Analysis (CTA) extracts hidden knowledge and turns L&D pros into AI-enabled context engineers.

The Thin Line Between AI Strategy and AI Slop

Ditch the lazy AI workflows. Learn why stuffing PDFs into an LLM breeds cognitive debt, and how to build human guardrails for real workplace AI enablement.

Solving L&D’s 'Apprenticeship Problem' in an AI World

AI ate the entry level grunt work, breaking traditional apprenticeship. To build future leaders, we must design intentional, hands on learning systems.

Systemic Failures, Shiny Shortcuts, and Other Delusions

From the history of Exercise Tiger to HBR’s AI reality check, stop paying the "cognitive debt" for broken systems. Fix the framework.

Playing Chess with Tech: Apple, Google, and the AI Long Game

Google’s chess moves, Apple’s synthetic video coaches, and KPMG’s tax simulators. How AI is killing the junior grunt work and rewriting the L&D playbook.

Readme: Welcome to Nerd Out

Happy Wednesday!

Why AI Needs Your Learning Degree

Master AI for Instructional Design using Google’s PARTS framework. Why human learning science is the key to AI strategy and workforce transformation.

COGNITIVE DEBT

The Cost of Short-Term Thinking in the Age of AI

Can You Pay Back the Debt? Relearning in the Age of Agents

Is your AI "productivity" just high-interest cognitive debt? Take the 15-question audit, see the METR study, and find out if your org is mentally bankrupt.

AI Can Build It, But It Can’t Care About It

Focus on the human "why" over AI "how." Discuss shifting from makers to managers, using empathy and workflow analysis to avoid automated "slop."

The learning lab: cognitive insights

Happy Wednesday!

Jobs & Skills Reshaped

Sal Khan on AI job displacement, McKinsey’s rising adoption trends, and Anthropic’s study on "intent to master" show why L&D must bridge the growing AI skills gap.

Closer to the Work

L&D must evolve into a strategic partner by embedding learning into daily workflows, using performance support, and involving frontline staff to build credibility.

The $4 Billion AI Hole in L&D and how to fix it

Why are L&D teams buying more tools but still feeling overwhelmed? In this interview, Yuval explains the growing “cognitive debt” facing frontline workers and why faster content creation is not enough. He shares a different vision for the future of learning: context-aware training built around real work, real environments, and the exact moment of need. Yuval is currently working with selected…

Learning Reinvented

Boost learning with science-backed study protocols, AI tutors, and sparkling water.