Where AI Meets the People Who Build People
AI Walked Into the Training Room. Now What?
A place for the people navigating this moment — facilitators, trainers, HR leaders, and learning & development (L&D) professionals — who want to bring AI into their work thoughtfully, not recklessly. Grounded in research. Built for real practice.
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What Brought You Here Today?
Pick the path that matches where you are. Each one leads to the guides, tools, and evidence most relevant to your situation.
I need to understand what's actually happening
The landscape, the research, and the honest take — without the hype.
I need tools I can use this week
Tested, rated, and filtered by how easy they actually are to implement.
I need to redesign a workshop with AI
Frameworks for integrating AI into live facilitation without losing the human.
I need to make the case to leadership
Data, case studies, and frameworks that speak the language of the C-suite.
I need to assess where my team stands
A quick diagnostic to find the gaps — and the opportunities.
I just want to browse everything
All 14 guides, 45 tools, case studies, and curated resources.
The New Blueprint
The Role Is Changing Faster Than the Job Description
McKinsey's research breaks it down: 70% of AI value comes from people & process, 20% from technology, 10% from algorithms. The technology is the smallest piece. Josh Cavalier at ATD names the shift: from content producer to "Human-Machine Performance Analyst" — someone who diagnoses why people can't perform, not someone who builds another course.
Dr. Philippa Hardman's AI Stack framework matches different AI models to different instructional design tasks — because forcing one model to do everything is how you get mediocre output. Ethan Mollick at Wharton ran the experiments: the most effective approach is co-editing — a genuine back-and-forth where human judgment shapes AI output at every step.
Board of Innovation puts it bluntly: for every dollar in technology, invest two in people & change management. Meanwhile, AI 2027 — a scenario analysis by former OpenAI researcher Daniel Kokotajlo & the #1 RAND forecaster — projects that the impact of superhuman AI will exceed the Industrial Revolution within the decade. The organizations that navigate this won't be the ones with the best tools. They'll be the ones whose people have the judgment to use them.
Read the full guides"AI won't replace humans — but humans with AI will replace humans without AI."
Karim Lakhani — Professor, Harvard Business School
The Question Worth Asking
Are We Building for Architects, or for the People Who Actually Live There?
Brutalist architecture was a movement that prioritized the designer's vision over the inhabitant's experience. The buildings were technically brilliant, structurally innovative, and aesthetically bold. They were also, for the people who had to live and work in them, often miserable.
Most AI implementations in L&D are heading down the same path. Impressive from the outside. Technically sophisticated. And built for the people designing the system — not the people sitting in the room trying to learn something.
The question isn't whether the technology works. It's whether the experience does. The best facilitators aren't adopting AI to impress stakeholders. They're using it to make the room work better for the people in it.
Analogy generated using AnalogyEngine.com — an AI-powered toolkit built by Knowmium.
The Beautiful Irony
Technology Might Finally Make Learning Human Again
For decades, corporate training has operated under the 70:20:10 model — the idea that 70% of learning happens on the job, 20% through social interaction, and only 10% through formal training. The problem? Most L&D budgets have been spent almost entirely on that 10%. The courses. The modules. The checkboxes. The other 90% was left to chance.
AI changes that equation. Not by replacing the human parts, but by finally activating them. Contextual nudges in the flow of work. Personalized follow-up that actually remembers what you struggled with last Tuesday. Peer learning amplified by tools that surface the right connection at the right moment. For the first time, we have technology that can support the 70% and the 20% — not just automate the 10%.
Here's the irony worth sitting with: the technology everyone fears will dehumanize learning might be the thing that finally makes it human. Less checkbox, more conversation. Less content delivery, more genuine development. Less "did they complete the module" and more "did they actually grow?"
This should be a moment of genuine excitement. Not because AI solves everything — it doesn't — but because it solves the right things. The boring, repetitive, administrative weight that kept L&D professionals trapped in the order-taker role? AI can carry that. Which frees you to do what you actually got into this field to do: help people learn.
The 70:20:10 Shift
AI-powered contextual support, just-in-time nudges, performance support in the flow of work
AI-matched peer connections, collaborative practice with AI coaching, amplified mentoring
Courses, modules, certifications — important, but only 10% of how people actually learn
The 70:20:10 framework, developed by Morgan McCall, Robert Eichinger, and Michael Lombardo at the Center for Creative Leadership, describes how professionals actually develop capabilities.
The Research, Sorted
Guides, tools, and real-world evidence to help you make sense of what's changing — and figure out what to do about it. Everything here is grounded in research, but written for people with Monday mornings.
Don't Panic.
— Douglas Adams, The Hitchhiker's Guide to the Galaxy
The skills you've spent your career building — facilitation, storytelling, feedback, instructional design — aren't going away. What's changing is the leverage. AI doesn't replace the curator; it gives the curator a bigger library. Your job isn't disappearing. It's getting promoted.
Built For You
If You're in the Room, This Is for You
Corporate Trainers
AI can generate a training module in minutes. Whether that module teaches anyone anything is a different question — & it's yours to answer.
Workshop Facilitators
What's possible in the room has changed. So have participant expectations. The research on navigating both — without losing what makes live facilitation irreplaceable — is here.
L&D Professionals
Learning strategy backed by peer-reviewed evidence, not vendor marketing decks. The difference matters when budgets are tight & stakeholders want proof.
HR Leaders
Reskilling programs, AI policy, workforce transformation. The frameworks are here, & they come with citations — not vibes.
Instructional Designers
Hardman's AI Stack, the FRAME workflow, zero-based redesign. How AI rewires ADDIE — & what it leaves untouched.
Change Managers
ATD's research is clear: 'Fight fear with information.' The psychological safety & human factors that make or break AI adoption — because fear thrives in information vacuums.
The Reading Starts Here
Fourteen guides, 45 tools, and a growing collection of evidence — all here whenever you need them.
AI Readiness Diagnostic
Where Do You Actually Stand?
Not a personality quiz. A research-backed diagnostic built on frameworks from McKinsey, MIT, ATD, & Edmondson's psychological safety research. Takes about 5 minutes. Returns metrics you can actually act on.
"Digital minimalists are all around us... they're comfortable missing out on everything else." — Cal Newport. This isn't about adopting everything. It's about knowing which things deserve your attention.